{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Title :\n", "Pooling Mechanics\n", "\n", "## Description :\n", "The aim of this exercise is to understand the tensorflow.keras implementation of: \n", "\n", "1. Max Pooling \n", "2. Average Pooling\n", "\n", "\n", "\n", "## Instructions :\n", "\n", "First, implement Max Pooling by building a model with a single `MaxPooling2D` layer. Print the output of this layer by using `model.predict()` to show the output.\n", "\n", "Next, implement Average Pooling by building a model with a single `AvgPooling2D` layer. Print the output of this layer by using `model.predict()` to show the output.\n", "\n", "\n", "## Hints: \n", "\n", "tf.keras.layers.MaxPooling2D()Max pooling operation for 2D spatial data.\n", "\n", "tf.keras.layers.AveragePooling2D()Average pooling operation for spatial data.\n", "\n", "np.squeeze()Remove single-dimensional entries from the shape of an array.\n", "\n", "np.expand_dims()Add single-dimensional entries from the shape of an array.\n", "\n", "Example: np.expand_dims (img, axis=(0,3))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "ename": "ModuleNotFoundError", "evalue": "No module named 'tensorflow'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mimport\u001b[0m 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Load the 7x7 mnist image \n", "img = np.load('3.npy')\n", "plt.imshow(img,cmap = 'bone', alpha=0.5);\n", "plt.axis('off');\n", "plt.title('MNIST image of 3',fontsize=20);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ⏸ Consider an input of size $(7,7)$ pixels.What will be the dimensions of the output if you use `pool_size=2`, `strides = 1` & `padding='valid'`?\n", "\n", "\n", "#### A. $(5,5)$\n", "#### B. $(6,6)$\n", "#### C. $(4,4)$\n", "#### D. $(7,7)$" ] }, { "cell_type": "code", "execution_count": 0, "metadata": {}, "outputs": [], "source": [ "### edTest(test_chow1) ###\n", "# Submit an answer choice as a string below (eg. if you choose option C, put 'C')\n", "answer1 = '___'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Max Pooling" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"MaxPool\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "max_pooling2d_3 (MaxPooling2 (None, 6, 6, 1) 0 \n", "=================================================================\n", "Total params: 0\n", "Trainable params: 0\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "# Specify the variables for pooling \n", "pool_size = ___\n", "strides = ___\n", "\n", "# Padding parameter can be 'valid', 'same', etc.\n", "padding = '___'\n", "\n", "# Build the model to perform maxpooling operation \n", "model_1 = Sequential(name = 'MaxPool')\n", "model_1.add(Input(shape = np.expand_dims(img,axis=2).shape))\n", "model_1.add(MaxPool2D(pool_size = pool_size,strides=strides, padding=padding))\n", "\n", "# Take a look at the summary to see the output shape\n", "model_1.summary()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:5 out of the last 5 calls to .predict_function at 0x1442bb700> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Output the image using the model above \n", "# Remember to use np.expand_dims to change input image dimensions\n", "# to 4-d tensor because model_1.predict will not work on 2-d tensor\n", "pooled_img = model_1.predict(___)\n", "\n", "\n", "# Use the helper code to visualize the pooling operation \n", "# np.squeeze() is used to bring the image to 2-dimension \n", "# to use matplotlib to plot it\n", "pooled_img = pooled_img.squeeze()\n", "\n", "# plot_pool is a function that will return 3 plots to help visualize\n", "# the pooling operation\n", "plot_pool(img,pooled_img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ⏸ What if your stride is larger than your pool size?\n", "\n", "\n", "#### A. Operation is invalid\n", "#### B. Operation is valid but you will have an output larger than the input\n", "#### C. Operation is valid but you will miss out on some pixels\n", "#### D. Operation is valid but you will have an output as the same size as the input" ] }, { "cell_type": "code", "execution_count": 0, "metadata": {}, "outputs": [], "source": [ "### edTest(test_chow2) ###\n", "# Submit an answer choice as a string below \n", "# (eg. if you choose option C, put 'C')\n", "answer2 = '___'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Average Pooling" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"AveragePool\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "average_pooling2d_1 (Average (None, 2, 2, 1) 0 \n", "=================================================================\n", "Total params: 0\n", "Trainable params: 0\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "# Specify the variables for pooling \n", "pool_size = ___\n", "strides = ___\n", "\n", "# Padding parameter can be 'valid', 'same', etc.\n", "padding = '___'\n", "\n", "# Build the model to perform average pooling operation \n", "model_2 = Sequential(name = 'AveragePool')\n", "model_2.add(Input(shape = np.expand_dims(img,axis=2).shape))\n", "model_2.add(AveragePooling2D(pool_size = pool_size,strides=strides, padding=padding))\n", "model_2.summary()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:6 out of the last 6 calls to .predict_function at 0x1091618b0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Output the image using the model above \n", "# Remember to use np.expand_dims to change input image dimensions\n", "# to 4-d tensor because model_1.predict will not work on 2-d tensor\n", "pooled_img = model_2.predict(___)\n", "\n", "\n", "# Use the helper code to visualize the pooling operation \n", "pooled_img = pooled_img.squeeze()\n", "plot_pool(img,pooled_img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ⏸ Which among the following 2 pooling operation activates the input image more? Answer based on your results above.\n", "#### A. Average pooling\n", "#### B. Max pooling" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "### edTest(test_chow3) ###\n", "# Submit an answer choice as a string below \n", "# (eg. if you choose option A, put 'a')\n", "answer3 = '___'" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }