{"cells":[{"metadata":{},"cell_type":"markdown","source":"### 📌 About this kernel\n\n* This kernel shows the implementation of Gradient based Class Activation Map(CAM) as a custom Keras Callback. \n* It uses a toy Cat Vs Dog dataset(Binary Classification).\n* This can be slighly modified to be used in a multi-class and multi-label setting. \n\n### ⌛ Upcoming\n\nWorking on a kernel to use this callback for multi-label classification of HPA dataset.\n\n### 💡 GradCAM visualization\n\n![](https://i.imgur.com/LWFcT1Y.gif)"},{"metadata":{},"cell_type":"markdown","source":"# 🎅 Gradient Based Class Activation Map(GradCAM): Intro\n\n### [More on CAM and GradCAM here $\\rightarrow$](https://wandb.ai/ayush-thakur/interpretability/reports/Interpretability-in-Deep-Learning-With-W-B-CAM-and-GradCAM--Vmlldzo5MTIyNw)\n\nThus the authors of [Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization](https://arxiv.org/pdf/1610.02391.pdf), a really amazing paper, came up with modifications to CAM and previous approaches. Their approach uses the gradients of any target prediction flowing into the final convolutional layer to produce a coarse localization map highlighting the important regions in the image for predicting the class of the image. \n\nThus Grad-CAM is a strict generalization over CAM. Besides overcoming the limitations of CAM it's applicable to different deep learning tasks involving CNNs:\n\n* CNNs with fully-connected layers (e.g. VGG) without any modification to the network.\n* CNNs used for structured outputs like image captioning.\n* CNNs used in tasks with multi-modal inputs like visual Q&A or reinforcement learning, without architectural changes or re-training.\n\n![image.png](attachment:image.png)\n([Source](https://arxiv.org/pdf/1610.02391.pdf))","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"# 🧰 Imports, Installations and Setups"},{"metadata":{"trusted":true},"cell_type":"code","source":"%%capture\n!pip install wandb","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import tensorflow as tf\nfrom tensorflow import keras\nfrom tensorflow.keras.applications import VGG16\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\n\nimport os\nimport cv2\nimport numpy as np\nimport matplotlib.pyplot as plt\n\n%matplotlib inline\n\n# Imports for augmentations. \nfrom albumentations import (\n    Compose, HorizontalFlip, VerticalFlip, Rotate\n)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import wandb\nfrom wandb.keras import WandbCallback\nfrom kaggle_secrets import UserSecretsClient\n\nuser_secrets = UserSecretsClient()\nwandb_api = user_secrets.get_secret(\"wandb_api\")\n\nwandb.login(key=wandb_api)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 📀 Download Cat and Dog Dataset"},{"metadata":{"trusted":true},"cell_type":"code","source":"!wget --no-check-certificate \\\n    https://storage.googleapis.com/mledu-datasets/cats_and_dogs_filtered.zip \\\n    -O /tmp/cats_and_dogs_filtered.zip","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import zipfile\n\nlocal_zip = '/tmp/cats_and_dogs_filtered.zip'\nzip_ref = zipfile.ZipFile(local_zip, 'r')\nzip_ref.extractall('/tmp')\nzip_ref.close()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"base_dir = '/tmp/cats_and_dogs_filtered'\ntrain_dir = os.path.join(base_dir, 'train')\nvalidation_dir = os.path.join(base_dir, 'validation')\n\n# Directory with our training cat pictures\ntrain_cats_dir = os.path.join(train_dir, 'cats')\n\n# Directory with our training dog pictures\ntrain_dogs_dir = os.path.join(train_dir, 'dogs')\n\n# Directory with our validation cat pictures\nvalidation_cats_dir = os.path.join(validation_dir, 'cats')\n\n# Directory with our validation dog pictures\nvalidation_dogs_dir = os.path.join(validation_dir, 'dogs')\n\nprint('total training cat images:', len(os.listdir(train_cats_dir)))\nprint('total training dog images:', len(os.listdir(train_dogs_dir)))\nprint('total validation cat images:', len(os.listdir(validation_cats_dir)))\nprint('total validation dog images:', len(os.listdir(validation_dogs_dir)))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 🌋 Prepare Dataloader"},{"metadata":{"trusted":true},"cell_type":"code","source":"IMG_HEIGHT = 224\nIMG_WIDTH = 224\n\n# Define the augmentation policies. Note that they are applied sequentially with some probability p.\ntransforms = Compose([\n            Rotate(limit=30),\n            HorizontalFlip(p=0.5),\n            VerticalFlip(p=0.5)\n        ])\n\n\n# Apply augmentation policies.\ndef aug_fn(image):\n    data = {\"image\":image}\n    aug_data = transforms(**data)\n    aug_img = aug_data[\"image\"]\n    \n    return aug_img\n\n# Augmentation policies\ndef apply_augmentation(image, label):\n    aug_img = tf.numpy_function(func=aug_fn, inp=[image], Tout=tf.float32)\n    aug_img.set_shape((IMG_HEIGHT, IMG_WIDTH, 3))\n    \n    return aug_img, label","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"AUTOTUNE = tf.data.experimental.AUTOTUNE\n\n# Preprocess image\ndef preprocess_data(image, label):\n    image = tf.image.convert_image_dtype(image, tf.float32)\n    image = image/255.0\n    image = tf.squeeze(image, 0)\n    \n    label = tf.squeeze(label, -1)\n    \n    return image, label\n\ntrain_ds = tf.keras.preprocessing.image_dataset_from_directory(\n    train_dir, labels='inferred', label_mode='binary', color_mode='rgb', batch_size=1, image_size=(IMG_HEIGHT, IMG_WIDTH), shuffle=True\n).map(preprocess_data, num_parallel_calls=AUTOTUNE).map(apply_augmentation, num_parallel_calls=AUTOTUNE).batch(32).prefetch(AUTOTUNE)\n\nval_ds = tf.keras.preprocessing.image_dataset_from_directory(\n    validation_dir, labels='inferred', label_mode='binary', color_mode='rgb', batch_size=1, image_size=(IMG_HEIGHT, IMG_WIDTH), shuffle=True, seed=42\n).map(preprocess_data, num_parallel_calls=AUTOTUNE).batch(32).prefetch(AUTOTUNE)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def show_batch(image_batch):\n  plt.figure(figsize=(20,20))\n  for n in range(25):\n      ax = plt.subplot(5,5,n+1)\n      plt.imshow(image_batch[n])\n      plt.axis('off')\n    \nimage_batch, image_label = next(iter(train_ds))\nshow_batch(image_batch)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 🐤 Model"},{"metadata":{"trusted":true},"cell_type":"code","source":"def catdogmodel():\n  inp = keras.layers.Input(shape=(224,224,3))\n  vgg = tf.keras.applications.VGG16(include_top=False, weights='imagenet', input_tensor=inp,\n                                            input_shape=(224,224,3))\n  vgg.trainable = False\n  \n  x = vgg.get_layer('block5_pool').output\n  x = tf.keras.layers.GlobalAveragePooling2D()(x)\n  x = tf.keras.layers.Dense(64, activation='relu')(x)\n  output = tf.keras.layers.Dense(1, activation='sigmoid')(x)\n\n  model = tf.keras.models.Model(inputs = inp, outputs=output)\n\n  return model\n\nkeras.backend.clear_session()\nmodel = catdogmodel()\nmodel.summary()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 💎 GradCAM Callback"},{"metadata":{"trusted":true},"cell_type":"code","source":"## Reference: https://www.pyimagesearch.com/2020/03/09/grad-cam-visualize-class-activation-maps-with-keras-tensorflow-and-deep-learning/\nclass GradCAM:\n  def __init__(self, model, layerName):\n    self.model = model\n    self.layerName = layerName\n    \n    self.gradModel = keras.models.Model(inputs=[self.model.inputs], \n                                        outputs=[self.model.get_layer(self.layerName).output, self.model.output])\n    \n  def compute_heatmap(self, image, classIdx, eps=1e-8):\n    \n    with tf.GradientTape() as tape:\n      tape.watch(self.gradModel.get_layer(self.layerName).variables)\n      inputs = tf.cast(image, tf.float32)\n      (convOutputs, predictions) = self.gradModel(inputs)\n\n      if len(predictions)==1:\n        # Binary Classification\n        loss = predictions[0]\n      else:\n        loss = predictions[:, classIdx]\n    \n    grads = tape.gradient(loss, convOutputs)\n    \n    castConvOutputs = tf.cast(convOutputs > 0, \"float32\")\n    castGrads = tf.cast(grads > 0, \"float32\")\n    guidedGrads = castConvOutputs * castGrads * grads\n    \n    convOutputs = convOutputs[0]\n    guidedGrads = guidedGrads[0]\n    \n    weights = tf.reduce_mean(guidedGrads, axis=(0, 1))\n    cam = tf.reduce_sum(tf.multiply(weights, convOutputs), axis=-1)\n    \n    (w, h) = (image.shape[2], image.shape[1])\n    heatmap = cv2.resize(cam.numpy(), (w, h))\n    \n    numer = heatmap - np.min(heatmap)\n    denom = (heatmap.max() - heatmap.min()) + eps\n    heatmap = numer / denom\n    heatmap = (heatmap * 255).astype(\"uint8\")\n    \n    return heatmap\n    \n  def overlay_heatmap(self, heatmap, image, alpha=0.5, colormap=cv2.COLORMAP_HOT):\n    heatmap = cv2.applyColorMap(heatmap, colormap)\n    output = cv2.addWeighted(image, alpha, heatmap, 1 - alpha, 0)\n    \n    return (heatmap, output)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"class GRADCamLogger(tf.keras.callbacks.Callback):\n    def __init__(self, validation_data, layer_name):\n      super(GRADCamLogger, self).__init__()\n      self.validation_data = validation_data\n      self.layer_name = layer_name\n\n    def on_epoch_end(self, logs, epoch):\n      images = []\n      grad_cam = []\n\n      ## Initialize GRADCam Class\n      cam = GradCAM(model, self.layer_name)\n\n      for image in self.validation_data:\n        image = np.expand_dims(image, 0)\n        pred = model.predict(image)\n        classIDx = np.argmax(pred[0])\n  \n        ## Compute Heatmap\n        heatmap = cam.compute_heatmap(image, classIDx)\n        \n        image = image.reshape(image.shape[1:])\n        image = image*255\n        image = image.astype(np.uint8)\n\n        ## Overlay heatmap on original image\n        heatmap = cv2.resize(heatmap, (image.shape[0],image.shape[1]))\n        (heatmap, output) = cam.overlay_heatmap(heatmap, image, alpha=0.5)\n\n        images.append(image)\n        grad_cam.append(output)\n\n      wandb.log({\"images\": [wandb.Image(image)\n                            for image in images]})\n      wandb.log({\"gradcam\": [wandb.Image(cam)\n                            for cam in grad_cam]})","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"## Prepare sample images to run your GradCam on. \nsample_images, sample_labels = next(iter(val_ds))\nsample_images.shape, sample_labels.shape","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# ♣️ Callback"},{"metadata":{"trusted":true},"cell_type":"code","source":"earlystoper = tf.keras.callbacks.EarlyStopping(\n    monitor='val_loss', patience=5, verbose=0, mode='min',\n    restore_best_weights=True\n)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 🚋 Train with W&B"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Initialize model\nkeras.backend.clear_session()\nmodel = catdogmodel()\n\n# Compile model\nmodel.compile('adam', 'binary_crossentropy', ['acc'])\n\n# Intialize W&B run\nwandb.init(project='gradcam')\n\n# Train model\nhistory = model.fit(train_ds,\n                    epochs=20,\n                    validation_data=val_ds,\n                    callbacks=[WandbCallback(data_type=\"image\", validation_data=(sample_images, sample_labels)),\n                               GRADCamLogger(sample_images, layer_name='block5_conv3')])\n\n# Close W&B run\nwandb.finish()","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}