{"cells":[{"cell_type":"code","execution_count":3,"metadata":{"id":"gQ_Hg7HN8YfS","executionInfo":{"status":"ok","timestamp":1642265686205,"user_tz":-60,"elapsed":266,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"}}},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","import os\n","%matplotlib inline\n","import warnings\n","\n","warnings.filterwarnings(\"ignore\")"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4178,"status":"ok","timestamp":1642265691910,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"},"user_tz":-60},"id":"xT41FAPfR1bV","outputId":"ca7877bc-7c91-488a-cc80-0f262a9f0b96"},"outputs":[{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: pytorch-lightning==1.4.9 in /usr/local/lib/python3.7/dist-packages (1.4.9)\n","Requirement already satisfied: tqdm>=4.41.0 in /usr/local/lib/python3.7/dist-packages (from pytorch-lightning==1.4.9) (4.62.3)\n","Requirement already satisfied: torchmetrics>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from pytorch-lightning==1.4.9) (0.6.2)\n","Requirement already satisfied: fsspec[http]!=2021.06.0,>=2021.05.0 in /usr/local/lib/python3.7/dist-packages (from pytorch-lightning==1.4.9) (2022.1.0)\n","Requirement already satisfied: pyDeprecate==0.3.1 in /usr/local/lib/python3.7/dist-packages (from pytorch-lightning==1.4.9) (0.3.1)\n","Requirement already satisfied: PyYAML>=5.1 in /usr/local/lib/python3.7/dist-packages (from pytorch-lightning==1.4.9) (6.0)\n","Requirement already satisfied: numpy>=1.17.2 in /usr/local/lib/python3.7/dist-packages (from pytorch-lightning==1.4.9) (1.19.5)\n","Requirement already satisfied: future>=0.17.1 in /usr/local/lib/python3.7/dist-packages (from pytorch-lightning==1.4.9) (0.18.2)\n","Requirement already satisfied: tensorboard>=2.2.0 in /usr/local/lib/python3.7/dist-packages (from pytorch-lightning==1.4.9) (2.7.0)\n","Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from pytorch-lightning==1.4.9) (3.10.0.2)\n","Requirement already satisfied: packaging>=17.0 in /usr/local/lib/python3.7/dist-packages (from pytorch-lightning==1.4.9) (21.3)\n","Requirement already satisfied: torch>=1.6 in /usr/local/lib/python3.7/dist-packages (from pytorch-lightning==1.4.9) (1.10.0+cu111)\n","Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from 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/usr/local/lib/python3.7/dist-packages (from matplotlib->pytorch-forecasting) (0.11.0)\n","Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->pytorch-forecasting) (1.3.2)\n","Requirement already satisfied: patsy>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from statsmodels->pytorch-forecasting) (0.5.2)\n"]}],"source":["!pip install pytorch-forecasting"]},{"cell_type":"code","execution_count":6,"metadata":{"id":"5E8cT9kA96ot","executionInfo":{"status":"ok","timestamp":1642265708831,"user_tz":-60,"elapsed":3855,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"}}},"outputs":[],"source":["import torch\n","import torch.nn as nn\n","from torch.autograd import Variable\n","from pytorch_forecasting import TimeSeriesDataSet"]},{"cell_type":"code","execution_count":7,"metadata":{"id":"U5PZyCSaBj9e","executionInfo":{"status":"ok","timestamp":1642265714733,"user_tz":-60,"elapsed":4757,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"}}},"outputs":[],"source":["import copy\n","from pathlib import Path\n","import warnings\n","\n","import numpy as np\n","import pandas as pd\n","import pytorch_lightning as pl\n","from pytorch_lightning.callbacks import EarlyStopping, LearningRateMonitor\n","from pytorch_lightning.loggers import TensorBoardLogger\n","import torch\n","\n","from pytorch_forecasting import Baseline, TemporalFusionTransformer, TimeSeriesDataSet\n","from pytorch_forecasting.data import GroupNormalizer\n","from pytorch_forecasting.metrics import SMAPE, PoissonLoss, QuantileLoss, RMSE\n","from pytorch_forecasting.models.temporal_fusion_transformer.tuning import optimize_hyperparameters"]},{"cell_type":"code","execution_count":8,"metadata":{"id":"F2zUA7J3Re6c","executionInfo":{"status":"ok","timestamp":1642265720568,"user_tz":-60,"elapsed":235,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"}}},"outputs":[],"source":["# import pkg_resources\n","# pkg_resources.require(\"pytorch_lightning==1.4.9\")\n","# import pytorch_lightning as pl"]},{"cell_type":"code","execution_count":9,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":306,"status":"ok","timestamp":1642265721865,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"},"user_tz":-60},"id":"OOwr5s36QlhF","outputId":"a6766984-3ef2-47f8-cec4-d45e91361b90"},"outputs":[{"output_type":"stream","name":"stdout","text":["1.4.9\n"]}],"source":["print(pl.__version__)"]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1700,"status":"ok","timestamp":1642265725077,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"},"user_tz":-60},"id":"wCx1hNMd8dt8","outputId":"707a3261-2993-4313-e00d-a1faec11893a"},"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]}],"source":["from google.colab import drive\n","drive.mount('/content/drive')"]},{"cell_type":"code","execution_count":11,"metadata":{"id":"h3akp80X83Pr","executionInfo":{"status":"ok","timestamp":1642265727644,"user_tz":-60,"elapsed":279,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"}}},"outputs":[],"source":["data = pd.read_csv('/content/drive/My Drive/Taxi Prediction Master/yellow_cut12k.csv')\n","# df = pd.read_csv('train/train.csv')"]},{"cell_type":"code","execution_count":12,"metadata":{"id":"pKxsuRsHBbn1","executionInfo":{"status":"ok","timestamp":1642265729709,"user_tz":-60,"elapsed":249,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"}}},"outputs":[],"source":["# data = train_df"]},{"cell_type":"code","execution_count":13,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":287},"executionInfo":{"elapsed":259,"status":"ok","timestamp":1642265731878,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"},"user_tz":-60},"id":"wYCEEfjiCk74","outputId":"acc8f85b-046d-4ed1-e03f-e948d97d7db9"},"outputs":[{"output_type":"execute_result","data":{"text/html":["\n","
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Unnamed: 0VendorIDtpep_pickup_datetimetpep_dropoff_datetimepassenger_counttrip_distancepickup_longitudepickup_latitudestore_and_fwd_flagdropoff_longitudedropoff_latitudepickup_datetimedemand
0026/9/2016 21:066/9/2016 21:1320.79-73.98336040.760937N-73.97746340.7539796/9/2016 21:061.58
1126/9/2016 21:066/9/2016 21:3515.22-73.98172040.736668N-73.98163640.6702426/9/2016 21:065.22
2226/9/2016 21:066/9/2016 21:1311.26-73.99431640.751072N-74.00423440.7421686/9/2016 21:061.26
3326/9/2016 21:066/9/2016 21:3617.39-73.98236140.773891N-73.92946640.8515406/9/2016 21:067.39
4426/9/2016 21:066/9/2016 21:2313.10-73.98710640.733173N-73.98590940.7664456/9/2016 21:063.10
\n","
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\n","
\n"," "],"text/plain":[" Unnamed: 0 VendorID ... pickup_datetime demand\n","0 0 2 ... 6/9/2016 21:06 1.58\n","1 1 2 ... 6/9/2016 21:06 5.22\n","2 2 2 ... 6/9/2016 21:06 1.26\n","3 3 2 ... 6/9/2016 21:06 7.39\n","4 4 2 ... 6/9/2016 21:06 3.10\n","\n","[5 rows x 13 columns]"]},"metadata":{},"execution_count":13}],"source":["data.head()"]},{"cell_type":"code","execution_count":14,"metadata":{"id":"APoRuku7_ZAQ","executionInfo":{"status":"ok","timestamp":1642265734562,"user_tz":-60,"elapsed":235,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"}}},"outputs":[],"source":["data.dropna(axis=0,how='any',inplace=True)"]},{"cell_type":"code","execution_count":15,"metadata":{"id":"r9hljAKVCWAI","executionInfo":{"status":"ok","timestamp":1642265735669,"user_tz":-60,"elapsed":236,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"}}},"outputs":[],"source":["# add time index\n","data[\"time_idx\"] = data[\"Unnamed: 0\"].astype('int32')"]},{"cell_type":"code","execution_count":16,"metadata":{"id":"7hWzJIlb-lMH","executionInfo":{"status":"ok","timestamp":1642265738359,"user_tz":-60,"elapsed":1331,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"}}},"outputs":[],"source":["max_prediction_length = 500\n","max_encoder_length = 24\n","training_cutoff = data[\"time_idx\"].max() - max_prediction_length\n","\n","\n","training = TimeSeriesDataSet(\n"," data[lambda x: x.time_idx <= training_cutoff],\n"," time_idx=\"time_idx\",\n"," target=\"demand\",\n"," group_ids=[\"VendorID\"],\n"," max_encoder_length=max_encoder_length,\n"," min_encoder_length=max_encoder_length // 2, # keep encoder length long (as it is in the validation set)\n"," min_prediction_length=1,\n"," max_prediction_length=max_prediction_length,\n"," time_varying_known_reals=[\"passenger_count\", \"trip_distance\", \"pickup_longitude\", \"pickup_latitude\"],\n"," time_varying_unknown_categoricals=[],\n"," add_relative_time_idx=True,\n"," add_target_scales=True,\n"," add_encoder_length=True,\n"," allow_missing_timesteps=True,\n",")\n","\n","# create validation set (predict=True) which means to predict the last max_prediction_length points in time\n","# for each series\n","validation = TimeSeriesDataSet.from_dataset(training, data, predict=True, stop_randomization=True)\n","\n","# create dataloaders for model\n","batch_size = 128 # set this between 32 to 128\n","train_dataloader = training.to_dataloader(train=True, batch_size=batch_size, num_workers=0)\n","val_dataloader = validation.to_dataloader(train=False, batch_size=batch_size * 10, num_workers=0)"]},{"cell_type":"code","execution_count":17,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":233,"status":"ok","timestamp":1642265744059,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"},"user_tz":-60},"id":"W5HzoPFYFBx4","outputId":"16bcb3da-8afc-4f34-d5d5-0165fd41fe69"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["4.690849781036377"]},"metadata":{},"execution_count":17}],"source":["# calculate baseline mean absolute error, i.e. predict next value as the last available value from the history\n","actuals = torch.cat([y for x, (y, weight) in iter(val_dataloader)])\n","baseline_predictions = Baseline().predict(val_dataloader)\n","(actuals - baseline_predictions).abs().mean().item()"]},{"cell_type":"code","execution_count":18,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":240,"status":"ok","timestamp":1642265746768,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"},"user_tz":-60},"id":"gvS8WoYSFmTK","outputId":"2d9ba8de-5f53-4224-bac5-bc21aed6b344"},"outputs":[{"output_type":"stream","name":"stderr","text":["Global seed set to 42\n","GPU available: False, used: False\n","TPU available: False, using: 0 TPU cores\n","IPU available: False, using: 0 IPUs\n"]},{"output_type":"stream","name":"stdout","text":["Number of parameters in network: 22.0k\n"]}],"source":["# configure network and trainer\n","pl.seed_everything(42)\n","trainer = pl.Trainer(\n"," gpus=0,\n"," # clipping gradients is a hyperparameter and important to prevent divergance\n"," # of the gradient for recurrent neural networks\n"," gradient_clip_val=0.1,\n",")\n","\n","\n","tft = TemporalFusionTransformer.from_dataset(\n"," training,\n"," # not meaningful for finding the learning rate but otherwise very important\n"," learning_rate=0.03,\n"," hidden_size=16, # most important hyperparameter apart from learning rate\n"," # number of attention heads. Set to up to 4 for large datasets\n"," attention_head_size=1,\n"," dropout=0.1, # between 0.1 and 0.3 are good values\n"," hidden_continuous_size=8, # set to <= hidden_size\n"," output_size=7, # 7 quantiles by default\n"," loss=QuantileLoss(),\n"," # reduce learning rate if no improvement in validation loss after x epochs\n"," reduce_on_plateau_patience=4,\n",")\n","print(f\"Number of parameters in network: {tft.size()/1e3:.1f}k\")"]},{"cell_type":"code","execution_count":19,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":986,"referenced_widgets":["9d0ddf490e2a433a8d4bbea0ad971ef2","2d0d7e96010a437cb4315a3c0f7822bd","2d7e4156d3c84778ac68a3d24121e6b2","dc2fff21b9b740c09f1d3251b16ef942","3cd371c17ccb49678b4915f35a6d31d9","06b2d50be63c41bc839eef5de71b180a","c920196f411f409d9fc5f4e8f3e0d1c4","fde9a73ea9c84bfcaf904b1a3daf3d7a","906fb5f1e8ef4b8eb0b1ffe0f554e265","15a9e7c1c0284c10bcb4f689ebfd438c","d46a7558b9a047a3bdf950e3389e2253"]},"executionInfo":{"elapsed":738797,"status":"ok","timestamp":1642266490183,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"},"user_tz":-60},"id":"aWgFdWzsFyNA","outputId":"c8a58d0f-3ad4-4f73-a501-c3b1d86040ed"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/pytorch_lightning/trainer/trainer.py:818: LightningDeprecationWarning:\n","\n","`trainer.tune(train_dataloader)` is deprecated in v1.4 and will be removed in v1.6. Use `trainer.tune(train_dataloaders)` instead. HINT: added 's'\n","\n","\n"," | Name | Type | Params\n","----------------------------------------------------------------------------------------\n","0 | loss | QuantileLoss | 0 \n","1 | logging_metrics | ModuleList | 0 \n","2 | input_embeddings | MultiEmbedding | 0 \n","3 | prescalers | ModuleDict | 128 \n","4 | static_variable_selection | VariableSelectionNetwork | 1.7 K \n","5 | encoder_variable_selection | VariableSelectionNetwork | 3.0 K \n","6 | decoder_variable_selection | VariableSelectionNetwork | 3.0 K \n","7 | static_context_variable_selection | GatedResidualNetwork | 1.1 K \n","8 | static_context_initial_hidden_lstm | GatedResidualNetwork | 1.1 K \n","9 | static_context_initial_cell_lstm | GatedResidualNetwork | 1.1 K \n","10 | static_context_enrichment | GatedResidualNetwork | 1.1 K \n","11 | lstm_encoder | LSTM | 2.2 K \n","12 | lstm_decoder | LSTM | 2.2 K \n","13 | post_lstm_gate_encoder | GatedLinearUnit | 544 \n","14 | post_lstm_add_norm_encoder | AddNorm | 32 \n","15 | static_enrichment | GatedResidualNetwork | 1.4 K \n","16 | multihead_attn | InterpretableMultiHeadAttention | 1.1 K \n","17 | post_attn_gate_norm | GateAddNorm | 576 \n","18 | pos_wise_ff | GatedResidualNetwork | 1.1 K \n","19 | pre_output_gate_norm | GateAddNorm | 576 \n","20 | output_layer | Linear | 119 \n","----------------------------------------------------------------------------------------\n","22.0 K Trainable params\n","0 Non-trainable params\n","22.0 K Total params\n","0.088 Total estimated model params size (MB)\n","Global seed set to 42\n"]},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9d0ddf490e2a433a8d4bbea0ad971ef2","version_minor":0,"version_major":2},"text/plain":["Finding best initial lr: 0%| | 0/100 [00:00"]},"metadata":{"needs_background":"light"}}],"source":["# find optimal learning rate\n","res = trainer.tuner.lr_find(\n"," tft,\n"," train_dataloader=train_dataloader,\n"," val_dataloaders=val_dataloader,\n"," max_lr=10.0,\n"," min_lr=1e-6,\n",")\n","\n","print(f\"suggested learning rate: {res.suggestion()}\")\n","fig = res.plot(show=True, suggest=True)\n","fig.show()\n"]},{"cell_type":"markdown","metadata":{"id":"AbSCSPhosjk2"},"source":["# **Train the model**\n"]},{"cell_type":"code","execution_count":20,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":240,"status":"ok","timestamp":1642266493870,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"},"user_tz":-60},"id":"uY5H9mnqF1dg","outputId":"2d2ae94d-9a7c-42a4-84e2-f393f39579d5"},"outputs":[{"output_type":"stream","name":"stderr","text":["GPU available: False, used: False\n","TPU available: False, using: 0 TPU cores\n","IPU available: False, using: 0 IPUs\n"]},{"output_type":"stream","name":"stdout","text":["Number of parameters in network: 22.0k\n"]}],"source":["# configure network and trainer\n","early_stop_callback = EarlyStopping(monitor=\"val_loss\", min_delta=1e-4, patience=10, verbose=False, mode=\"min\")\n","lr_logger = LearningRateMonitor() # log the learning rate\n","logger = TensorBoardLogger(\"lightning_logs\") # logging results to a tensorboard\n","\n","trainer = pl.Trainer(\n"," max_epochs=50,\n"," gpus=0,\n"," weights_summary=\"top\",\n"," gradient_clip_val=0.1,\n"," limit_train_batches=30, # coment in for training, running valiation every 30 batches\n"," # fast_dev_run=True, # comment in to check that networkor dataset has no serious bugs\n"," callbacks=[lr_logger, early_stop_callback],\n"," logger=logger,\n",")\n","\n","\n","tft = TemporalFusionTransformer.from_dataset(\n"," training,\n"," learning_rate=0.03,\n"," hidden_size=16,\n"," attention_head_size=1,\n"," dropout=0.1,\n"," hidden_continuous_size=8,\n"," output_size=7, # 7 quantiles by default\n"," loss=QuantileLoss(),\n"," log_interval=10, # uncomment for learning rate finder and otherwise, e.g. to 10 for logging every 10 batches\n"," reduce_on_plateau_patience=4,\n",")\n","print(f\"Number of parameters in network: 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Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"}}},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/pytorch_lightning/trainer/trainer.py:531: LightningDeprecationWarning:\n","\n","`trainer.fit(train_dataloader)` is deprecated in v1.4 and will be removed in v1.6. Use `trainer.fit(train_dataloaders)` instead. HINT: added 's'\n","\n","\n"," | Name | Type | Params\n","----------------------------------------------------------------------------------------\n","0 | loss | QuantileLoss | 0 \n","1 | logging_metrics | ModuleList | 0 \n","2 | input_embeddings | MultiEmbedding | 0 \n","3 | prescalers | ModuleDict | 128 \n","4 | static_variable_selection | VariableSelectionNetwork | 1.7 K \n","5 | encoder_variable_selection | VariableSelectionNetwork | 3.0 K \n","6 | decoder_variable_selection | VariableSelectionNetwork | 3.0 K \n","7 | static_context_variable_selection | GatedResidualNetwork | 1.1 K \n","8 | static_context_initial_hidden_lstm | GatedResidualNetwork | 1.1 K \n","9 | static_context_initial_cell_lstm | GatedResidualNetwork | 1.1 K \n","10 | static_context_enrichment | GatedResidualNetwork | 1.1 K \n","11 | lstm_encoder | LSTM | 2.2 K \n","12 | lstm_decoder | LSTM | 2.2 K \n","13 | post_lstm_gate_encoder | GatedLinearUnit | 544 \n","14 | post_lstm_add_norm_encoder | AddNorm | 32 \n","15 | static_enrichment | GatedResidualNetwork | 1.4 K \n","16 | multihead_attn | InterpretableMultiHeadAttention | 1.1 K \n","17 | post_attn_gate_norm | GateAddNorm | 576 \n","18 | pos_wise_ff | GatedResidualNetwork | 1.1 K \n","19 | pre_output_gate_norm | GateAddNorm | 576 \n","20 | output_layer | Linear | 119 \n","----------------------------------------------------------------------------------------\n","22.0 K Trainable params\n","0 Non-trainable params\n","22.0 K Total params\n","0.088 Total estimated model params size (MB)\n"]},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3466e4888e67498fb0e8dd3fc786bb98","version_minor":0,"version_major":2},"text/plain":["Validation sanity check: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"stream","name":"stderr","text":["Global seed set to 42\n"]},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"cf582c586fe945c290c612796aa02ca4","version_minor":0,"version_major":2},"text/plain":["Training: -1it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a9b8bbe3e59744bd8bef903fffbac072","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"20fb89b053ad47fc96ba99c6e4e24d74","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"27dc091d212d4739b5c7c40dead6de42","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"85ee7f535777430796150eb0360d1c7e","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"911f19cd7eb34349baa3e4e6d2c792ff","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d99eb11bfb934b639f9059b76d7bb880","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2c386da572b94f89828d58136780440e","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, 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?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ff94415562954e159291c97af46949ea","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9116c15796fe4797bdfeba9f91ac40c5","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bd51249c083045e68ade21a698e1af3e","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"51c808a4f06a47a7b66bf85e62d37fd7","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ef6a2cd95d88460d9b348e16f5d0831a","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"0c6ab480f81f40e3a5b04d3a902331ca","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7acfd149b9654f0e87408cff776dbf33","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"791055618d55489c8eabd9320107b856","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"707d84118a3b4a82b790519b475f8dfd","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8423bd2aa7ba48bb962b11970ce4887a","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"62d953a37a1041f3b0ca077d773f9496","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"af1ac0baeb0743a2b119781030887e0b","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b01ab3bc35a14734b55332a4bdb0357a","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c7f03b245ed14dbab36a230ff4353292","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1c3f6f86dcce449598c747ba04812e96","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"76fc75e74839433ebdfb03b51967e774","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c7f0109f920f4ebfa14f6bb2d461c4e8","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"29c4341fabf6435aa8881fb61711e3e0","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c3842d18640e4f2e8d878726f9045634","version_minor":0,"version_major":2},"text/plain":["Validating: 0it [00:00, ?it/s]"]},"metadata":{}}],"source":["# fit network\n","trainer.fit(\n"," tft,\n"," train_dataloader=train_dataloader,\n"," val_dataloaders=val_dataloader,\n",")"]},{"cell_type":"markdown","metadata":{"id":"2QDGd05MDftm"},"source":["# Evaluate Performance "]},{"cell_type":"code","execution_count":22,"metadata":{"id":"so9Je7JPDjjI","executionInfo":{"status":"ok","timestamp":1642277350703,"user_tz":-60,"elapsed":253,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"}}},"outputs":[],"source":["# load the best model according to the validation loss\n","# (given that we use early stopping, this is not necessarily the last epoch)\n","best_model_path = trainer.checkpoint_callback.best_model_path\n","best_tft = TemporalFusionTransformer.load_from_checkpoint(best_model_path)"]},{"cell_type":"code","execution_count":23,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":257,"status":"ok","timestamp":1642277354399,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"},"user_tz":-60},"id":"gW097lTfFku4","outputId":"471d3823-d434-49a9-94e4-28eca85e57bf"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["tensor(0.5089)"]},"metadata":{},"execution_count":23}],"source":["# calcualte mean absolute error on validation set\n","actuals = torch.cat([y[0] for x, y in iter(val_dataloader)])\n","predictions = best_tft.predict(val_dataloader)\n","(actuals - predictions).abs().mean()"]},{"cell_type":"code","source":["# Calculate root mean squared error\n","from numpy import sqrt \n","\n","def rmse_metric(actual, predicted):\n","\tsum_error = 0.0\n","\tfor i in range(len(actual)):\n","\t\tprediction_error = predicted[i] - actual[i]\n","\t\tsum_error += (prediction_error ** 2)\n","\tmean_error = sum_error / float(len(actual))\n","\treturn sqrt(mean_error)\n","\n","rmse = rmse_metric(actuals, predictions).mean()\n","print(rmse)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CrYRMxypmJkP","executionInfo":{"status":"ok","timestamp":1642277363761,"user_tz":-60,"elapsed":235,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"}},"outputId":"15752070-6feb-43ee-a572-e75111c76d5b"},"execution_count":24,"outputs":[{"output_type":"stream","name":"stdout","text":["tensor(0.6426)\n"]}]},{"cell_type":"code","execution_count":25,"metadata":{"id":"UwwyESiCGkKe","executionInfo":{"status":"ok","timestamp":1642277411468,"user_tz":-60,"elapsed":247,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"}}},"outputs":[],"source":["# raw predictions are a dictionary from which all kind of information including quantiles can be extracted\n","raw_predictions, x = best_tft.predict(val_dataloader, mode=\"raw\", return_x=True)"]},{"cell_type":"code","execution_count":26,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":589},"executionInfo":{"elapsed":1197,"status":"ok","timestamp":1642277414331,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"},"user_tz":-60},"id":"Pm0HKbDKGnpy","outputId":"88f8f3f2-5973-4418-b763-9ccb963855b4"},"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"}}],"source":["for idx in range(2): # plot 2 examples\n"," best_tft.plot_prediction(x, raw_predictions, idx=idx, add_loss_to_title=True);"]},{"cell_type":"markdown","metadata":{"id":"881FVJR9G8ph"},"source":["# Worst performers\n","\n","Tells us where the model has difficulty predicting"]},{"cell_type":"code","execution_count":27,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":589},"executionInfo":{"elapsed":1356,"status":"ok","timestamp":1642277422569,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"},"user_tz":-60},"id":"Q_LZvkwXGprW","outputId":"4b81839b-6e98-479d-fc3e-0183faa48f7c"},"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"}}],"source":["# calcualte metric by which to display\n","predictions = best_tft.predict(val_dataloader)\n","mean_losses = SMAPE(reduction=\"none\")(predictions, actuals).mean(1)\n","indices = mean_losses.argsort(descending=True) # sort losses\n","for idx in range(2): # plot 2 examples\n"," best_tft.plot_prediction(\n"," x, raw_predictions, idx=indices[idx], add_loss_to_title=SMAPE(quantiles=best_tft.loss.quantiles)\n"," );"]},{"cell_type":"markdown","metadata":{"id":"NuATmbakHR2G"},"source":["\n","# Actuals vs predictions by variables\n","\n","#### Checking how the model performs across different slices of the data allows us to detect weaknesses. Plotted below are the means of predictions vs actuals across each variable divided into 100 bins "]},{"cell_type":"code","execution_count":28,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":6592,"status":"ok","timestamp":1642277433675,"user":{"displayName":"Faheem Ahmed 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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"}}],"source":["predictions, x = best_tft.predict(val_dataloader, return_x=True)\n","predictions_vs_actuals = best_tft.calculate_prediction_actual_by_variable(x, predictions)\n","best_tft.plot_prediction_actual_by_variable(predictions_vs_actuals);"]},{"cell_type":"markdown","metadata":{"id":"s_MLxkAgHrR9"},"source":["\n","# Interpret model\n","\n","###Variable importances"]},{"cell_type":"code","execution_count":29,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":1321,"status":"ok","timestamp":1642277440199,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"},"user_tz":-60},"id":"iocqc5zuHuXf","outputId":"a8b8542f-2cbc-435c-f8dc-db473b8fed64"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'attention':
,\n"," 'decoder_variables':
,\n"," 'encoder_variables':
,\n"," 'static_variables':
}"]},"metadata":{},"execution_count":29},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"}}],"source":["interpretation = best_tft.interpret_output(raw_predictions, reduction=\"sum\")\n","best_tft.plot_interpretation(interpretation)"]},{"cell_type":"markdown","metadata":{"id":"FnvbbG4oIRgr"},"source":["# Partial dependency\n","\n","#### Partial dependency plots are often used to interpret the model better (assuming independence of features). They can be also useful to understand what to expect in case of simulations"]},{"cell_type":"code","execution_count":30,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":49,"referenced_widgets":["19f4e1a78f5449c996c31ff299b82619","34799ec1d8264a88bdf31f442d14b5c8","6ba3b98e3e0c403f9a1de81957201817","f23e82b0f51b4d12a89103ed2d7a4b75","57f2f01078a44c0d913ab515c98bf402","806281f7c5984591a854421989ab8f51","7c9d9d085fc6402884017701cd08c785","194c7168f7cc4ec1a3d2441d4bf3ff71","70b882237b874f98ad28fd33846477d1","1f58b08f6a1642c58f947947722a23d8","6e68814bf7304d59a657f70045b9e003"]},"executionInfo":{"elapsed":1705,"status":"ok","timestamp":1642277446074,"user":{"displayName":"Faheem Ahmed Abbasi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgtOF28sy7gFBpnhma6GfiWjvqUh1r3ss-fhJtog=s64","userId":"04247060777971177506"},"user_tz":-60},"id":"X6oqbL1IITkn","outputId":"675d96d6-6320-4cfe-f3f6-c0042d54421f"},"outputs":[{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"19f4e1a78f5449c996c31ff299b82619","version_minor":0,"version_major":2},"text/plain":["Predict: 0%| | 0/30 [00:00"]},"metadata":{"needs_background":"light"}}],"source":["# plotting median and 25% and 75% percentile\n","agg_dependency = dependency.groupby(\"passenger_count\").normalized_prediction.agg(\n"," median=\"median\", q25=lambda x: x.quantile(0.25), q75=lambda x: x.quantile(0.75)\n",")\n","ax = agg_dependency.plot(y=\"median\")\n","ax.fill_between(agg_dependency.index, agg_dependency.q25, agg_dependency.q75, alpha=0.3);"]}],"metadata":{"colab":{"collapsed_sections":[],"name":"NYC_Taxi_TemporalFusionTransformer.ipynb","provenance":[]},"kernelspec":{"display_name":"Python 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best initial lr: 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