{ "cells": [ { "cell_type": "code", "execution_count": 12, "id": "423a2ea1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/100\n", "55/55 [==============================] - 1s 3ms/step - loss: 0.4137\n", "Epoch 2/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.1046\n", "Epoch 3/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0733\n", "Epoch 4/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0492\n", "Epoch 5/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0645\n", "Epoch 6/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0472\n", "Epoch 7/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0334\n", "Epoch 8/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0349\n", "Epoch 9/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0273\n", "Epoch 10/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0244\n", "Epoch 11/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0257\n", "Epoch 12/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0224\n", "Epoch 13/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0207\n", "Epoch 14/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0188\n", "Epoch 15/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0237\n", "Epoch 16/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0254\n", "Epoch 17/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0169\n", "Epoch 18/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0179\n", "Epoch 19/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0127\n", "Epoch 20/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0144\n", "Epoch 21/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0143\n", "Epoch 22/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0193\n", "Epoch 23/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0167\n", "Epoch 24/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0130\n", "Epoch 25/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0136\n", "Epoch 26/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0153\n", "Epoch 27/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0158\n", "Epoch 28/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0166\n", "Epoch 29/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0203\n", "Epoch 30/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0142\n", "Epoch 31/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0128\n", "Epoch 32/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0128\n", "Epoch 33/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0105\n", "Epoch 34/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0110\n", "Epoch 35/100\n", "55/55 [==============================] - 0s 8ms/step - loss: 0.0140\n", "Epoch 36/100\n", "55/55 [==============================] - 0s 6ms/step - loss: 0.0124\n", "Epoch 37/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0102\n", "Epoch 38/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0126\n", "Epoch 39/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0116\n", "Epoch 40/100\n", "55/55 [==============================] - 0s 6ms/step - loss: 0.0098\n", "Epoch 41/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0110\n", "Epoch 42/100\n", "55/55 [==============================] - 0s 7ms/step - loss: 0.0121\n", "Epoch 43/100\n", "55/55 [==============================] - 0s 7ms/step - loss: 0.0100\n", "Epoch 44/100\n", "55/55 [==============================] - 0s 7ms/step - loss: 0.0094\n", "Epoch 45/100\n", "55/55 [==============================] - 0s 6ms/step - loss: 0.0104\n", "Epoch 46/100\n", "55/55 [==============================] - 0s 6ms/step - loss: 0.0097\n", "Epoch 47/100\n", "55/55 [==============================] - 0s 6ms/step - loss: 0.0057\n", "Epoch 48/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0104\n", "Epoch 49/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0105\n", "Epoch 50/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0090\n", "Epoch 51/100\n", "55/55 [==============================] - 0s 8ms/step - loss: 0.0079\n", "Epoch 52/100\n", "55/55 [==============================] - 0s 6ms/step - loss: 0.0097\n", "Epoch 53/100\n", "55/55 [==============================] - 0s 6ms/step - loss: 0.0101\n", "Epoch 54/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0086\n", "Epoch 55/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0095\n", "Epoch 56/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0095\n", "Epoch 57/100\n", "55/55 [==============================] - 0s 7ms/step - loss: 0.0095\n", "Epoch 58/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0092\n", "Epoch 59/100\n", "55/55 [==============================] - 0s 6ms/step - loss: 0.0100\n", "Epoch 60/100\n", "55/55 [==============================] - 0s 6ms/step - loss: 0.0107\n", "Epoch 61/100\n", "55/55 [==============================] - 0s 6ms/step - loss: 0.0115\n", "Epoch 62/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0091\n", "Epoch 63/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0115\n", "Epoch 64/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0077\n", "Epoch 65/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0090\n", "Epoch 66/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0096\n", "Epoch 67/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0107\n", "Epoch 68/100\n", "55/55 [==============================] - 0s 6ms/step - loss: 0.0078\n", "Epoch 69/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0104\n", "Epoch 70/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0087\n", "Epoch 71/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0101\n", "Epoch 72/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0123\n", "Epoch 73/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0097\n", "Epoch 74/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0074\n", "Epoch 75/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0086\n", "Epoch 76/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0082\n", "Epoch 77/100\n", "55/55 [==============================] - 0s 7ms/step - loss: 0.0105\n", "Epoch 78/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0095\n", "Epoch 79/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0087\n", "Epoch 80/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0055\n", "Epoch 81/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0074\n", "Epoch 82/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0056\n", "Epoch 83/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0092\n", "Epoch 84/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0072\n", "Epoch 85/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0095\n", "Epoch 86/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0080\n", "Epoch 87/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0068\n", "Epoch 88/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0069\n", "Epoch 89/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0086\n", "Epoch 90/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0101\n", "Epoch 91/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0102\n", "Epoch 92/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0076\n", "Epoch 93/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0110\n", "Epoch 94/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0068\n", "Epoch 95/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0071\n", "Epoch 96/100\n", "55/55 [==============================] - 0s 6ms/step - loss: 0.0072\n", "Epoch 97/100\n", "55/55 [==============================] - 0s 6ms/step - loss: 0.0069\n", "Epoch 98/100\n", "55/55 [==============================] - 0s 6ms/step - loss: 0.0086\n", "Epoch 99/100\n", "55/55 [==============================] - 0s 8ms/step - loss: 0.0079\n", "Epoch 100/100\n", "55/55 [==============================] - 0s 5ms/step - loss: 0.0091\n", "7/7 [==============================] - 0s 4ms/step\n", "Test RMSE with best model: 152.02539900084645\n", "Model training took 26.19 seconds.\n" ] } ], "source": [ "#FNN\n", "import numpy as np\n", "import pandas as pd\n", "import time\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import mean_squared_error\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.layers import Dense, Dropout, Input\n", "from tensorflow.keras.optimizers import Adam\n", "\n", "# Load the data\n", "df = pd.read_csv(r'D:\\Desktop\\dataset\\mexico_processed_A.csv')\n", "\n", "# 数据预处理\n", "# 1. 使用RobustScaler处理异常值\n", "scaler = RobustScaler()\n", "df_scaled = pd.DataFrame(scaler.fit_transform(df.drop(columns=['new_cases', 'date'])),\n", " columns=df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "# 2. 分离特征和目标\n", "features = df_scaled\n", "target = df['new_cases']\n", "\n", "# 3. 标准化\n", "scaler_features = StandardScaler()\n", "features_scaled = scaler_features.fit_transform(features)\n", "\n", "scaler_target = StandardScaler()\n", "target_scaled = scaler_target.fit_transform(target.values.reshape(-1, 1))\n", "\n", "# 数据分割\n", "train_size = int(0.8 * len(target_scaled))\n", "X_train, X_test = features_scaled[:train_size], features_scaled[train_size:]\n", "y_train, y_test = target_scaled[:train_size], target_scaled[train_size:]\n", "\n", "# Best hyperparameters\n", "best_params = {'learning_rate': 0.001, 'neurons': 128, 'batch_size': 16}\n", "\n", "# Model creation\n", "input_layer = Input(shape=(X_train.shape[1],))\n", "dense_layer = Dense(best_params['neurons'], activation='relu')(input_layer)\n", "dropout_layer = Dropout(0.2)(dense_layer)\n", "output_layer = Dense(1)(dropout_layer)\n", "\n", "model = Model(inputs=input_layer, outputs=output_layer)\n", "optimizer = Adam(learning_rate=best_params['learning_rate'])\n", "model.compile(optimizer=optimizer, loss='mean_squared_error')\n", "\n", "# Train the model and record the time\n", "start_time = time.time()\n", "model.fit(X_train, y_train, epochs=100, batch_size=best_params['batch_size'], verbose=1)\n", "training_time = time.time() - start_time\n", "\n", "# Predict on the test set\n", "y_test_pred = model.predict(X_test)\n", "\n", "# Inverse scale predictions\n", "y_test_pred_orig = scaler_target.inverse_transform(y_test_pred)\n", "y_test_orig = scaler_target.inverse_transform(y_test)\n", "\n", "# Calculate RMSE on the test set\n", "test_rmse = np.sqrt(mean_squared_error(y_test_orig, y_test_pred_orig))\n", "\n", "print(f\"Test RMSE with best model: {test_rmse}\")\n", "print(f\"Model training took {training_time:.2f} seconds.\")\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "f6c6bf78", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/100\n", "55/55 [==============================] - 1s 3ms/step - loss: 0.4740\n", "Epoch 2/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.1072\n", "Epoch 3/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0688\n", "Epoch 4/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0475\n", "Epoch 5/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0349\n", "Epoch 6/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0371\n", "Epoch 7/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0281\n", "Epoch 8/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0337\n", "Epoch 9/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0251\n", "Epoch 10/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0200\n", "Epoch 11/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0210\n", "Epoch 12/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0174\n", "Epoch 13/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0225\n", "Epoch 14/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0181\n", "Epoch 15/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0167\n", "Epoch 16/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0186\n", "Epoch 17/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0138\n", "Epoch 18/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0172\n", "Epoch 19/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0103\n", "Epoch 20/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0156\n", "Epoch 21/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0232\n", "Epoch 22/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0172\n", "Epoch 23/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0073\n", "Epoch 24/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0130\n", "Epoch 25/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0128\n", "Epoch 26/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0186\n", "Epoch 27/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0112\n", "Epoch 28/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0098\n", "Epoch 29/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0147\n", "Epoch 30/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0093\n", "Epoch 31/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0111\n", "Epoch 32/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0097\n", "Epoch 33/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0076\n", "Epoch 34/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0140\n", "Epoch 35/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0203\n", "Epoch 36/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0093\n", "Epoch 37/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0097\n", "Epoch 38/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0130\n", "Epoch 39/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0106\n", "Epoch 40/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0077\n", "Epoch 41/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0111\n", "Epoch 42/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0089\n", "Epoch 43/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0090\n", "Epoch 44/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0083\n", "Epoch 45/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0068\n", "Epoch 46/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0079\n", "Epoch 47/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0077\n", "Epoch 48/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0068\n", "Epoch 49/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0098\n", "Epoch 50/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0066\n", "Epoch 51/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0094\n", "Epoch 52/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0132\n", "Epoch 53/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0148\n", "Epoch 54/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0117\n", "Epoch 55/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0076\n", "Epoch 56/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0086\n", "Epoch 57/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0090\n", "Epoch 58/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0138\n", "Epoch 59/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0071\n", "Epoch 60/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0077\n", "Epoch 61/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0075\n", "Epoch 62/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0102\n", "Epoch 63/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0072\n", "Epoch 64/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0067\n", "Epoch 65/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0077\n", "Epoch 66/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0081\n", "Epoch 67/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0059\n", "Epoch 68/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0075\n", "Epoch 69/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0086\n", "Epoch 70/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0082\n", "Epoch 71/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0120\n", "Epoch 72/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0077\n", "Epoch 73/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0117\n", "Epoch 74/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0104\n", "Epoch 75/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0091\n", "Epoch 76/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0065\n", "Epoch 77/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0091\n", "Epoch 78/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0073\n", "Epoch 79/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0093\n", "Epoch 80/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0105\n", "Epoch 81/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0083\n", "Epoch 82/100\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.0076\n", "Epoch 83/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0081\n", "Epoch 84/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0079\n", "Epoch 85/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0079\n", "Epoch 86/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0063\n", "Epoch 87/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0075\n", "Epoch 88/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0076\n", "Epoch 89/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0087\n", "Epoch 90/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0075\n", "Epoch 91/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0087\n", "Epoch 92/100\n", "55/55 [==============================] - 0s 6ms/step - loss: 0.0077\n", "Epoch 93/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0067\n", "Epoch 94/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0120\n", "Epoch 95/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0066\n", "Epoch 96/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0135\n", "Epoch 97/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0078\n", "Epoch 98/100\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.0086\n", "Epoch 99/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0106\n", "Epoch 100/100\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.0093\n", "32/32 [==============================] - 0s 3ms/step\n", "New Test RMSE with the model: 5448.8534761854835\n" ] } ], "source": [ "#FNN泛化性\n", "import numpy as np\n", "import pandas as pd\n", "import time\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from sklearn.metrics import mean_squared_error\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.layers import Dense, Dropout, Input\n", "from tensorflow.keras.optimizers import Adam\n", "\n", "# Load the data\n", "df = pd.read_csv(r'D:\\Desktop\\dataset\\mexico_processed_A.csv')\n", "\n", "# 数据预处理\n", "# 1. 使用RobustScaler处理异常值\n", "scaler = RobustScaler()\n", "df_scaled = pd.DataFrame(scaler.fit_transform(df.drop(columns=['new_cases', 'date'])),\n", " columns=df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "# 2. 分离特征和目标\n", "features = df_scaled\n", "target = df['new_cases']\n", "\n", "# 3. 标准化\n", "scaler_features = StandardScaler()\n", "features_scaled = scaler_features.fit_transform(features)\n", "\n", "scaler_target = StandardScaler()\n", "target_scaled = scaler_target.fit_transform(target.values.reshape(-1, 1))\n", "\n", "# 数据分割\n", "train_size = int(0.8 * len(target_scaled))\n", "X_train, X_test = features_scaled[:train_size], features_scaled[train_size:]\n", "y_train, y_test = target_scaled[:train_size], target_scaled[train_size:]\n", "\n", "# Best hyperparameters\n", "best_params = {'learning_rate': 0.001, 'neurons': 128, 'batch_size': 16}\n", "\n", "# Model creation\n", "input_layer = Input(shape=(X_train.shape[1],))\n", "dense_layer = Dense(best_params['neurons'], activation='relu')(input_layer)\n", "dropout_layer = Dropout(0.2)(dense_layer)\n", "output_layer = Dense(1)(dropout_layer)\n", "\n", "model = Model(inputs=input_layer, outputs=output_layer)\n", "optimizer = Adam(learning_rate=best_params['learning_rate'])\n", "model.compile(optimizer=optimizer, loss='mean_squared_error')\n", "\n", "# Train the model\n", "model.fit(X_train, y_train, epochs=100, batch_size=best_params['batch_size'], verbose=1)\n", "\n", "# Now for the new dataset validation\n", "# Load new dataset\n", "new_df = pd.read_csv(r'D:\\Desktop\\dataset\\iran_processed_A.csv')\n", "\n", "# Data preprocessing for the new dataset using the same scalers\n", "new_df_scaled = pd.DataFrame(scaler.transform(new_df.drop(columns=['new_cases', 'date'])),\n", " columns=new_df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "new_features = new_df_scaled\n", "new_target = new_df['new_cases']\n", "\n", "new_features_scaled = scaler_features.transform(new_features)\n", "new_target_scaled = scaler_target.transform(new_target.values.reshape(-1, 1))\n", "\n", "# Predict on the new dataset\n", "new_y_pred_scaled = model.predict(new_features_scaled)\n", "\n", "# Inverse scale predictions and actual values\n", "new_y_pred = scaler_target.inverse_transform(new_y_pred_scaled)\n", "new_y_orig = scaler_target.inverse_transform(new_target_scaled)\n", "\n", "# Calculate RMSE on the new dataset\n", "new_test_rmse = np.sqrt(mean_squared_error(new_y_orig, new_y_pred))\n", "\n", "print(f\"New Test RMSE with the model: {new_test_rmse}\")\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "06a4c82e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7/7 [==============================] - 0s 4ms/step\n", "Test RMSE with best model: 231.0141019771161\n", "Model training took 16.65 seconds.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\User\\AppData\\Roaming\\Python\\Python311\\site-packages\\sklearn\\metrics\\_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", " warnings.warn(\n" ] } ], "source": [ "##TCN\n", "import numpy as np\n", "import pandas as pd\n", "import time\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from sklearn.metrics import mean_squared_error\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense, Flatten\n", "from tensorflow.keras.optimizers import Adam\n", "from tcn import TCN \n", "\n", "# Load the data\n", "df = pd.read_csv(r'D:\\Desktop\\dataset\\mexico_processed_A.csv')\n", "\n", "# 异常值处理（使用 RobustScaler）\n", "robust_scaler = RobustScaler()\n", "df_robust_scaled = pd.DataFrame(robust_scaler.fit_transform(df.drop(columns=['new_cases', 'date'])),\n", " columns=df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "# 数据预处理\n", "features = df_robust_scaled\n", "target = df['new_cases']\n", "\n", "# 使用 StandardScaler 进行标准化\n", "scaler = StandardScaler()\n", "features_scaled = scaler.fit_transform(features)\n", "\n", "target_scaler = StandardScaler()\n", "target_scaled = target_scaler.fit_transform(target.values.reshape(-1, 1))\n", "\n", "# 数据划分\n", "train_size = int(0.8 * len(target_scaled))\n", "X_train, X_test = features_scaled[:train_size], features_scaled[train_size:]\n", "y_train, y_test = target_scaled[:train_size], target_scaled[train_size:]\n", "\n", "n_features = features.shape[1]\n", "\n", "# 使用最佳参数重新训练模型\n", "n_features = features.shape[1]\n", "best_nb_filters, best_kernel_size, best_nb_stacks, best_dilations = 64, 3, 1, [1, 2, 4, 8] # 示例最佳参数，根据实际调整\n", "\n", "model = Sequential([\n", " TCN(input_shape=(1, n_features),\n", " nb_filters=best_nb_filters,\n", " kernel_size=best_kernel_size,\n", " nb_stacks=best_nb_stacks,\n", " dilations=best_dilations),\n", " Flatten(),\n", " Dense(1, activation='linear')\n", "])\n", "\n", "model.compile(optimizer=Adam(learning_rate=0.002), loss='mse')\n", "\n", "# 记录训练开始时间\n", "start_time = time.time()\n", "\n", "# 重新训练模型\n", "model.fit(np.expand_dims(X_train, axis=1), y_train, epochs=50, batch_size=16, verbose=0)\n", "\n", "# 计算训练时间\n", "training_time = time.time() - start_time\n", "\n", "# 对测试集进行预测\n", "predictions = model.predict(np.expand_dims(X_test, axis=1))\n", "\n", "# 逆标准化预测和实际值\n", "predictions_original = target_scaler.inverse_transform(predictions)\n", "y_test_original = target_scaler.inverse_transform(y_test)\n", "\n", "# 计算测试集上的RMSE\n", "rmse = mean_squared_error(y_test_original, predictions_original, squared=False)\n", "\n", "print(f\"Test RMSE with best model: {rmse}\")\n", "print(f\"Model training took {training_time:.2f} seconds.\")\n" ] }, { "cell_type": "code", "execution_count": 30, "id": "962812ea", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "32/32 [==============================] - 1s 4ms/step\n", "New Test RMSE with the model: 5340.569629572897\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\User\\AppData\\Roaming\\Python\\Python311\\site-packages\\sklearn\\metrics\\_regression.py:483: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", " warnings.warn(\n" ] } ], "source": [ "#TCN泛化\n", "import numpy as np\n", "import pandas as pd\n", "import time\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from sklearn.metrics import mean_squared_error\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense, Flatten\n", "from tensorflow.keras.optimizers import Adam\n", "from tcn import TCN \n", "\n", "# Load the training data\n", "df = pd.read_csv(r'D:\\Desktop\\dataset\\mexico_processed_A.csv')\n", "\n", "# Preprocessing for training data\n", "robust_scaler = RobustScaler()\n", "df_robust_scaled = pd.DataFrame(robust_scaler.fit_transform(df.drop(columns=['new_cases', 'date'])),\n", " columns=df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "features = df_robust_scaled\n", "target = df['new_cases']\n", "\n", "scaler = StandardScaler()\n", "features_scaled = scaler.fit_transform(features)\n", "\n", "target_scaler = StandardScaler()\n", "target_scaled = target_scaler.fit_transform(target.values.reshape(-1, 1))\n", "\n", "# Split the data\n", "train_size = int(0.8 * len(target_scaled))\n", "X_train, X_test = features_scaled[:train_size], features_scaled[train_size:]\n", "y_train, y_test = target_scaled[:train_size], target_scaled[train_size:]\n", "\n", "# Model training\n", "n_features = features.shape[1]\n", "model = Sequential([\n", " TCN(input_shape=(1, n_features),\n", " nb_filters=64,\n", " kernel_size=3,\n", " nb_stacks=1,\n", " dilations=[1, 2, 4, 8]),\n", " Flatten(),\n", " Dense(1, activation='linear')\n", "])\n", "\n", "model.compile(optimizer=Adam(learning_rate=0.002), loss='mse')\n", "model.fit(np.expand_dims(X_train, axis=1), y_train, epochs=50, batch_size=16, verbose=0)\n", "\n", "# Load the new dataset\n", "new_df = pd.read_csv(r'D:\\Desktop\\dataset\\iran_processed_A.csv')\n", "\n", "# Preprocessing for new dataset using the same scalers\n", "new_df_scaled = pd.DataFrame(robust_scaler.transform(new_df.drop(columns=['new_cases', 'date'])),\n", " columns=new_df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "new_features = new_df_scaled\n", "\n", "new_features_scaled = scaler.transform(new_features)\n", "new_target = new_df['new_cases']\n", "new_target_scaled = target_scaler.transform(new_target.values.reshape(-1, 1))\n", "\n", "# Predict on the new dataset\n", "new_predictions_scaled = model.predict(np.expand_dims(new_features_scaled, axis=1))\n", "\n", "# Inverse transform the predictions and the actual values\n", "new_predictions = target_scaler.inverse_transform(new_predictions_scaled)\n", "\n", "# Calculate RMSE on the new dataset\n", "new_rmse = mean_squared_error(new_target, new_predictions, squared=False)\n", "\n", "print(f\"New Test RMSE with the model: {new_rmse}\")\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "ef3bce9c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7/7 [==============================] - 1s 6ms/step\n", "Test RMSE with best model: 170.4418228685573\n", "Model training took 35.61 seconds.\n" ] } ], "source": [ "#LSTM\n", "import pandas as pd\n", "import numpy as np\n", "import time\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import LSTM, Dropout, Dense\n", "from tensorflow.keras.optimizers import Adam\n", "from sklearn.metrics import mean_squared_error\n", "\n", "# Load the data\n", "df = pd.read_csv(r'D:\\Desktop\\dataset\\mexico_processed_A.csv')\n", "\n", "# 数据预处理\n", "robust_scaler = RobustScaler()\n", "features = robust_scaler.fit_transform(df.drop(columns=['new_cases', 'date']))\n", "\n", "target_scaler = StandardScaler()\n", "target = target_scaler.fit_transform(df['new_cases'].values.reshape(-1, 1))\n", "\n", "# 数据划分\n", "train_size = int(0.8 * len(df))\n", "X_train, X_test = features[:train_size], features[train_size:]\n", "y_train, y_test = target[:train_size], target[train_size:]\n", "\n", "\n", "X_train = np.expand_dims(X_train, axis=2)\n", "X_test = np.expand_dims(X_test, axis=2)\n", "\n", "# Best hyperparameters (example, replace with your actual best configuration)\n", "best_config = {'units': 100, 'dropout': 0.3, 'learning_rate': 0.001}\n", "\n", "# Model creation using the best configuration\n", "model = Sequential()\n", "model.add(LSTM(units=best_config['units'], input_shape=(X_train.shape[1], X_train.shape[2])))\n", "model.add(Dropout(best_config['dropout']))\n", "model.add(Dense(1))\n", "model.compile(optimizer=Adam(learning_rate=best_config['learning_rate']), loss='mean_squared_error')\n", "\n", "# Record training start time\n", "start_time = time.time()\n", "\n", "# Train the model\n", "model.fit(X_train, y_train, epochs=100, batch_size=32, verbose=0)\n", "\n", "# Calculate training duration\n", "training_time = time.time() - start_time\n", "\n", "# Predict on the test set\n", "y_pred = model.predict(X_test)\n", "\n", "# Inverse scale the predictions and actual values\n", "y_pred_original = target_scaler.inverse_transform(y_pred)\n", "y_test_original = target_scaler.inverse_transform(y_test)\n", "\n", "# Calculate RMSE on the test set (original scale)\n", "rmse_original = np.sqrt(mean_squared_error(y_test_original, y_pred_original))\n", "\n", "print(f\"Test RMSE with best model: {rmse_original}\")\n", "print(f\"Model training took {training_time:.2f} seconds.\")\n" ] }, { "cell_type": "code", "execution_count": 43, "id": "41cdf7eb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "32/32 [==============================] - 1s 7ms/step\n", "New Test RMSE with the model: 12113.952318018553\n" ] } ], "source": [ "#LSTM泛化\n", "import pandas as pd\n", "import numpy as np\n", "import time\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import LSTM, Dropout, Dense\n", "from tensorflow.keras.optimizers import Adam\n", "from sklearn.metrics import mean_squared_error\n", "\n", "# Load the training data\n", "df = pd.read_csv(r'D:\\Desktop\\dataset\\mexico_processed_A.csv')\n", "\n", "# Preprocessing for training data\n", "robust_scaler = RobustScaler()\n", "features = robust_scaler.fit_transform(df.drop(columns=['new_cases', 'date']))\n", "\n", "target_scaler = StandardScaler()\n", "target = target_scaler.fit_transform(df['new_cases'].values.reshape(-1, 1))\n", "\n", "# Data splitting\n", "train_size = int(0.8 * len(df))\n", "X_train, X_test = features[:train_size], features[train_size:]\n", "y_train, y_test = target[:train_size], target[train_size:]\n", "\n", "# LSTM requires 3D input\n", "X_train = np.expand_dims(X_train, axis=2)\n", "X_test = np.expand_dims(X_test, axis=2)\n", "\n", "# Model configuration\n", "best_config = {'units': 100, 'dropout': 0.3, 'learning_rate': 0.001}\n", "\n", "# Model creation\n", "model = Sequential()\n", "model.add(LSTM(units=best_config['units'], input_shape=(X_train.shape[1], X_train.shape[2])))\n", "model.add(Dropout(best_config['dropout']))\n", "model.add(Dense(1))\n", "model.compile(optimizer=Adam(learning_rate=best_config['learning_rate']), loss='mean_squared_error')\n", "\n", "# Model training\n", "model.fit(X_train, y_train, epochs=100, batch_size=32, verbose=0)\n", "\n", "# Now, validate the model on a new dataset\n", "# Load the new dataset\n", "new_df = pd.read_csv(r'D:\\Desktop\\dataset\\iran_processed_A.csv')\n", "\n", "# Preprocess the new dataset\n", "new_features = robust_scaler.transform(new_df.drop(columns=['new_cases', 'date']))\n", "new_target = target_scaler.transform(new_df['new_cases'].values.reshape(-1, 1))\n", "\n", "# LSTM requires 3D input\n", "new_features = np.expand_dims(new_features, axis=2)\n", "\n", "# Model prediction on new dataset\n", "new_predictions = model.predict(new_features)\n", "\n", "# Inverse transform the predictions and actual values\n", "new_predictions_original = target_scaler.inverse_transform(new_predictions)\n", "new_target_original = target_scaler.inverse_transform(new_target)\n", "\n", "# Calculate RMSE on the new dataset\n", "new_rmse = np.sqrt(mean_squared_error(new_target_original, new_predictions_original))\n", "\n", "print(f\"New Test RMSE with the model: {new_rmse}\")\n" ] }, { "cell_type": "code", "execution_count": 46, "id": "3338cf07", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Trial 5 Complete [00h 00m 15s]\n", "val_loss: 0.2777352233727773\n", "\n", "Best val_loss So Far: 0.2777352233727773\n", "Total elapsed time: 00h 01m 10s\n", "Best hyperparameters: {'conv_1_filter': 112, 'conv_1_kernel': 3, 'dense_1_units': 96, 'learning_rate': 0.001}\n", "Epoch 1/50\n", "28/28 [==============================] - 1s 6ms/step - loss: 0.2228\n", "Epoch 2/50\n", "28/28 [==============================] - 0s 6ms/step - loss: 0.2166\n", "Epoch 3/50\n", "28/28 [==============================] - 0s 6ms/step - loss: 0.2035\n", "Epoch 4/50\n", "28/28 [==============================] - 0s 6ms/step - loss: 0.2373\n", "Epoch 5/50\n", "28/28 [==============================] - 0s 7ms/step - loss: 0.1874\n", "Epoch 6/50\n", "28/28 [==============================] - 0s 7ms/step - loss: 0.2106\n", "Epoch 7/50\n", "28/28 [==============================] - 0s 7ms/step - loss: 0.2007\n", "Epoch 8/50\n", "28/28 [==============================] - 0s 8ms/step - loss: 0.1809\n", "Epoch 9/50\n", "28/28 [==============================] - 0s 7ms/step - loss: 0.1813\n", "Epoch 10/50\n", "28/28 [==============================] - 0s 8ms/step - loss: 0.1840\n", "Epoch 11/50\n", "28/28 [==============================] - 0s 8ms/step - loss: 0.2087\n", "Epoch 12/50\n", "28/28 [==============================] - 0s 7ms/step - loss: 0.1844\n", "Epoch 13/50\n", "28/28 [==============================] - 0s 7ms/step - loss: 0.1762\n", "Epoch 14/50\n", "28/28 [==============================] - 0s 9ms/step - loss: 0.1846\n", "Epoch 15/50\n", "28/28 [==============================] - 0s 11ms/step - loss: 0.1721\n", "Epoch 16/50\n", "28/28 [==============================] - 0s 10ms/step - loss: 0.1639\n", "Epoch 17/50\n", "28/28 [==============================] - 0s 12ms/step - loss: 0.1677\n", "Epoch 18/50\n", "28/28 [==============================] - 0s 9ms/step - loss: 0.2291\n", "Epoch 19/50\n", "28/28 [==============================] - 0s 9ms/step - loss: 0.1860\n", "Epoch 20/50\n", "28/28 [==============================] - 0s 9ms/step - loss: 0.1534\n", "Epoch 21/50\n", "28/28 [==============================] - 0s 8ms/step - loss: 0.1718\n", "Epoch 22/50\n", "28/28 [==============================] - 0s 9ms/step - loss: 0.1669\n", "Epoch 23/50\n", "28/28 [==============================] - 0s 11ms/step - loss: 0.1455\n", "Epoch 24/50\n", "28/28 [==============================] - 0s 9ms/step - loss: 0.1815\n", "Epoch 25/50\n", "28/28 [==============================] - 0s 7ms/step - loss: 0.1548\n", "Epoch 26/50\n", "28/28 [==============================] - 0s 8ms/step - loss: 0.1362\n", "Epoch 27/50\n", "28/28 [==============================] - 0s 8ms/step - loss: 0.1387\n", "Epoch 28/50\n", "28/28 [==============================] - 0s 10ms/step - loss: 0.1337\n", "Epoch 29/50\n", "28/28 [==============================] - 0s 9ms/step - loss: 0.1382\n", "Epoch 30/50\n", "28/28 [==============================] - 0s 8ms/step - loss: 0.1483\n", "Epoch 31/50\n", "28/28 [==============================] - 0s 9ms/step - loss: 0.1364\n", "Epoch 32/50\n", "28/28 [==============================] - 0s 8ms/step - loss: 0.1407\n", "Epoch 33/50\n", "28/28 [==============================] - 0s 10ms/step - loss: 0.1297\n", "Epoch 34/50\n", "28/28 [==============================] - 0s 10ms/step - loss: 0.1262\n", "Epoch 35/50\n", "28/28 [==============================] - 0s 11ms/step - loss: 0.1199\n", "Epoch 36/50\n", "28/28 [==============================] - 0s 16ms/step - loss: 0.1266\n", "Epoch 37/50\n", "28/28 [==============================] - 0s 11ms/step - loss: 0.1199\n", "Epoch 38/50\n", "28/28 [==============================] - 0s 10ms/step - loss: 0.1130\n", "Epoch 39/50\n", "28/28 [==============================] - 0s 9ms/step - loss: 0.1104\n", "Epoch 40/50\n", "28/28 [==============================] - 0s 9ms/step - loss: 0.1110\n", "Epoch 41/50\n", "28/28 [==============================] - 0s 9ms/step - loss: 0.1029\n", "Epoch 42/50\n", "28/28 [==============================] - 0s 9ms/step - loss: 0.1186\n", "Epoch 43/50\n", "28/28 [==============================] - 0s 8ms/step - loss: 0.1165\n", "Epoch 44/50\n", "28/28 [==============================] - 0s 8ms/step - loss: 0.0956\n", "Epoch 45/50\n", "28/28 [==============================] - 0s 8ms/step - loss: 0.1391\n", "Epoch 46/50\n", "28/28 [==============================] - 0s 8ms/step - loss: 0.1306\n", "Epoch 47/50\n", "28/28 [==============================] - 0s 8ms/step - loss: 0.0985\n", "Epoch 48/50\n", "28/28 [==============================] - 0s 8ms/step - loss: 0.0934\n", "Epoch 49/50\n", "28/28 [==============================] - 0s 8ms/step - loss: 0.0864\n", "Epoch 50/50\n", "28/28 [==============================] - 0s 9ms/step - loss: 0.1020\n", "7/7 [==============================] - 0s 4ms/step\n", "Training time for the best CNN model: 13.58 seconds\n", "RMSE for the best CNN model: 1486.091685646167\n" ] } ], "source": [ "#cnn\n", "import numpy as np \n", "import pandas as pd\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Input, Conv1D, MaxPooling1D, Flatten, Dense\n", "from tensorflow.keras.optimizers import Adam\n", "from sklearn.metrics import mean_squared_error, mean_absolute_error\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from keras_tuner import RandomSearch\n", "import os\n", "import time\n", "\n", "# 1. 读取数据\n", "df = pd.read_csv(r'D:\\Desktop\\dataset\\mexico_processed_A.csv')\n", "\n", "# 2. 异常值处理\n", "robust_scaler = RobustScaler()\n", "df_robust_scaled = pd.DataFrame(robust_scaler.fit_transform(df.drop(columns=['new_cases', 'date'])), \n", " columns=df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "# 3. 特征和目标变量提取\n", "features = df_robust_scaled\n", "target = df['new_cases']\n", "\n", "# 4. 数据标准化\n", "standard_scaler = StandardScaler()\n", "features_scaled = standard_scaler.fit_transform(features)\n", "target_scaler = StandardScaler()\n", "target_scaled = target_scaler.fit_transform(target.values.reshape(-1, 1))\n", "\n", "# 5. 创建滞后特征\n", "lag = 3\n", "features_scaled_lagged = pd.concat([pd.DataFrame(features_scaled).shift(i) for i in range(1, lag + 1)], axis=1).dropna()\n", "target_scaled_lagged = target_scaled[lag:]\n", "\n", "# 6. 按时间序列分割数据\n", "train_size = int(0.8 * len(features_scaled_lagged))\n", "X_train, X_test = features_scaled_lagged[:train_size], features_scaled_lagged[train_size:]\n", "y_train, y_test = target_scaled_lagged[:train_size], target_scaled_lagged[train_size:]\n", "\n", "# 调整数据维度以适应CNN模型\n", "X_train = np.expand_dims(X_train, axis=2)\n", "X_test = np.expand_dims(X_test, axis=2)\n", "\n", "# 7. 使用 Keras Tuner 定义模型\n", "def build_model(hp):\n", " model = Sequential([\n", " Input(shape=(X_train.shape[1], 1)),\n", " Conv1D(filters=hp.Int('conv_1_filter', min_value=64, max_value=128, step=16),\n", " kernel_size=hp.Choice('conv_1_kernel', values=[3, 5]),\n", " activation='relu'),\n", " MaxPooling1D(pool_size=2),\n", " Flatten(),\n", " Dense(units=hp.Int('dense_1_units', min_value=32, max_value=128, step=16), activation='relu'),\n", " Dense(1)\n", " ])\n", " model.compile(optimizer=Adam(hp.Choice('learning_rate', values=[1e-2, 1e-3])), loss='mean_squared_error')\n", " return model\n", "\n", "# 8. 设置和运行 Keras Tuner\n", "tuner = RandomSearch(\n", " build_model,\n", " objective='val_loss',\n", " max_trials=5,\n", " executions_per_trial=3,\n", " directory='project',\n", " project_name='CNN_hyperparam',\n", " overwrite=True\n", ")\n", "\n", "tuner.search(X_train, y_train, epochs=10, validation_split=0.2)\n", "\n", "# 9. 获取并输出最佳模型和参数\n", "best_model = tuner.get_best_models(num_models=1)[0]\n", "best_hyperparameters = tuner.get_best_hyperparameters(num_trials=1)[0]\n", "print(f\"Best hyperparameters: {best_hyperparameters.values}\")\n", "\n", "# 重新训练模型，同时计算训练时间\n", "start_time = time.time() # 记录开始时间\n", "best_model.fit(X_train, y_train, epochs=50, batch_size=32, verbose=1)\n", "training_time = time.time() - start_time # 计算训练时间\n", "\n", "# 11. 模型评估\n", "predictions = best_model.predict(X_test)\n", "\n", "# 逆标准化预测和实际值\n", "predictions_original = target_scaler.inverse_transform(predictions)\n", "y_test_original = target_scaler.inverse_transform(y_test)\n", "\n", "# 评估性能\n", "mse = mean_squared_error(y_test_original, predictions_original)\n", "rmse = np.sqrt(mse)\n", "\n", "# 输出训练时间和评估结果\n", "print(f\"Training time for the best CNN model: {training_time:.2f} seconds\")\n", "print(f\"RMSE for the best CNN model: {rmse}\")\n" ] }, { "cell_type": "code", "execution_count": 52, "id": "1b50d2a9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "15/32 [=============>................] - ETA: 0s" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\User\\AppData\\Roaming\\Python\\Python311\\site-packages\\sklearn\\base.py:493: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "32/32 [==============================] - 0s 4ms/step\n", "New Test RMSE with the best CNN model: 5455.587097073446\n" ] } ], "source": [ "#cnn泛化\n", "import numpy as np \n", "import pandas as pd\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Input, Conv1D, MaxPooling1D, Flatten, Dense\n", "from tensorflow.keras.optimizers import Adam\n", "from sklearn.metrics import mean_squared_error\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "\n", "# 1. 读取新数据集\n", "new_df = pd.read_csv(r'D:\\Desktop\\dataset\\iran_processed_A.csv')\n", "\n", "# 2. 使用之前的RobustScaler和StandardScaler进行异常值处理和数据标准化\n", "new_features = robust_scaler.transform(new_df.drop(columns=['new_cases', 'date']))\n", "new_features_scaled = standard_scaler.transform(new_features)\n", "\n", "# 3. 创建滞后特征\n", "lag = 3 # 与训练数据使用相同的滞后值\n", "new_features_scaled_lagged = pd.concat([pd.DataFrame(new_features_scaled).shift(i) for i in range(1, lag + 1)], axis=1).dropna()\n", "new_target = new_df['new_cases'][lag:]\n", "new_target_scaled = target_scaler.transform(new_target.values.reshape(-1, 1))\n", "\n", "# 4. 调整数据维度以适应CNN模型\n", "X_new = np.expand_dims(new_features_scaled_lagged, axis=2)\n", "\n", "# 5. 使用最佳模型进行预测\n", "new_predictions_scaled = best_model.predict(X_new)\n", "\n", "# 6. 逆标准化预测和实际值\n", "new_predictions_original = target_scaler.inverse_transform(new_predictions_scaled)\n", "new_target_original = target_scaler.inverse_transform(new_target_scaled)\n", "\n", "# 7. 评估性能\n", "new_mse = mean_squared_error(new_target_original, new_predictions_original)\n", "new_rmse = np.sqrt(new_mse)\n", "\n", "# 8. 输出评估结果\n", "print(f\"New Test RMSE with the best CNN model: {new_rmse}\")\n" ] }, { "cell_type": "markdown", "id": "67d217a6", "metadata": {}, "source": [ "# 基础模型" ] }, { "cell_type": "code", "execution_count": 54, "id": "9e3e453b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting 5 folds for each of 108 candidates, totalling 540 fits\n", "Best Parameters: {'max_depth': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50}\n", "RMSE (Original Scale): 18.58058583207303\n", "Model training time with best parameters: 0.51 seconds.\n" ] } ], "source": [ "#RandomForestRegressor\n", "import numpy as np \n", "import pandas as pd\n", "import time\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from sklearn.model_selection import train_test_split, GridSearchCV\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.metrics import mean_squared_error, mean_absolute_error\n", "\n", "# Load the data\n", "df = pd.read_csv(r'D:\\Desktop\\dataset\\mexico_processed_A.csv')\n", "\n", "# Exception handling using RobustScaler\n", "robust_scaler = RobustScaler()\n", "features_robust_scaled = robust_scaler.fit_transform(df.drop(columns=['new_cases', 'date']))\n", "features_robust_scaled = pd.DataFrame(features_robust_scaled, columns=df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "# Standardize the features\n", "features_scaler = StandardScaler()\n", "features_scaled = features_scaler.fit_transform(features_robust_scaled)\n", "\n", "# Standardize the target variable\n", "target_scaler = StandardScaler()\n", "target_scaled = target_scaler.fit_transform(df['new_cases'].values.reshape(-1, 1))\n", "\n", "# Split the data into training and testing sets\n", "train_size = int(0.8 * len(target_scaled))\n", "X_train, X_test = features_scaled[:train_size], features_scaled[train_size:]\n", "y_train, y_test = target_scaled[:train_size], target_scaled[train_size:]\n", "\n", "# Define a RandomForestRegressor model\n", "rf = RandomForestRegressor(random_state=42)\n", "\n", "# Parameters grid for GridSearchCV\n", "param_grid_rf = {\n", " 'n_estimators': [50, 100, 150],\n", " 'max_depth': [None, 10, 20, 30],\n", " 'min_samples_split': [2, 5, 10],\n", " 'min_samples_leaf': [1, 2, 4]\n", "}\n", "\n", "# Initialize GridSearchCV\n", "grid_search_rf = GridSearchCV(rf, param_grid_rf, cv=5, scoring='neg_mean_squared_error', verbose=1, n_jobs=-1)\n", "\n", "# Fit GridSearchCV to find the best parameters\n", "grid_search_rf.fit(X_train, y_train.ravel())\n", "\n", "# Extract the best parameters\n", "best_params_rf = grid_search_rf.best_params_\n", "print(f\"Best Parameters: {best_params_rf}\")\n", "\n", "# Re-train the model with the best parameters and measure training time\n", "start_train_time = time.time()\n", "best_rf = RandomForestRegressor(**best_params_rf, random_state=42)\n", "best_rf.fit(X_train, y_train.ravel())\n", "training_duration = time.time() - start_train_time\n", "\n", "# Predict on the test set\n", "y_pred = best_rf.predict(X_test)\n", "\n", "# Inverse transform predictions and actual values\n", "y_pred_original = target_scaler.inverse_transform(y_pred.reshape(-1, 1))\n", "y_test_original = target_scaler.inverse_transform(y_test)\n", "\n", "# Calculate and print RMSE and MAE on the test set\n", "rmse_original = np.sqrt(mean_squared_error(y_test_original, y_pred_original))\n", "\n", "print(f\"RMSE (Original Scale): {rmse_original}\")\n", "print(f\"Model training time with best parameters: {training_duration:.2f} seconds.\")\n" ] }, { "cell_type": "code", "execution_count": 58, "id": "cc20cd5c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "New Test RMSE (Original Scale): 1251.5099072239345\n" ] } ], "source": [ "##RandomForestRegressor泛化\n", "import numpy as np\n", "import pandas as pd\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.metrics import mean_squared_error\n", "\n", "# 重新定义最佳参数\n", "best_params_rf = {\n", " 'max_depth': None,\n", " 'min_samples_leaf': 1,\n", " 'min_samples_split': 2,\n", " 'n_estimators': 50\n", "}\n", "\n", "# 加载新数据集\n", "new_df = pd.read_csv(r'D:\\Desktop\\dataset\\iran_processed_A.csv')\n", "\n", "# 应用相同的预处理步骤\n", "# 异常值处理\n", "robust_scaler_new = RobustScaler()\n", "features_robust_scaled_new = robust_scaler_new.fit_transform(new_df.drop(columns=['new_cases', 'date']))\n", "\n", "# 特征标准化\n", "features_scaler_new = StandardScaler()\n", "features_scaled_new = features_scaler_new.fit_transform(features_robust_scaled_new)\n", "\n", "# 目标变量标准化\n", "target_scaler_new = StandardScaler()\n", "target_scaled_new = target_scaler_new.fit_transform(new_df['new_cases'].values.reshape(-1, 1))\n", "\n", "# 分割新数据集（这里我们假设使用整个新数据集作为测试集）\n", "X_new = features_scaled_new\n", "y_new = target_scaled_new\n", "\n", "# 使用最佳参数重新训练模型\n", "model_new = RandomForestRegressor(**best_params_rf, random_state=42)\n", "model_new.fit(X_train, y_train.ravel()) # 使用原训练集训练模型\n", "\n", "# 在新数据集上进行预测\n", "y_pred_new = model_new.predict(X_new)\n", "\n", "# 逆标准化预测和实际值\n", "y_pred_original_new = target_scaler_new.inverse_transform(y_pred_new.reshape(-1, 1))\n", "y_test_original_new = target_scaler_new.inverse_transform(y_new)\n", "\n", "# 计算新数据集上的RMSE\n", "rmse_new = np.sqrt(mean_squared_error(y_test_original_new, y_pred_original_new))\n", "\n", "print(f\"New Test RMSE (Original Scale): {rmse_new}\")\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "284a3d31", "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting 5 folds for each of 81 candidates, totalling 405 fits\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000176 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000200 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000215 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000101 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000224 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000109 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000118 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000115 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000142 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000215 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000118 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000102 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000377 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000219 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000221 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000101 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000225 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000222 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000098 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000102 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000197 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000215 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000217 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000102 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000106 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000198 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000087 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000110 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000140 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000192 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000133 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000212 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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"output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000096 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000147 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000095 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000194 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000114 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000135 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000201 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000098 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000099 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000093 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000252 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000101 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000103 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000196 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000105 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000194 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000095 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000222 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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`force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000119 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000222 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000190 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000168 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000203 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, 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with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000102 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000119 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000223 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000221 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000099 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000112 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000227 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000148 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000204 seconds.\n", "You can set `force_row_wise=true` to remove the overhead.\n", "And if memory is not enough, you can set `force_col_wise=true`.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000217 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000361 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000227 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000098 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000222 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000093 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000097 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000226 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000092 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000218 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000164 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000203 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000166 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000099 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000237 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000504 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000332 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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(num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000159 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000113 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000103 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000092 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000223 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000098 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000140 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000164 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000196 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000218 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000196 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] 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with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000220 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000219 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000215 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000137 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000093 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000151 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000094 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000149 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000111 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] 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best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000123 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000213 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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"output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000102 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000092 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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-inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000344 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000203 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000144 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000098 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000106 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000087 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000175 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] 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best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000139 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000216 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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"[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000246 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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"output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000177 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000318 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000103 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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"output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000207 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000158 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000173 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000142 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000111 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000184 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001024 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000358 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000247 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000240 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000208 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000236 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000231 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000135 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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-inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000303 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000145 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000322 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000102 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000141 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000121 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000233 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000231 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000202 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000135 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000103 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, 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"[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000144 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000223 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000221 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000093 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000097 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000093 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000223 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000110 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000257 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000092 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] 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best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000239 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000094 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000155 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000096 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000097 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000079 seconds.\n", "You can set `force_row_wise=true` to remove the overhead.\n", "And if memory is not enough, you can set `force_col_wise=true`.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000093 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000148 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000216 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000094 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000221 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000102 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000141 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000225 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000087 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000142 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000154 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000218 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000101 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000136 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000207 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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-inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000115 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000235 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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`force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000217 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000135 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000103 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000225 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000104 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000221 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000092 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000215 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000087 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000100 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000099 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000220 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000224 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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(num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000102 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000097 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000150 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000214 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000215 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000227 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000100 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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"[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000102 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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-inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000104 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000092 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000162 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000099 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000104 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000099 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best 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was 0.000112 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000133 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000101 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000134 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000087 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000166 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000101 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000097 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000218 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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"output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000099 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000098 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000098 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000220 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000100 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000218 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000096 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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"output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000229 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000220 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000228 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000087 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000579 seconds.\n", "You can set `force_row_wise=true` to remove the overhead.\n", "And if memory is not enough, you can set `force_col_wise=true`.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000143 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000103 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000142 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000105 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000102 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000157 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000231 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000236 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000078 seconds.\n", "You can set `force_row_wise=true` to remove the overhead.\n", "And if memory is not enough, you can set `force_col_wise=true`.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000207 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000103 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000224 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000144 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000110 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000209 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000251 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000103 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000108 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000139 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000236 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000099 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000463 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000135 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000098 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000091 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000200 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000105 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000222 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000116 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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(num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000105 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000150 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, 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[Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000098 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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-inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000121 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive 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positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000102 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000140 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000101 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000088 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000087 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2797\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.003755\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000092 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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"[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000095 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000098 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000239 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No 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gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000090 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2794\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.215151\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits 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with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000148 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2800\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.113249\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", 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Auto-choosing col-wise multi-threading, the overhead of testing was 0.000089 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 2799\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.136538\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] 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Bins 2803\n", "[LightGBM] [Info] Number of data points in the train set: 700, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.128839\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further splits with positive gain, best gain: -inf\n", "[LightGBM] [Warning] No further 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(num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000215 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 3060\n", "[LightGBM] [Info] Number of data points in the train set: 875, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.119506\n", "Best Parameters: {'learning_rate': 0.2, 'max_depth': 30, 'n_estimators': 50, 'num_leaves': 31}\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000120 seconds.\n", "You can set `force_col_wise=true` to remove the overhead.\n", "[LightGBM] [Info] Total Bins 3060\n", "[LightGBM] [Info] Number of data points in the train set: 875, number of used features: 12\n", "[LightGBM] [Info] Start training from score 0.119506\n", "[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n", "RMSE (Original Scale): 61.77823263090905\n", "Model training time with best parameters: 0.05 seconds.\n" ] } ], "source": [ "#该模型弃用！！！！\n", "#lightgbm\n", "import numpy as np\n", "import pandas as pd\n", "import time\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from sklearn.model_selection import GridSearchCV\n", "from lightgbm import LGBMRegressor\n", "from sklearn.metrics import mean_squared_error\n", "\n", "# Load the data\n", "df = pd.read_csv(r'D:\\Desktop\\dataset\\mexico_processed_A.csv')\n", "\n", "# Use RobustScaler to handle outliers\n", "robust_scaler = RobustScaler()\n", "features_robust_scaled = pd.DataFrame(robust_scaler.fit_transform(df.drop(columns=['new_cases', 'date'])),\n", " columns=df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "# Data preprocessing\n", "features = features_robust_scaled\n", "target = df['new_cases']\n", "\n", "# Standardize the features\n", "scaler = StandardScaler()\n", "features_scaled = scaler.fit_transform(features)\n", "\n", "# Standardize the target variable\n", "target_scaler = StandardScaler()\n", "target_scaled = target_scaler.fit_transform(target.values.reshape(-1, 1))\n", "\n", "# Time series split: use 80% of the data for training and 20% for testing\n", "train_size = int(0.8 * len(target_scaled))\n", "X_train, X_test = features_scaled[:train_size], features_scaled[train_size:]\n", "y_train, y_test = target_scaled[:train_size], target_scaled[train_size:]\n", "\n", "# Create a LightGBM model\n", "lgbm = LGBMRegressor()\n", "\n", "# Parameters grid for grid search\n", "param_grid_lgbm = {\n", " 'n_estimators': [50, 100, 150],\n", " 'learning_rate': [0.01, 0.1, 0.2],\n", " 'max_depth': [10, 20, 30],\n", " 'num_leaves': [31, 50, 100]\n", "}\n", "\n", "# Perform grid search with 5-fold cross-validation\n", "grid_search_lgbm = GridSearchCV(lgbm, param_grid_lgbm, cv=5, scoring='neg_mean_squared_error', verbose=1)\n", "grid_search_lgbm.fit(X_train, y_train.ravel())\n", "\n", "# Get the best parameters\n", "best_params_lgbm = grid_search_lgbm.best_params_\n", "print(f\"Best Parameters: {best_params_lgbm}\")\n", "\n", "# Measure the training time of the model with the best parameters\n", "start_train_time = time.time()\n", "\n", "best_lgbm = LGBMRegressor(**best_params_lgbm)\n", "best_lgbm.fit(X_train, y_train.ravel())\n", "\n", "training_duration = time.time() - start_train_time\n", "\n", "# Predict on the test set\n", "y_pred = best_lgbm.predict(X_test)\n", "\n", "# Inverse transform the predictions and actual values\n", "y_pred_original = target_scaler.inverse_transform(y_pred.reshape(-1, 1))\n", "y_test_original = target_scaler.inverse_transform(y_test)\n", "\n", "# Calculate RMSE on the original scale\n", "rmse_original = np.sqrt(mean_squared_error(y_test_original, y_pred_original))\n", "\n", "# Output the results\n", "print(f\"RMSE (Original Scale): {rmse_original}\")\n", "print(f\"Model training time with best parameters: {training_duration:.2f} seconds.\")\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "90429cf6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best Parameters: {'criterion': 'absolute_error', 'max_depth': 10, 'min_samples_leaf': 1, 'min_samples_split': 2, 'splitter': 'best'}\n", "RMSE (Original Scale): 24.48890812193486\n", "Model training and grid search took 0.08 seconds.\n" ] } ], "source": [ "#DecisionTreeRegressor\n", "import pandas as pd\n", "from sklearn.model_selection import GridSearchCV\n", "from sklearn.preprocessing import StandardScaler, RobustScaler\n", "from sklearn.tree import DecisionTreeRegressor\n", "from sklearn.metrics import mean_absolute_error, mean_squared_error\n", "import numpy as np\n", "import time\n", "\n", "# 加载数据集\n", "df = pd.read_csv(r'D:\\Desktop\\dataset\\mexico_processed_A.csv')\n", "\n", "# 使用RobustScaler处理异常值\n", "robust_scaler = RobustScaler()\n", "features_robust_scaled = pd.DataFrame(robust_scaler.fit_transform(df.drop(columns=['new_cases', 'date'])),\n", " columns=df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "# 数据预处理\n", "features = features_robust_scaled\n", "target = df['new_cases']\n", "\n", "# 使用StandardScaler进行标准化\n", "scaler = StandardScaler()\n", "features_scaled = scaler.fit_transform(features)\n", "\n", "# 标准化目标变量\n", "target_scaler = StandardScaler()\n", "target_scaled = target_scaler.fit_transform(target.values.reshape(-1, 1))\n", "\n", "# 使用数据集的80%进行训练，20%进行测试\n", "train_size = int(0.8 * len(target_scaled))\n", "X_train, X_test = features_scaled[:train_size], features_scaled[train_size:]\n", "y_train, y_test = target_scaled[:train_size], target_scaled[train_size:]\n", "\n", "# 定义参数网格\n", "param_grid = {\n", " 'criterion': ['squared_error', 'friedman_mse', 'absolute_error'],\n", " 'splitter': ['best', 'random'],\n", " 'max_depth': [None, 10, 20, 30, 40, 50],\n", " 'min_samples_split': [2, 5, 10],\n", " 'min_samples_leaf': [1, 2, 4]\n", "}\n", "\n", "# 创建DecisionTreeRegressor模型\n", "tree_regressor = DecisionTreeRegressor(random_state=42)\n", "\n", "# 使用网格搜索进行模型优化\n", "grid_search = GridSearchCV(tree_regressor, param_grid, cv=5, scoring='neg_mean_squared_error')\n", "\n", "# 训练模型\n", "grid_search.fit(X_train, y_train.ravel())\n", "\n", "# 获取并打印最佳参数\n", "best_params = grid_search.best_params_\n", "print(f\"Best Parameters: {best_params}\")\n", "\n", "# 记录模型训练开始时间\n", "start_time = time.time()\n", "\n", "# 使用最佳参数重新训练模型\n", "best_tree_regressor = DecisionTreeRegressor(**best_params, random_state=42)\n", "best_tree_regressor.fit(X_train, y_train.ravel())\n", "\n", "# 计算训练时间\n", "training_time = time.time() - start_time\n", "\n", "# 在测试集上进行预测\n", "y_pred = best_tree_regressor.predict(X_test)\n", "\n", "# 逆标准化预测和实际值以便在原始尺度上评估性能\n", "y_pred_original = target_scaler.inverse_transform(y_pred.reshape(-1, 1))\n", "y_test_original = target_scaler.inverse_transform(y_test.reshape(-1, 1))\n", "\n", "# 计算并打印性能指标\n", "rmse = np.sqrt(mean_squared_error(y_test_original, y_pred_original))\n", "\n", "# 输出结果\n", "print(f\"RMSE (Original Scale): {rmse}\")\n", "print(f\"Model training and grid search took {training_time:.2f} seconds.\")\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "94409ff7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "New Test RMSE (Original Scale): 8.142114581037672\n" ] } ], "source": [ "#DecisionTreeRegressor泛化\n", "import pandas as pd\n", "from sklearn.tree import DecisionTreeRegressor\n", "from sklearn.metrics import mean_squared_error\n", "from sklearn.preprocessing import StandardScaler, RobustScaler\n", "import numpy as np\n", "import time\n", "\n", "# 加载新数据集\n", "new_df = pd.read_csv(r'D:\\Desktop\\dataset\\iran_processed_A.csv')\n", "\n", "# 使用RobustScaler处理异常值（与原数据集相同的方式）\n", "robust_scaler_new = RobustScaler()\n", "features_robust_scaled_new = pd.DataFrame(robust_scaler_new.fit_transform(new_df.drop(columns=['new_cases', 'date'])),\n", " columns=new_df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "# 使用StandardScaler进行标准化（与原数据集相同的方式）\n", "scaler_new = StandardScaler()\n", "features_scaled_new = scaler_new.fit_transform(features_robust_scaled_new)\n", "\n", "# 标准化新数据集的目标变量（与原数据集相同的方式）\n", "target_scaler_new = StandardScaler()\n", "target_scaled_new = target_scaler_new.fit_transform(new_df['new_cases'].values.reshape(-1, 1))\n", "\n", "# 注意：在实际应用中通常不需要重新分割新数据集，直接使用整个数据集进行预测\n", "\n", "# 使用原数据集上找到的最佳参数创建新的模型\n", "best_tree_regressor_new = DecisionTreeRegressor(**best_params, random_state=42)\n", "\n", "# 使用新数据集进行模型训练\n", "# 注意：通常我们不会在新数据集上重新训练模型，而是直接使用原模型进行预测。这里仅演示如何应用最佳参数\n", "best_tree_regressor_new.fit(features_scaled_new, target_scaled_new.ravel())\n", "\n", "# 在新数据集上进行预测\n", "y_pred_new = best_tree_regressor_new.predict(features_scaled_new)\n", "\n", "# 逆标准化预测和实际值\n", "y_pred_original_new = target_scaler_new.inverse_transform(y_pred_new.reshape(-1, 1))\n", "y_test_original_new = target_scaler_new.inverse_transform(target_scaled_new.reshape(-1, 1))\n", "\n", "# 计算并打印新数据集上的性能指标\n", "rmse_new = np.sqrt(mean_squared_error(y_test_original_new, y_pred_original_new))\n", "\n", "# 输出结果\n", "print(f\"New Test RMSE (Original Scale): {rmse_new}\")\n" ] }, { "cell_type": "code", "execution_count": 17, "id": "d3091055", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "New Test RMSE (Original Scale): 6.736787797695699\n" ] } ], "source": [ "#DecisionTreeRegressor实际案例验证实用性\n", "import pandas as pd\n", "from sklearn.tree import DecisionTreeRegressor\n", "from sklearn.metrics import mean_squared_error\n", "from sklearn.preprocessing import StandardScaler, RobustScaler\n", "import numpy as np\n", "import time\n", "\n", "# 加载新数据集\n", "new_df = pd.read_csv(r'D:\\Desktop\\dataset\\indonesia_processed_A.csv')\n", "\n", "# 使用RobustScaler处理异常值（与原数据集相同的方式）\n", "robust_scaler_new = RobustScaler()\n", "features_robust_scaled_new = pd.DataFrame(robust_scaler_new.fit_transform(new_df.drop(columns=['new_cases', 'date'])),\n", " columns=new_df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "# 使用StandardScaler进行标准化（与原数据集相同的方式）\n", "scaler_new = StandardScaler()\n", "features_scaled_new = scaler_new.fit_transform(features_robust_scaled_new)\n", "\n", "# 标准化新数据集的目标变量（与原数据集相同的方式）\n", "target_scaler_new = StandardScaler()\n", "target_scaled_new = target_scaler_new.fit_transform(new_df['new_cases'].values.reshape(-1, 1))\n", "\n", "# 注意：在实际应用中通常不需要重新分割新数据集，直接使用整个数据集进行预测\n", "\n", "# 使用原数据集上找到的最佳参数创建新的模型\n", "best_tree_regressor_new = DecisionTreeRegressor(**best_params, random_state=42)\n", "\n", "# 使用新数据集进行模型训练\n", "# 注意：通常我们不会在新数据集上重新训练模型，而是直接使用原模型进行预测。这里仅演示如何应用最佳参数\n", "best_tree_regressor_new.fit(features_scaled_new, target_scaled_new.ravel())\n", "\n", "# 在新数据集上进行预测\n", "y_pred_new = best_tree_regressor_new.predict(features_scaled_new)\n", "\n", "# 逆标准化预测和实际值\n", "y_pred_original_new = target_scaler_new.inverse_transform(y_pred_new.reshape(-1, 1))\n", "y_test_original_new = target_scaler_new.inverse_transform(target_scaled_new.reshape(-1, 1))\n", "\n", "# 计算并打印新数据集上的性能指标\n", "rmse_new = np.sqrt(mean_squared_error(y_test_original_new, y_pred_original_new))\n", "\n", "# 输出结果\n", "print(f\"New Test RMSE (Original Scale): {rmse_new}\")" ] }, { "cell_type": "code", "execution_count": 19, "id": "d8f56044", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\User\\AppData\\Roaming\\Python\\Python311\\site-packages\\sklearn\\model_selection\\_search.py:318: UserWarning: The total space of parameters 36 is smaller than n_iter=50. Running 36 iterations. For exhaustive searches, use GridSearchCV.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting 5 folds for each of 36 candidates, totalling 180 fits\n", "Best Hyperparameters: {'n_estimators': 200, 'max_depth': None, 'learning_rate': 0.1}\n", "Rescaled RMSE: 33.07094331346331\n", "Model training time with best parameters: 0.40 seconds.\n" ] } ], "source": [ "#XGBRegressor\n", "import pandas as pd\n", "import numpy as np\n", "from xgboost import XGBRegressor\n", "from sklearn.model_selection import RandomizedSearchCV\n", "from sklearn.metrics import mean_squared_error, mean_absolute_error\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "import time # Import the time module\n", "\n", "# 加载数据集\n", "df = pd.read_csv(r'D:\\Desktop\\dataset\\mexico_processed_A.csv')\n", "\n", "# Use RobustScaler to handle outliers (following the TCN model)\n", "robust_scaler = RobustScaler()\n", "features_robust_scaled = pd.DataFrame(robust_scaler.fit_transform(df.drop(columns=['new_cases', 'date'])),\n", " columns=df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "# Data preprocessing (following the TCN model)\n", "features = features_robust_scaled\n", "target = df['new_cases']\n", "\n", "# Use StandardScaler for standardization (following the TCN model)\n", "scaler = StandardScaler()\n", "features_scaled = scaler.fit_transform(features)\n", "\n", "# Standardize the target variable (following the TCN model)\n", "target_scaler = StandardScaler()\n", "target_scaled = target_scaler.fit_transform(target.values.reshape(-1, 1))\n", "\n", "# Split the data: 80% for training and 20% for testing (following the TCN model)\n", "train_size = int(0.8 * len(target_scaled))\n", "X_train, X_test = features_scaled[:train_size], features_scaled[train_size:]\n", "y_train, y_test = target_scaled[:train_size], target_scaled[train_size:]\n", "\n", "# Hyperparameter grid\n", "param_grid = {\n", " 'n_estimators': [50, 100, 200],\n", " 'max_depth': [None, 10, 20, 30],\n", " 'learning_rate': [0.01, 0.1, 0.2]\n", "}\n", "\n", "# Create an XGBoost model\n", "xgb_model = XGBRegressor()\n", "\n", "# RandomizedSearchCV\n", "random_search_xgb = RandomizedSearchCV(estimator=xgb_model, param_distributions=param_grid,\n", " n_iter=50, cv=5, n_jobs=-1, verbose=2, random_state=42)\n", "\n", "# Fit the model\n", "random_search_xgb.fit(X_train, y_train.ravel()) # Using ravel() to ensure it's a 1D array\n", "\n", "# Get the best parameters\n", "best_params = random_search_xgb.best_params_\n", "\n", "# Create a new XGBoost model with the best parameters\n", "best_xgb = XGBRegressor(**best_params)\n", "\n", "# 记录训练最佳模型的开始时间\n", "start_train_time = time.time()\n", "\n", "# Fit the model with the training data\n", "best_xgb.fit(X_train, y_train.ravel())\n", "\n", "# 计算训练时间\n", "training_duration = time.time() - start_train_time\n", "\n", "# Make predictions\n", "y_pred = best_xgb.predict(X_test)\n", "\n", "# 逆标准化预测结果和测试集目标变量\n", "y_pred_rescaled = target_scaler.inverse_transform(y_pred.reshape(-1, 1))\n", "y_test_rescaled = target_scaler.inverse_transform(y_test)\n", "\n", "# 计算逆标准化后的预测结果的RMSE和MAE\n", "rmse_rescaled = np.sqrt(mean_squared_error(y_test_rescaled, y_pred_rescaled))\n", "\n", "# 打印结果\n", "print(f\"Best Hyperparameters: {best_params}\")\n", "print(f\"Rescaled RMSE: {rmse_rescaled}\")\n", "print(f\"Model training time with best parameters: {training_duration:.2f} seconds.\")" ] }, { "cell_type": "code", "execution_count": 20, "id": "63f08e0d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "New Test RMSE (Original Scale): 13.067277666649305\n" ] } ], "source": [ "#XGBRegressor泛化\n", "import pandas as pd\n", "import numpy as np\n", "from xgboost import XGBRegressor\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from sklearn.metrics import mean_squared_error\n", "import time\n", "\n", "# 加载新数据集\n", "new_df = pd.read_csv(r'D:\\Desktop\\dataset\\iran_processed_A.csv')\n", "\n", "# 应用相同的预处理步骤\n", "robust_scaler_new = RobustScaler()\n", "features_robust_scaled_new = pd.DataFrame(robust_scaler_new.fit_transform(new_df.drop(columns=['new_cases', 'date'])),\n", " columns=new_df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "scaler_new = StandardScaler()\n", "features_scaled_new = scaler_new.fit_transform(features_robust_scaled_new)\n", "\n", "target_scaler_new = StandardScaler()\n", "target_scaled_new = target_scaler_new.fit_transform(new_df['new_cases'].values.reshape(-1, 1))\n", "\n", "# 使用之前找到的最佳参数创建新的XGBRegressor模型\n", "best_params_xgb = {\n", " 'n_estimators': best_params['n_estimators'], # 使用随机搜索找到的最佳参数\n", " 'max_depth': best_params['max_depth'],\n", " 'learning_rate': best_params['learning_rate']\n", "}\n", "best_xgb_new = XGBRegressor(**best_params_xgb)\n", "\n", "# 记录训练开始时间\n", "start_train_time_new = time.time()\n", "\n", "# 使用新数据集训练模型\n", "best_xgb_new.fit(features_scaled_new, target_scaled_new.ravel())\n", "\n", "# 计算训练时间\n", "training_duration_new = time.time() - start_train_time_new\n", "\n", "# 在新数据集上进行预测\n", "y_pred_new = best_xgb_new.predict(features_scaled_new)\n", "\n", "# 逆标准化预测结果和实际目标变量\n", "y_pred_rescaled_new = target_scaler_new.inverse_transform(y_pred_new.reshape(-1, 1))\n", "y_test_rescaled_new = target_scaler_new.inverse_transform(target_scaled_new)\n", "\n", "# 计算逆标准化后的预测结果的RMSE\n", "rmse_rescaled_new = np.sqrt(mean_squared_error(y_test_rescaled_new, y_pred_rescaled_new))\n", "\n", "# 打印结果\n", "print(f\"New Test RMSE (Original Scale): {rmse_rescaled_new}\")\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "de65d800", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "New Test RMSE (Original Scale): 13.512831679825968\n" ] } ], "source": [ "#XGBRegressor实际案例验证实用性\n", "import pandas as pd\n", "import numpy as np\n", "from xgboost import XGBRegressor\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from sklearn.metrics import mean_squared_error\n", "import time\n", "\n", "# 加载新数据集\n", "new_df = pd.read_csv(r'D:\\Desktop\\dataset\\indonesia_processed_A.csv')\n", "\n", "# 应用相同的预处理步骤\n", "robust_scaler_new = RobustScaler()\n", "features_robust_scaled_new = pd.DataFrame(robust_scaler_new.fit_transform(new_df.drop(columns=['new_cases', 'date'])),\n", " columns=new_df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "scaler_new = StandardScaler()\n", "features_scaled_new = scaler_new.fit_transform(features_robust_scaled_new)\n", "\n", "target_scaler_new = StandardScaler()\n", "target_scaled_new = target_scaler_new.fit_transform(new_df['new_cases'].values.reshape(-1, 1))\n", "\n", "# 使用之前找到的最佳参数创建新的XGBRegressor模型\n", "best_params_xgb = {\n", " 'n_estimators': best_params['n_estimators'], # 使用随机搜索找到的最佳参数\n", " 'max_depth': best_params['max_depth'],\n", " 'learning_rate': best_params['learning_rate']\n", "}\n", "best_xgb_new = XGBRegressor(**best_params_xgb)\n", "\n", "# 记录训练开始时间\n", "start_train_time_new = time.time()\n", "\n", "# 使用新数据集训练模型\n", "best_xgb_new.fit(features_scaled_new, target_scaled_new.ravel())\n", "\n", "# 计算训练时间\n", "training_duration_new = time.time() - start_train_time_new\n", "\n", "# 在新数据集上进行预测\n", "y_pred_new = best_xgb_new.predict(features_scaled_new)\n", "\n", "# 逆标准化预测结果和实际目标变量\n", "y_pred_rescaled_new = target_scaler_new.inverse_transform(y_pred_new.reshape(-1, 1))\n", "y_test_rescaled_new = target_scaler_new.inverse_transform(target_scaled_new)\n", "\n", "# 计算逆标准化后的预测结果的RMSE\n", "rmse_rescaled_new = np.sqrt(mean_squared_error(y_test_rescaled_new, y_pred_rescaled_new))\n", "\n", "# 打印结果\n", "print(f\"New Test RMSE (Original Scale): {rmse_rescaled_new}\")" ] }, { "cell_type": "code", "execution_count": 23, "id": "39d32d83", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rescaled RMSE: 11.527455281967757\n", "Model training time: 0.00 seconds.\n" ] } ], "source": [ "#ridge\n", "import pandas as pd\n", "import numpy as np\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from sklearn.linear_model import Ridge\n", "from sklearn.metrics import mean_squared_error\n", "import time\n", "\n", "# 加载数据集\n", "df = pd.read_csv(r'D:\\Desktop\\dataset\\mexico_processed_A.csv')\n", "\n", "# Use RobustScaler to handle outliers (following the TCN model)\n", "robust_scaler = RobustScaler()\n", "features_robust_scaled = pd.DataFrame(robust_scaler.fit_transform(df.drop(columns=['new_cases', 'date'])),\n", " columns=df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "# Data preprocessing (following the TCN model)\n", "features = features_robust_scaled\n", "target = df['new_cases']\n", "\n", "# Use StandardScaler for standardization (following the TCN model)\n", "scaler = StandardScaler()\n", "features_scaled = scaler.fit_transform(features)\n", "\n", "# Standardize the target variable (following the TCN model)\n", "target_scaler = StandardScaler()\n", "target_scaled = target_scaler.fit_transform(target.values.reshape(-1, 1))\n", "\n", "# Split the data: 80% for training and 20% for testing (following the TCN model)\n", "train_size = int(0.8 * len(target_scaled))\n", "X_train, X_test = features_scaled[:train_size], features_scaled[train_size:]\n", "y_train, y_test = target_scaled[:train_size], target_scaled[train_size:]\n", "\n", "# 创建Ridge模型\n", "ridge_model = Ridge()\n", "\n", "# 记录训练开始时间\n", "start_train_time = time.time()\n", "\n", "# 训练模型\n", "ridge_model.fit(X_train, y_train.ravel())\n", "\n", "# 计算训练时间\n", "training_duration = time.time() - start_train_time\n", "\n", "# 在测试集上进行预测\n", "y_pred = ridge_model.predict(X_test)\n", "\n", "# 逆标准化预测结果和测试集目标变量\n", "y_pred_rescaled = target_scaler.inverse_transform(y_pred.reshape(-1, 1))\n", "y_test_rescaled = target_scaler.inverse_transform(y_test)\n", "\n", "# 计算逆标准化后的预测结果的RMSE\n", "rmse_rescaled = np.sqrt(mean_squared_error(y_test_rescaled, y_pred_rescaled))\n", "\n", "# 打印结果\n", "print(f\"Rescaled RMSE: {rmse_rescaled}\")\n", "print(f\"Model training time: {training_duration:.2f} seconds.\")\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "5d6f93cf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "New Test RMSE (Original Scale): 114.85241222840631\n" ] } ], "source": [ "#ridge泛化\n", "import pandas as pd\n", "import numpy as np\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from sklearn.linear_model import Ridge\n", "from sklearn.metrics import mean_squared_error\n", "import time\n", "\n", "# 加载新数据集\n", "new_df = pd.read_csv(r'D:\\Desktop\\dataset\\iran_processed_A.csv')\n", "\n", "# 应用RobustScaler处理异常值\n", "robust_scaler_new = RobustScaler()\n", "features_robust_scaled_new = pd.DataFrame(robust_scaler_new.fit_transform(new_df.drop(columns=['new_cases', 'date'])),\n", " columns=new_df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "# 使用StandardScaler进行标准化\n", "scaler_new = StandardScaler()\n", "features_scaled_new = scaler_new.fit_transform(features_robust_scaled_new)\n", "\n", "# 标准化新数据集的目标变量\n", "target_scaler_new = StandardScaler()\n", "target_scaled_new = target_scaler_new.fit_transform(new_df['new_cases'].values.reshape(-1, 1))\n", "\n", "# 使用在原数据集上训练的模型进行预测\n", "# 注意：这里不需要重新训练模型，直接使用之前训练好的ridge_model进行预测\n", "y_pred_new = ridge_model.predict(features_scaled_new)\n", "\n", "# 逆标准化预测结果和实际目标变量\n", "y_pred_rescaled_new = target_scaler_new.inverse_transform(y_pred_new.reshape(-1, 1))\n", "y_test_rescaled_new = target_scaler_new.inverse_transform(target_scaled_new)\n", "\n", "# 计算逆标准化后的预测结果的RMSE\n", "rmse_rescaled_new = np.sqrt(mean_squared_error(y_test_rescaled_new, y_pred_rescaled_new))\n", "\n", "# 打印新数据集上的RMSE结果\n", "print(f\"New Test RMSE (Original Scale): {rmse_rescaled_new}\")\n" ] }, { "cell_type": "code", "execution_count": 25, "id": "78dbd323", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "New Test RMSE (Original Scale): 16.25523713673395\n" ] } ], "source": [ "#ridge实际案例验证实用性\n", "import pandas as pd\n", "import numpy as np\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from sklearn.linear_model import Ridge\n", "from sklearn.metrics import mean_squared_error\n", "import time\n", "\n", "# 加载新数据集\n", "new_df = pd.read_csv(r'D:\\Desktop\\dataset\\indonesia_processed_A.csv')\n", "\n", "# 应用RobustScaler处理异常值\n", "robust_scaler_new = RobustScaler()\n", "features_robust_scaled_new = pd.DataFrame(robust_scaler_new.fit_transform(new_df.drop(columns=['new_cases', 'date'])),\n", " columns=new_df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "# 使用StandardScaler进行标准化\n", "scaler_new = StandardScaler()\n", "features_scaled_new = scaler_new.fit_transform(features_robust_scaled_new)\n", "\n", "# 标准化新数据集的目标变量\n", "target_scaler_new = StandardScaler()\n", "target_scaled_new = target_scaler_new.fit_transform(new_df['new_cases'].values.reshape(-1, 1))\n", "\n", "# 使用在原数据集上训练的模型进行预测\n", "# 注意：这里不需要重新训练模型，直接使用之前训练好的ridge_model进行预测\n", "y_pred_new = ridge_model.predict(features_scaled_new)\n", "\n", "# 逆标准化预测结果和实际目标变量\n", "y_pred_rescaled_new = target_scaler_new.inverse_transform(y_pred_new.reshape(-1, 1))\n", "y_test_rescaled_new = target_scaler_new.inverse_transform(target_scaled_new)\n", "\n", "# 计算逆标准化后的预测结果的RMSE\n", "rmse_rescaled_new = np.sqrt(mean_squared_error(y_test_rescaled_new, y_pred_rescaled_new))\n", "\n", "# 打印新数据集上的RMSE结果\n", "print(f\"New Test RMSE (Original Scale): {rmse_rescaled_new}\")" ] }, { "cell_type": "code", "execution_count": 21, "id": "aa92b33d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rescaled RMSE: 0.03631475805291088\n", "Model training time: 0.00 seconds.\n" ] } ], "source": [ "#LinearRegression\n", "import pandas as pd\n", "import numpy as np\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import RobustScaler, StandardScaler\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_squared_error\n", "import time\n", "\n", "# 加载数据集\n", "df = pd.read_csv(r'D:\\Desktop\\dataset\\mexico_processed_A.csv')\n", "\n", "# 使用RobustScaler处理异常值\n", "robust_scaler = RobustScaler()\n", "features_robust_scaled = pd.DataFrame(robust_scaler.fit_transform(df.drop(columns=['new_cases', 'date'])),\n", " columns=df.drop(columns=['new_cases', 'date']).columns)\n", "\n", "# 数据预处理\n", "features = features_robust_scaled\n", "target = df['new_cases']\n", "\n", "# 使用StandardScaler进行标准化\n", "scaler = StandardScaler()\n", "features_scaled = scaler.fit_transform(features)\n", "\n", "# 标准化目标变量\n", "target_scaler = StandardScaler()\n", "target_scaled = target_scaler.fit_transform(target.values.reshape(-1, 1))\n", "\n", "# 使用数据集的80%进行训练，20%进行测试\n", "train_size = int(0.8 * len(target_scaled))\n", "X_train, X_test = features_scaled[:train_size], features_scaled[train_size:]\n", "y_train, y_test = target_scaled[:train_size], target_scaled[train_size:]\n", "\n", "# 创建LinearRegression模型\n", "linear_model = LinearRegression()\n", "\n", "# 记录训练开始时间\n", "start_train_time = time.time()\n", "\n", "# 训练模型\n", "linear_model.fit(X_train, y_train.ravel())\n", "\n", "# 计算训练时间\n", "training_duration = time.time() - start_train_time\n", "\n", "# 在测试集上进行预测\n", "y_pred = linear_model.predict(X_test)\n", "\n", "# 逆标准化预测结果和测试集目标变量\n", "y_pred_rescaled = target_scaler.inverse_transform(y_pred.reshape(-1, 1))\n", "y_test_rescaled = target_scaler.inverse_transform(y_test)\n", "\n", "# 计算逆标准化后的预测结果的RMSE\n", "rmse_rescaled = np.sqrt(mean_squared_error(y_test_rescaled, y_pred_rescaled))\n", "\n", "# 打印结果\n", "print(f\"Rescaled RMSE: {rmse_rescaled}\")\n", "print(f\"Model training time: {training_duration:.2f} seconds.\")\n" ] }, { "cell_type": "code", "execution_count": null, "id": "6320abae", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "5225c1b9", "metadata": {}, "source": [ "# 多目标优化模型选择" ] }, { "cell_type": "code", "execution_count": 14, "id": "edd8cf4d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "gen\tnevals\tavg \tstd \tmin \tmax \n", "0 \t100 \t[ 231.104926 2549.318537 9.7861 ]\t[ 362.39605602 2894.32875298 11.38352897]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "1 \t75 \t[ 231.104926 2549.318537 9.7861 ]\t[ 362.39605602 2894.32875298 11.38352897]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "2 \t79 \t[ 231.104926 2549.318537 9.7861 ]\t[ 362.39605602 2894.32875298 11.38352897]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "3 \t79 \t[ 233.229262 2561.57797 9.9483 ]\t[ 361.76611557 2891.40056206 11.36460242]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "4 \t80 \t[ 233.229262 2561.57797 9.9483 ]\t[ 361.76611557 2891.40056206 11.36460242]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "5 \t85 \t[ 233.229262 2561.57797 9.9483 ]\t[ 361.76611557 2891.40056206 11.36460242]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "6 \t86 \t[ 232.770578 2517.280924 9.8587 ]\t[ 361.96260739 2782.79493274 11.19938236]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "7 \t78 \t[ 230.646242 2505.021491 9.6965 ]\t[ 362.58951914 2785.64233963 11.21729213]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "8 \t83 \t[ 230.646242 2505.021491 9.6965 ]\t[ 362.58951914 2785.64233963 11.21729213]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "9 \t85 \t[ 241.759182 2559.446689 9.7943 ]\t[ 373.23735029 2789.58798902 11.17820444]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "10 \t89 \t[ 241.759182 2559.446689 9.7943 ]\t[ 373.23735029 2789.58798902 11.17820444]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "11 \t75 \t[ 240.483818 2514.199674 9.5331 ]\t[ 373.75932786 2793.90451761 11.09691216]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "12 \t83 \t[ 238.894674 2412.271186 9.1818 ]\t[ 374.39105405 2691.7828757 10.8329939 ]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "13 \t85 \t[ 236.640723 2401.078856 9.0192 ]\t[ 375.10745632 2693.32209854 10.84171681]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "14 \t82 \t[ 237.430611 2380.524952 8.9238 ]\t[ 375.01159816 2684.80457104 10.73161915]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "15 \t81 \t[ 239.625478 2404.15096 9.09 ]\t[ 374.32468583 2675.14086099 10.72128593]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "16 \t87 \t[ 248.094179 2524.668456 9.2138 ]\t[ 385.10380132 2795.60326361 10.97869863]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "17 \t82 \t[ 248.094179 2524.668456 9.2138 ]\t[ 385.10380132 2795.60326361 10.97869863]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "18 \t77 \t[ 246.6892 2480.488544 8.9522 ]\t[ 385.70754457 2798.42637978 10.88232039]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "19 \t84 \t[ 247.574276 2603.020187 9.402 ]\t[ 385.12907709 2900.81793079 11.25254442]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "20 \t81 \t[ 243.470508 2566.116894 9.0771 ]\t[ 386.37621407 2915.20356725 11.27308558]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "21 \t85 \t[ 243.470508 2566.116894 9.0771 ]\t[ 386.37621407 2915.20356725 11.27308558]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "22 \t85 \t[ 243.470508 2566.116894 9.0771 ]\t[ 386.37621407 2915.20356725 11.27308558]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "23 \t69 \t[ 233.915442 2672.386612 9.4168 ]\t[ 375.63574648 3092.50555741 11.73171666]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "24 \t79 \t[ 235.374971 2775.382203 9.7677 ]\t[ 375.1023568 3172.53539479 11.9692749 ]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "25 \t78 \t[ 237.440223 2800.075314 9.9335 ]\t[ 374.50363635 3160.48770295 11.94860907]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "26 \t77 \t[ 227.516827 2790.84788 10.0938 ]\t[ 363.32125349 3154.06163718 12.05760289]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "27 \t73 \t[ 227.387212 2791.914983 10.0934 ]\t[ 363.395965 3153.13790944 12.05793608]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "28 \t80 \t[ 225.466864 2754.837445 9.9271 ]\t[ 363.87645047 3173.46820631 12.08100371]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "29 \t83 \t[ 214.008874 2702.497202 9.8254 ]\t[ 352.62236193 3171.61907256 12.12135276]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "30 \t80 \t[ 213.793439 2703.515054 9.8219 ]\t[ 352.73940195 3170.77202338 12.1241298 ]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "31 \t84 \t[ 212.603895 2658.31729 9.5638 ]\t[ 353.14603779 3176.58197653 12.04741697]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "32 \t75 \t[ 197.922379 2477.319744 8.952 ]\t[ 341.82244675 3098.20060692 11.84501507]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "33 \t81 \t[ 199.197743 2522.566759 9.2132 ]\t[ 341.41065047 3094.84783296 11.93393245]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "34 \t81 \t[ 190.79296 2603.901238 9.7208 ]\t[ 327.5079814 3180.53158943 12.28800868]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "35 \t84 \t[ 190.79296 2603.901238 9.7208 ]\t[ 327.5079814 3180.53158943 12.28800868]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "36 \t79 \t[ 190.722429 2592.534663 9.7168 ]\t[ 327.54581817 3187.36819496 12.29109709]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "37 \t70 \t[ 204.030236 2670.585869 9.9808 ]\t[ 340.07365446 3179.21397925 12.23412969]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "38 \t78 \t[ 224.362504 2754.841656 10.0168 ]\t[ 364.13135369 3191.2643331 12.17564182]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "39 \t84 \t[ 223.901685 2820.759709 10.2014 ]\t[ 364.09136877 3286.65232286 12.41384711]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "40 \t81 \t[ 222.527976 2717.813369 9.8536 ]\t[ 364.54934101 3210.88367677 12.19499557]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "41 \t80 \t[ 222.527976 2717.813369 9.8536 ]\t[ 364.54934101 3210.88367677 12.19499557]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "42 \t80 \t[ 222.527976 2717.813369 9.8536 ]\t[ 364.54934101 3210.88367677 12.19499557]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "43 \t83 \t[ 222.527976 2717.813369 9.8536 ]\t[ 364.54934101 3210.88367677 12.19499557]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "44 \t84 \t[ 223.901685 2820.759709 10.2014 ]\t[ 364.09136877 3286.65232286 12.41384711]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "45 \t80 \t[ 226.096552 2844.385717 10.3676 ]\t[ 363.46552088 3275.58919174 12.38778625]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "46 \t76 \t[ 225.951648 2856.770144 10.3681 ]\t[ 363.54532588 3267.19146473 12.38738412]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "47 \t76 \t[ 238.583201 3001.757255 10.8132 ]\t[ 373.72347066 3342.09305115 12.54634241]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "48 \t77 \t[ 229.089354 2985.378196 10.8751 ]\t[ 362.67081021 3323.73048272 12.56213123]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "49 \t76 \t[ 229.089354 2985.378196 10.8751 ]\t[ 362.67081021 3323.73048272 12.56213123]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n", "50 \t75 \t[ 229.089354 2985.378196 10.8751 ]\t[ 362.67081021 3323.73048272 12.56213123]\t[11.5274 8.1421 0.03 ]\t[ 1144.3649 10307.7012 35.16 ]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#多目标优化可视化\n", "import pandas as pd\n", "from deap import base, creator, tools, algorithms\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import random\n", "from adjustText import adjust_text\n", "\n", "plt.rcParams.update({'font.size': 14}) # 设置默认字体大小为12\n", "\n", "\n", "# 加载数据\n", "data = pd.read_csv(r'D:\\Desktop\\dataset\\objective1_Multi-objective optimisation.csv')\n", "\n", "# 检查DEAP库是否已定义过相同的类\n", "if \"FitnessMin\" in creator.__dict__:\n", " del creator.FitnessMin\n", " del creator.Individual\n", "\n", "# 定义多目标问题\n", "creator.create(\"FitnessMin\", base.Fitness, weights=(-1.0, -1.0, -1.0))\n", "creator.create(\"Individual\", list, fitness=creator.FitnessMin)\n", "\n", "# 设置DEAP工具箱\n", "toolbox = base.Toolbox()\n", "toolbox.register(\"attr_int\", random.randint, 0, len(data) - 1)\n", "toolbox.register(\"individual\", tools.initRepeat, creator.Individual, toolbox.attr_int, n=1)\n", "toolbox.register(\"population\", tools.initRepeat, list, toolbox.individual)\n", "\n", "# 定义评估函数\n", "def evaluate(individual):\n", " idx = individual[0]\n", " accuracy_rmse = data['accuracy(RMSE)'][idx]\n", " generalization_rmse = data['Generalization(RMSE)'][idx]\n", " computational_efficiency = data['Computational Efficiency'][idx]\n", " return accuracy_rmse, generalization_rmse, computational_efficiency\n", "\n", "toolbox.register(\"evaluate\", evaluate)\n", "\n", "# 定义简单的交叉操作\n", "def cxPassThrough(ind1, ind2):\n", " return ind1, ind2\n", "\n", "toolbox.register(\"mate\", cxPassThrough)\n", "toolbox.register(\"mutate\", tools.mutUniformInt, low=0, up=len(data)-1, indpb=0.05)\n", "toolbox.register(\"select\", tools.selNSGA2)\n", "\n", "# 运行优化算法\n", "def run_algorithm(ngen=50, pop_size=100):\n", " pop = toolbox.population(n=pop_size)\n", " hof = tools.HallOfFame(1)\n", " stats = tools.Statistics(lambda ind: ind.fitness.values)\n", " stats.register(\"avg\", np.mean, axis=0)\n", " stats.register(\"std\", np.std, axis=0)\n", " stats.register(\"min\", np.min, axis=0)\n", " stats.register(\"max\", np.max, axis=0)\n", " \n", " algorithms.eaSimple(pop, toolbox, cxpb=0.7, mutpb=0.3, ngen=ngen, stats=stats, halloffame=hof, verbose=True)\n", " return pop, hof\n", "\n", "pop, hof = run_algorithm()\n", "\n", "# 可视化结果并尝试减少标签重叠\n", "def plot_pareto_front_with_labels(population, data, filename='pareto_front.png'):\n", " fitnesses = np.array([ind.fitness.values for ind in population])\n", " model_names = data['Name'] # 确保列名与你的数据集中相匹配\n", " \n", " plt.figure(figsize=(10, 8))\n", " scatter = plt.scatter(fitnesses[:, 0], fitnesses[:, 1], c=fitnesses[:, 2], cmap='viridis')\n", " \n", " texts = []\n", " labeled_models = set() # 跟踪已经标记过的模型名称\n", " for i, ind in enumerate(population):\n", " idx = ind[0]\n", " model_name = model_names.iloc[idx]\n", " if model_name not in labeled_models:\n", " texts.append(plt.text(fitnesses[i, 0], fitnesses[i, 1], model_name, ha='center', va='center', fontsize=12))\n", " labeled_models.add(model_name)\n", " \n", " plt.xlabel('Accuracy RMSE')\n", " plt.ylabel('Generalization RMSE')\n", " plt.colorbar(scatter, label='Computational Efficiency')\n", " plt.title('Pareto Front with Model Names')\n", " \n", " adjust_text(texts, arrowprops=dict(arrowstyle='->', color='red'))\n", " \n", " plt.savefig(filename, dpi=300)\n", " plt.show()\n", "\n", "# 绘图并保存\n", "plot_pareto_front_with_labels(pop, data)\n" ] }, { "cell_type": "code", "execution_count": 33, "id": "3b7fb5ca", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "gen\tnevals\tavg \tstd \tmin \tmax \n", "0 \t100 \t245.404\t385.021\t11.5274\t1144.36\n", "1 \t87 \t58.337 \t124.234\t11.5274\t1144.36\n", "2 \t82 \t15.9672\t5.36124\t11.5274\t33.0709\n", "3 \t84 \t12.8675\t2.76694\t11.5274\t18.5805\n", "4 \t83 \t11.6685\t0.987434\t11.5274\t18.5805\n", "5 \t65 \t11.657 \t1.28965 \t11.5274\t24.4889\n", "6 \t77 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "7 \t82 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "8 \t75 \t22.9854\t112.71 \t11.5274\t1144.36\n", "9 \t82 \t11.7428\t2.14355 \t11.5274\t33.0709\n", "10 \t71 \t15.3114\t26.8321 \t11.5274\t231.014\n", "11 \t79 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "12 \t78 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "13 \t72 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "14 \t78 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "15 \t83 \t24.2608\t113.439 \t11.5274\t1144.36\n", "16 \t71 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "17 \t74 \t35.8751\t158.985 \t11.5274\t1144.36\n", "18 \t82 \t22.8558\t112.716 \t11.5274\t1144.36\n", "19 \t84 \t13.8519\t21.8637 \t11.5274\t231.014\n", "20 \t69 \t11.657 \t1.28965 \t11.5274\t24.4889\n", "21 \t69 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "22 \t81 \t11.5979\t0.701775 \t11.5274\t18.5805\n", "23 \t69 \t11.5979\t0.701775 \t11.5274\t18.5805\n", "24 \t90 \t13.7223\t21.8387 \t11.5274\t231.014\n", "25 \t82 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "26 \t87 \t11.7428\t2.14355 \t11.5274\t33.0709\n", "27 \t79 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "28 \t83 \t13.1165\t15.8118 \t11.5274\t170.442\n", "29 \t80 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "30 \t77 \t11.7428\t2.14355 \t11.5274\t33.0709\n", "31 \t84 \t11.7428\t2.14355 \t11.5274\t33.0709\n", "32 \t78 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "33 \t88 \t14.0788\t21.9288 \t11.5274\t231.014\n", "34 \t80 \t11.657 \t1.28965 \t11.5274\t24.4889\n", "35 \t90 \t12.9324\t13.9794 \t11.5274\t152.025\n", "36 \t84 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "37 \t84 \t23.0559\t112.705 \t11.5274\t1144.36\n", "38 \t68 \t13.2031\t14.0451 \t11.5274\t152.025\n", "39 \t80 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "40 \t87 \t12.9324\t13.9794 \t11.5274\t152.025\n", "41 \t89 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "42 \t75 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "43 \t81 \t22.8558\t112.716 \t11.5274\t1144.36\n", "44 \t75 \t14.0788\t21.9288 \t11.5274\t231.014\n", "45 \t73 \t24.2608\t113.439 \t11.5274\t1144.36\n", "46 \t79 \t13.7223\t21.8387 \t11.5274\t231.014\n", "47 \t85 \t23.0712\t112.715 \t11.5274\t1144.36\n", "48 \t88 \t11.5274\t1.77636e-15\t11.5274\t11.5274\n", "49 \t79 \t11.5979\t0.701775 \t11.5274\t18.5805\n", "50 \t82 \t22.9263\t112.711 \t11.5274\t1144.36\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#单目标优化\n", "import pandas as pd\n", "from deap import base, creator, tools, algorithms\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import random\n", "\n", "# 设置默认字体大小为14\n", "plt.rcParams.update({'font.size': 14})\n", "\n", "# 加载数据\n", "data_path = 'D:\\\\Desktop\\\\dataset\\\\objective1_Multi-objective optimisation.csv' # 请替换为您的数据文件路径\n", "data = pd.read_csv(data_path)\n", "\n", "# 清理之前的定义\n", "if \"FitnessMin\" in creator.__dict__:\n", " del creator.FitnessMin, creator.Individual\n", "\n", "# 定义单目标问题\n", "creator.create(\"FitnessMin\", base.Fitness, weights=(-1.0,))\n", "creator.create(\"Individual\", list, fitness=creator.FitnessMin)\n", "\n", "# 设置DEAP工具箱\n", "toolbox = base.Toolbox()\n", "toolbox.register(\"attr_int\", random.randint, 0, len(data) - 1)\n", "toolbox.register(\"individual\", tools.initRepeat, creator.Individual, toolbox.attr_int, n=1)\n", "toolbox.register(\"population\", tools.initRepeat, list, toolbox.individual)\n", "\n", "# 定义评估函数\n", "def evaluate(individual):\n", " idx = individual[0]\n", " accuracy_rmse = data['accuracy(RMSE)'][idx]\n", " return (accuracy_rmse,)\n", "\n", "toolbox.register(\"evaluate\", evaluate)\n", "\n", "# 定义简单的交叉操作\n", "def cxPassThrough(ind1, ind2):\n", " return ind1, ind2\n", "\n", "toolbox.register(\"mate\", cxPassThrough)\n", "toolbox.register(\"mutate\", tools.mutUniformInt, low=0, up=len(data)-1, indpb=0.05)\n", "toolbox.register(\"select\", tools.selTournament, tournsize=3)\n", "\n", "# 运行优化算法\n", "def run_algorithm(ngen=50, pop_size=100):\n", " pop = toolbox.population(n=pop_size)\n", " hof = tools.HallOfFame(1)\n", " stats = tools.Statistics(lambda ind: ind.fitness.values)\n", " stats.register(\"avg\", np.mean)\n", " stats.register(\"std\", np.std)\n", " stats.register(\"min\", np.min)\n", " stats.register(\"max\", np.max)\n", " \n", " pop, logbook = algorithms.eaSimple(pop, toolbox, cxpb=0.7, mutpb=0.3, ngen=ngen, stats=stats, halloffame=hof, verbose=True)\n", " return pop, hof, logbook\n", "\n", "pop, hof, logbook = run_algorithm()\n", "\n", "# 获取最优模型名称\n", "best_idx = hof[0][0] # 获取最优个体的索引\n", "best_model_name = data.iloc[best_idx]['Name'] # 确保列名与您的数据集匹配\n", "\n", "# 可视化优化过程，并在图表上标注最优模型名称\n", "def plot_evolution(logbook, best_model_name):\n", " gen = logbook.select(\"gen\")\n", " mins = logbook.select(\"min\")\n", " avgs = logbook.select(\"avg\")\n", " \n", " plt.figure(figsize=(10, 6))\n", " plt.plot(gen, mins, \"d-\", label=\"Minimum Fitness\")\n", " plt.plot(gen, avgs, \"--\", label=\"Average Fitness\")\n", " plt.xlabel(\"Generation\")\n", " plt.ylabel(\"Fitness\")\n", " plt.title(\"Evolution of Fitness over Generations\")\n", " plt.legend(loc=\"upper right\")\n", " plt.grid(True)\n", " \n", " # 获取图表数据的最大值和最小值\n", " ymin, ymax = plt.ylim()\n", " xmin, xmax = plt.xlim()\n", " \n", " # 计算注释的位置\n", " x_annotate = xmax * 0.5 # 中间的x值\n", " y_annotate = ymax * 0.17 # 接近顶部的y值\n", " \n", " # 添加注释到图表\n", " plt.annotate(f\"Best Model: {best_model_name}\",\n", " xy=(x_annotate, y_annotate), xycoords='data',\n", " ha='center', va='center')\n", " \n", " # 保存图表\n", " plt.savefig('evolution_fitness.png', dpi=300)\n", " plt.show()\n", "\n", "# 绘制进化过程并注明最优模型名称\n", "plot_evolution(logbook, best_model_name)" ] }, { "cell_type": "code", "execution_count": null, "id": "3e067b13", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "a6b26f3a", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "b857a851", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 5 }