{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\n #print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-05-08T14:04:58.732144Z","iopub.execute_input":"2023-05-08T14:04:58.732580Z","iopub.status.idle":"2023-05-08T14:04:58.759892Z","shell.execute_reply.started":"2023-05-08T14:04:58.732468Z","shell.execute_reply":"2023-05-08T14:04:58.759181Z"},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"code","source":"from numpy import expand_dims, zeros, ones, asarray\nfrom numpy.random import randn, randint\n\n#from keras.datasets.mnist import load_data\nfrom tensorflow.keras.optimizers import Adam\nfrom keras.models import Model, Sequential\n\nfrom keras.layers import Input, Dense, Reshape, Flatten, Conv2D, Conv2DTranspose\nfrom keras.layers import LeakyReLU, Dropout, Lambda, Activation\n\n#from keras.utils import to_categorical\nimport cv2,os \nfrom matplotlib import pyplot as plt\nfrom keras import backend as K\nimport numpy as np\nfrom tqdm import tqdm","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:04:58.761413Z","iopub.execute_input":"2023-05-08T14:04:58.761731Z","iopub.status.idle":"2023-05-08T14:05:04.618055Z","shell.execute_reply.started":"2023-05-08T14:04:58.761695Z","shell.execute_reply":"2023-05-08T14:05:04.617208Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"code","source":"class_names = ['glioma_tumor','meningioma_tumor','no_tumor','pituitary_tumor' ]\nclass_names_label = {class_name:i for i, class_name in enumerate(class_names)}\nIMAGE_SIZE = (128, 128)","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:04.619314Z","iopub.execute_input":"2023-05-08T14:05:04.619601Z","iopub.status.idle":"2023-05-08T14:05:04.623869Z","shell.execute_reply.started":"2023-05-08T14:05:04.619567Z","shell.execute_reply":"2023-05-08T14:05:04.623081Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"def load_data():\n \"\"\"\n Load the data:\n - 14,034 images to train the network.\n - 3,000 images to evaluate how accurately the network learned to classify images.\n \"\"\"\n TrainF=r\"/kaggle/input/brain-tumor-classification-mri/Training\"\n TestF=r\"/kaggle/input/brain-tumor-classification-mri/Testing\"\n datasets = [TrainF,TestF]\n output = []\n \n # Iterate through training and test sets\n for dataset in datasets:\n \n images = []\n labels = []\n \n print(\"Loading {}\".format(dataset))\n \n # Iterate through each folder corresponding to a category\n for folder in os.listdir(dataset):\n label = class_names_label[folder]\n \n # Iterate through each image in our folder\n for file in tqdm(os.listdir(os.path.join(dataset, folder))):\n \n # Get the path name of the image\n img_path = os.path.join(os.path.join(dataset, folder), file)\n \n # Open and resize the img\n image = cv2.imread(img_path)\n image = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)\n image = cv2.resize(image, (IMAGE_SIZE)) \n \n # Append the image and its corresponding label to the output\n images.append(image)\n labels.append(label)\n \n images = np.array(images, dtype = 'float32')\n labels = np.array(labels, dtype = 'int32') \n \n output.append((images, labels))\n\n return output","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:04.631988Z","iopub.execute_input":"2023-05-08T14:05:04.632391Z","iopub.status.idle":"2023-05-08T14:05:04.645420Z","shell.execute_reply.started":"2023-05-08T14:05:04.632360Z","shell.execute_reply":"2023-05-08T14:05:04.644685Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"(trainx, trainy), (testX, testy) = load_data()","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:04.648429Z","iopub.execute_input":"2023-05-08T14:05:04.648674Z","iopub.status.idle":"2023-05-08T14:05:34.722275Z","shell.execute_reply.started":"2023-05-08T14:05:04.648599Z","shell.execute_reply":"2023-05-08T14:05:34.721519Z"},"trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"Loading /kaggle/input/brain-tumor-classification-mri/Training\n","output_type":"stream"},{"name":"stderr","text":"100%|██████████| 395/395 [00:03<00:00, 116.71it/s]\n100%|██████████| 827/827 [00:07<00:00, 104.67it/s]\n100%|██████████| 822/822 [00:07<00:00, 115.87it/s]\n100%|██████████| 826/826 [00:07<00:00, 114.81it/s]\n","output_type":"stream"},{"name":"stdout","text":"Loading /kaggle/input/brain-tumor-classification-mri/Testing\n","output_type":"stream"},{"name":"stderr","text":"100%|██████████| 105/105 [00:00<00:00, 172.67it/s]\n100%|██████████| 74/74 [00:00<00:00, 76.69it/s]\n100%|██████████| 115/115 [00:00<00:00, 134.18it/s]\n100%|██████████| 100/100 [00:01<00:00, 90.75it/s]\n","output_type":"stream"}]},{"cell_type":"code","source":"print(trainx.shape, trainy.shape, '\\n')","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:34.723505Z","iopub.execute_input":"2023-05-08T14:05:34.724080Z","iopub.status.idle":"2023-05-08T14:05:34.730057Z","shell.execute_reply.started":"2023-05-08T14:05:34.724043Z","shell.execute_reply":"2023-05-08T14:05:34.729289Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stdout","text":"(2870, 128, 128) (2870,) \n\n","output_type":"stream"}]},{"cell_type":"code","source":"print(trainx.shape, trainy.shape, '\\n')\nnp.random.seed(42)\ntrainsize = 2870 # number of training images we use, selected randomly\nrandtrain = np.random.choice(trainx.shape[0], trainsize, replace=True)\ntrain_images, train_labels = trainx[randtrain], trainy[randtrain]\nprint(train_images.shape, train_labels.shape)","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:34.731488Z","iopub.execute_input":"2023-05-08T14:05:34.731991Z","iopub.status.idle":"2023-05-08T14:05:34.803180Z","shell.execute_reply.started":"2023-05-08T14:05:34.731956Z","shell.execute_reply":"2023-05-08T14:05:34.802430Z"},"trusted":true},"execution_count":7,"outputs":[{"name":"stdout","text":"(2870, 128, 128) (2870,) \n\n(2870, 128, 128) (2870,)\n","output_type":"stream"}]},{"cell_type":"code","source":"plt.figure()\nplt.imshow(train_images[22])\nplt.imshow(train_images[22], cmap='gray')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:34.804604Z","iopub.execute_input":"2023-05-08T14:05:34.804879Z","iopub.status.idle":"2023-05-08T14:05:35.058586Z","shell.execute_reply.started":"2023-05-08T14:05:34.804843Z","shell.execute_reply":"2023-05-08T14:05:35.057893Z"},"trusted":true},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"import tensorflow as tf\ntrain_images = train_images.reshape(train_images.shape[0], 128, 128, 1).astype('float32')\ntrain_images = (train_images - 127.5) / 127.5 # Normalize the images to [-1, 1]\n\nBUFFER_SIZE = trainsize\nBATCH_SIZE = 8\ng_loss = []\nd_loss = []\n\n# Batch and shuffle the data\ntrain_dataset = tf.data.Dataset.from_tensor_slices(train_images).shuffle(BUFFER_SIZE).batch(BATCH_SIZE)","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:35.061407Z","iopub.execute_input":"2023-05-08T14:05:35.061641Z","iopub.status.idle":"2023-05-08T14:05:38.127216Z","shell.execute_reply.started":"2023-05-08T14:05:35.061608Z","shell.execute_reply":"2023-05-08T14:05:38.126481Z"},"trusted":true},"execution_count":9,"outputs":[]},{"cell_type":"code","source":"def make_generator_model():\n model = tf.keras.Sequential()\n model.add(layers.Dense(32*32*1024, use_bias=False, input_shape=(100,)))\n model.add(layers.BatchNormalization())\n model.add(layers.LeakyReLU())\n\n model.add(layers.Reshape((32, 32, 1024)))\n assert model.output_shape == (None, 32, 32, 1024) # Note: None is the batch size\n\n model.add(layers.Conv2DTranspose(512, (5, 5), strides=(1, 1), padding='same', use_bias=False))\n assert model.output_shape == (None, 32, 32, 512)\n model.add(layers.BatchNormalization())\n model.add(layers.LeakyReLU())\n\n model.add(layers.Conv2DTranspose(256, (5, 5), strides=(2, 2), padding='same', use_bias=False))\n assert model.output_shape == (None, 64, 64, 256)\n model.add(layers.BatchNormalization())\n model.add(layers.LeakyReLU())\n\n model.add(layers.Conv2DTranspose(1, (5, 5), strides=(2, 2), padding='same', use_bias=False, activation='tanh'))\n assert model.output_shape == (None, 128, 128, 1)\n\n return model","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:38.128595Z","iopub.execute_input":"2023-05-08T14:05:38.128847Z","iopub.status.idle":"2023-05-08T14:05:38.138266Z","shell.execute_reply.started":"2023-05-08T14:05:38.128812Z","shell.execute_reply":"2023-05-08T14:05:38.136918Z"},"trusted":true},"execution_count":10,"outputs":[]},{"cell_type":"code","source":"from tensorflow import keras\nfrom tensorflow.keras import Sequential, layers\nfrom tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense\nfrom tensorflow.keras.utils import to_categorical","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:38.139922Z","iopub.execute_input":"2023-05-08T14:05:38.140183Z","iopub.status.idle":"2023-05-08T14:05:38.148866Z","shell.execute_reply.started":"2023-05-08T14:05:38.140146Z","shell.execute_reply":"2023-05-08T14:05:38.148144Z"},"trusted":true},"execution_count":11,"outputs":[]},{"cell_type":"code","source":"import glob\nimport os\nimport PIL\nimport time\n\nfrom IPython import display","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:38.150234Z","iopub.execute_input":"2023-05-08T14:05:38.150503Z","iopub.status.idle":"2023-05-08T14:05:38.160120Z","shell.execute_reply.started":"2023-05-08T14:05:38.150470Z","shell.execute_reply":"2023-05-08T14:05:38.159434Z"},"trusted":true},"execution_count":12,"outputs":[]},{"cell_type":"code","source":"generator = make_generator_model()\n\nnoise = tf.random.normal([1, 100])\ngenerated_image = generator(noise, training=False)\n\nplt.imshow(generated_image[0, :, :, 0], cmap='gray')","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:38.161922Z","iopub.execute_input":"2023-05-08T14:05:38.162506Z","iopub.status.idle":"2023-05-08T14:05:44.965891Z","shell.execute_reply.started":"2023-05-08T14:05:38.162471Z","shell.execute_reply":"2023-05-08T14:05:44.965163Z"},"trusted":true},"execution_count":13,"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"def make_discriminator_model():\n model = tf.keras.Sequential()\n model.add(layers.Conv2D(32, (5, 5), strides=(2, 2), padding='same',\n input_shape=[128, 128, 1]))\n model.add(layers.LeakyReLU())\n model.add(layers.Dropout(0.3))\n \n model.add(layers.Conv2D(64, (5, 5), strides=(2, 2), padding='same'))\n model.add(layers.LeakyReLU())\n model.add(layers.Dropout(0.3))\n\n model.add(layers.Conv2D(128, (5, 5), strides=(2, 2), padding='same'))\n model.add(layers.LeakyReLU())\n model.add(layers.Dropout(0.3))\n\n model.add(layers.Flatten())\n model.add(layers.Dense(1))\n\n return model","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:44.967255Z","iopub.execute_input":"2023-05-08T14:05:44.967486Z","iopub.status.idle":"2023-05-08T14:05:44.974986Z","shell.execute_reply.started":"2023-05-08T14:05:44.967458Z","shell.execute_reply":"2023-05-08T14:05:44.974332Z"},"trusted":true},"execution_count":14,"outputs":[]},{"cell_type":"code","source":"discriminator = make_discriminator_model()\ndecision = discriminator(generated_image)\nprint (decision)","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:44.976423Z","iopub.execute_input":"2023-05-08T14:05:44.977171Z","iopub.status.idle":"2023-05-08T14:05:45.077745Z","shell.execute_reply.started":"2023-05-08T14:05:44.977135Z","shell.execute_reply":"2023-05-08T14:05:45.076999Z"},"trusted":true},"execution_count":15,"outputs":[{"name":"stdout","text":"tf.Tensor([[-5.5430246e-05]], shape=(1, 1), dtype=float32)\n","output_type":"stream"}]},{"cell_type":"code","source":"cross_entropy = tf.keras.losses.BinaryCrossentropy(from_logits=True)","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:45.079021Z","iopub.execute_input":"2023-05-08T14:05:45.079277Z","iopub.status.idle":"2023-05-08T14:05:45.086066Z","shell.execute_reply.started":"2023-05-08T14:05:45.079248Z","shell.execute_reply":"2023-05-08T14:05:45.085343Z"},"trusted":true},"execution_count":16,"outputs":[]},{"cell_type":"code","source":"def discriminator_loss(real_output, fake_output, d_loss):\n real_loss = cross_entropy(tf.ones_like(real_output), real_output)\n fake_loss = cross_entropy(tf.zeros_like(fake_output), fake_output)\n total_loss = real_loss + fake_loss\n d_loss.append(total_loss)\n return total_loss","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:45.087367Z","iopub.execute_input":"2023-05-08T14:05:45.087620Z","iopub.status.idle":"2023-05-08T14:05:45.094084Z","shell.execute_reply.started":"2023-05-08T14:05:45.087585Z","shell.execute_reply":"2023-05-08T14:05:45.093182Z"},"trusted":true},"execution_count":17,"outputs":[]},{"cell_type":"code","source":"def generator_loss(fake_output, g_loss):\n fake_loss = cross_entropy(tf.ones_like(fake_output), fake_output)\n g_loss.append(fake_loss)\n return fake_loss","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:45.095251Z","iopub.execute_input":"2023-05-08T14:05:45.095818Z","iopub.status.idle":"2023-05-08T14:05:45.103454Z","shell.execute_reply.started":"2023-05-08T14:05:45.095777Z","shell.execute_reply":"2023-05-08T14:05:45.102718Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"generator_optimizer = tf.keras.optimizers.Adam(1e-4)\ndiscriminator_optimizer = tf.keras.optimizers.Adam(1e-4)","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:45.104719Z","iopub.execute_input":"2023-05-08T14:05:45.105041Z","iopub.status.idle":"2023-05-08T14:05:45.113622Z","shell.execute_reply.started":"2023-05-08T14:05:45.105007Z","shell.execute_reply":"2023-05-08T14:05:45.112861Z"},"trusted":true},"execution_count":19,"outputs":[]},{"cell_type":"code","source":"checkpoint_dir = './training_checkpoints'\ncheckpoint_prefix = os.path.join(checkpoint_dir, \"ckpt\")\ncheckpoint = tf.train.Checkpoint(generator_optimizer=generator_optimizer,\n discriminator_optimizer=discriminator_optimizer,\n generator=generator,\n discriminator=discriminator)","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:45.114912Z","iopub.execute_input":"2023-05-08T14:05:45.115353Z","iopub.status.idle":"2023-05-08T14:05:45.123346Z","shell.execute_reply.started":"2023-05-08T14:05:45.115305Z","shell.execute_reply":"2023-05-08T14:05:45.122603Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"EPOCHS = 500\nnoise_dim = 100\nnum_examples_to_generate = 9\n\n# We will reuse this seed overtime (so it's easier)\n# to visualize progress in the animated GIF)\nseed = tf.random.normal([num_examples_to_generate, noise_dim])","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:45.124547Z","iopub.execute_input":"2023-05-08T14:05:45.124992Z","iopub.status.idle":"2023-05-08T14:05:45.134012Z","shell.execute_reply.started":"2023-05-08T14:05:45.124955Z","shell.execute_reply":"2023-05-08T14:05:45.133363Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"code","source":"def train_step(images):\n noise = tf.random.normal([BATCH_SIZE, noise_dim])\n\n with tf.GradientTape() as gen_tape, tf.GradientTape() as disc_tape:\n generated_images = generator(noise, training=True)\n\n real_output = discriminator(images, training=True)\n fake_output = discriminator(generated_images, training=True)\n\n gen_loss = generator_loss(fake_output, g_loss)\n disc_loss = discriminator_loss(real_output, fake_output, d_loss)\n \n gradients_of_generator = gen_tape.gradient(gen_loss, generator.trainable_variables)\n gradients_of_discriminator = disc_tape.gradient(disc_loss, discriminator.trainable_variables)\n\n generator_optimizer.apply_gradients(zip(gradients_of_generator, generator.trainable_variables))\n discriminator_optimizer.apply_gradients(zip(gradients_of_discriminator, discriminator.trainable_variables))\n \n \ndef train(dataset, epochs):\n for epoch in range(epochs):\n start = time.time()\n\n for image_batch in dataset:\n train_step(image_batch)\n\n # Produce images for the GIF as we go\n display.clear_output(wait=True)\n generate_and_save_images(generator,\n epoch + 1,\n seed)\n\n # Save the model every 15 epochs\n if (epoch + 1) % 50 == 0:\n checkpoint.save(file_prefix = checkpoint_prefix)\n\n print ('Time for epoch {} is {} sec'.format(epoch + 1, time.time()-start))\n\n # Generate after the final epoch\n display.clear_output(wait=True)\n generate_and_save_images(generator,\n epochs,\n seed)\n\n\ndef generate_and_save_images(model, epoch, test_input):\n # Notice `training` is set to False.\n # This is so all layers run in inference mode (batchnorm).\n predictions = model(test_input, training=False)\n\n fig = plt.figure(figsize=(8,8))\n\n for i in range(predictions.shape[0]):\n plt.subplot(3, 3, i+1)\n plt.imshow(predictions[i, :, :, 0] * 127.5 + 127.5, cmap='gray')\n plt.axis('off')\n\n #plt.savefig('image_at_epoch_{:04d}.png'.format(epoch))\n plt.show()","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:45.135336Z","iopub.execute_input":"2023-05-08T14:05:45.135750Z","iopub.status.idle":"2023-05-08T14:05:45.147973Z","shell.execute_reply.started":"2023-05-08T14:05:45.135717Z","shell.execute_reply":"2023-05-08T14:05:45.147249Z"},"trusted":true},"execution_count":22,"outputs":[]},{"cell_type":"code","source":"train(train_dataset, EPOCHS)","metadata":{"execution":{"iopub.status.busy":"2023-05-08T14:05:45.149394Z","iopub.execute_input":"2023-05-08T14:05:45.149809Z"},"trusted":true},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{"needs_background":"light"}},{"name":"stdout","text":"Time for epoch 209 is 53.52785110473633 sec\n","output_type":"stream"}]},{"cell_type":"code","source":"checkpoint.restore(tf.train.latest_checkpoint(checkpoint_dir))\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"noi = tf.random.normal([1, 100])\nsample = checkpoint.generator(noi, training=False)\nplt.imshow(sample[0, :, :, 0], cmap='gray')","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"val = checkpoint.discriminator(sample)\nprint (val)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(15,10))\nplt.plot(g_loss, label='generator')\nplt.plot(d_loss, label = 'discriminator')\nplt.xlabel('Batch Number')\nplt.ylabel('Loss')\nplt.ylim([0,7])\nplt.legend(loc='upper right')\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"disc = checkpoint.discriminator\ndisc.summary()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"val = disc(sample)\nprint (val)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"new_model = Sequential()\n\nfor i in range(len(disc.layers) - 1):\n new_model.add(disc.layers[i])\n\n# Freeze the layers \nfor layer in new_model.layers:\n layer.trainable = False \n \nnew_model.add(Dense(2, activation='softmax'))\nnew_model.summary()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"new_model.layers[-1].weights","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"(train_img, train_lb), (test_img, test_lb) = load_data()\n\nnp.random.seed(42)\ntrainsize = 205 # number of training images we use, selected randomly\nrandtrain = np.random.choice(train_img.shape[0], trainsize, replace=False)\nX_train, y_train = train_img[randtrain], train_lb[randtrain]\n\nnp.random.seed(10)\ntestsize = 30 # number of testing images we use, selected randomly\nrandtest = np.random.choice(test_img.shape[0], testsize, replace=False)\nX_test, y_test = test_img[randtest], test_lb[randtest]\n\nprint(X_train.shape, y_train.shape, X_test.shape, y_test.shape)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_images = X_train.reshape((trainsize, 128, 128, 1))\n\ntrain_images = (train_images.astype('float32') - 127.5) / 127.5\n\ntest_images = X_test.reshape((testsize, 128, 128, 1))\ntest_images = (test_images.astype('float32') - 127.5) / 127.5\n\ntrain_labels = to_categorical(y_train)\ntest_labels = to_categorical(y_test)\n\nnew_model.compile(optimizer='adam', loss='binary_crossentropy',metrics=['accuracy'])\n\nhistory = new_model.fit(train_images, train_labels, batch_size=5, epochs=50,validation_data=(test_images, test_labels))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure()\nplt.plot(history.history['accuracy'], label='accuracy')\nplt.plot(history.history['val_accuracy'], label = 'val_accuracy')\nplt.xlabel('Epoch')\nplt.ylabel('Accuracy')\nplt.ylim([0,1])\nplt.legend(loc='lower right')\nplt.show()","metadata":{"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# demonstration: predict the ith test digit\ni = 25\nprediction = new_model.predict(test_images[i].reshape(1,128,128,1))\n\n# get probability distribution and classification of the test digit\nprint(prediction)\nprint('prediction:', np.argmax(prediction))\n\n# draw the barplot\nplt.figure()\nplt.bar(np.arange(0,2).astype('str'), prediction[0,:])\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print('actual label:', np.argmax(test_labels[i]))\nplt.figure()\nplt.imshow(test_images[i,:,:,0], cmap='gray')\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pred_labels = new_model.predict(test_images).argmax(axis=1)\ntrue_labels = test_labels.argmax(axis=1)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_labels= train_labels.argmax(axis=1)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pred_labels1 = new_model.predict(train_images).argmax(axis=1)\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"confusion_mat = tf.math.confusion_matrix(labels=true_labels, predictions=pred_labels).numpy()\nconfusion_mat","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import pandas as pd\nimport seaborn as sns\n\nconfusion_mat_norm = np.around(confusion_mat.astype('int') / np.atleast_2d(confusion_mat.sum(axis=1)).T, decimals=2)\n\nclasses = np.arange(0,4).astype('str')\nconfusion_mat_df = pd.DataFrame(confusion_mat_norm,\n index = class_names_label, \n columns = class_names_label)\nax = plt.axes()\nfigure = plt.figure()\nsns.heatmap(confusion_mat_df, annot=True, cmap=plt.cm.Blues)\nplt.tight_layout()\nplt.ylabel('True label')\nplt.xlabel('Predicted label')\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"new_model.evaluate(test_images, verbose=1)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from sklearn.metrics import confusion_matrix\nimport seaborn as sn; sn.set(font_scale=1.4)\n\nCM = confusion_matrix(true_labels, pred_labels)\nax = plt.axes()\nsn.heatmap(CM, annot=True,fmt=\".0f\", \n annot_kws={\"size\": 10}, \n xticklabels=class_names, \n yticklabels=class_names, ax = ax)\nax.set_title('Test Confusion matrix')\nplt.show()\nplt.savefig('output8.png', dpi=300, bbox_inches='tight')","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from sklearn.metrics import classification_report,accuracy_score\nresults = dict()\n\ntest_cm = confusion_matrix(true_labels, pred_labels)\nresults['Test'] = {'classification_acc': accuracy_score(pred_labels, true_labels),\n 'True Positive': test_cm[1,1], 'False Positive': test_cm[1,0],\n 'False Negative': test_cm[0,1], 'True Negative': test_cm[0,0]}\n\npd.DataFrame(data=results)\nprint(\"Train Confusin Matrix Values\")\nprint(test_cm)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print('Testing Set')\ntest_precision1 = float(test_cm[1,1]) / ((test_cm[1,1]) + test_cm[1,0])\nprint(\"Precision: %f\" % test_precision1)\ntest_npv1 = float(test_cm[0,0]) / ((test_cm[0,0]) + test_cm[0,1])\nprint(\"Negative predictive value: %f\" % test_npv1)\ntest_recall1 = float(test_cm[1,1]) / ((test_cm[1,1]) + test_cm[0,1])\nprint(\"Sensitivity (Recall): %f\" % test_recall1)\ntest_specificity1 = float(test_cm[0,0]) / ((test_cm[0,0]) + test_cm[1,0])\nprint(\"Specificity: %f\" % test_specificity1)\ntest_f1_1 = 2 * (test_precision1 * test_recall1) / (test_precision1 + test_recall1)\nprint(\"F1 score: %f\" % test_f1_1)\nprint(\" \")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from sklearn.metrics import accuracy_score\nprint(\"Accuracy : {}\".format(accuracy_score(true_labels, pred_labels)))","metadata":{"trusted":true},"execution_count":null,"outputs":[]}]}