From 28ace6334ec8086213e2e76b7357d923d30e4ff7 Mon Sep 17 00:00:00 2001 From: JJ Date: Tue, 7 Feb 2023 00:37:49 +0900 Subject: [PATCH] assignment1 inline question1 #1 - patterns of the distance matrix --- cs231n_2022/assignment1/knn.ipynb | 643 ++++++++++++++++++++++++++++++ 1 file changed, 643 insertions(+) create mode 100644 cs231n_2022/assignment1/knn.ipynb diff --git a/cs231n_2022/assignment1/knn.ipynb b/cs231n_2022/assignment1/knn.ipynb new file mode 100644 index 0000000..2b44563 --- /dev/null +++ b/cs231n_2022/assignment1/knn.ipynb @@ -0,0 +1,643 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "303f1022", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d:\\Assignments\\ML_DL\\AI_git\\cs231n_2022\\assignment1\\cs231n\\datasets\n", + "d:\\Assignments\\ML_DL\\AI_git\\cs231n_2022\\assignment1\n" + ] + } + ], + "source": [ + "# This downloads the CIFAR-10 dataset to your Drive\n", + "# if it doesn't already exist.\n", + "%cd cs231n/datasets/\n", + "#!bash get_datasets.sh\n", + "!bash get_datasets_windows.sh\n", + "%cd ../../" + ] + }, + { + "cell_type": "markdown", + "id": "e3ea94a8", + "metadata": { + "tags": [ + "pdf-title" + ] + }, + "source": [ + "# k-Nearest Neighbor (kNN) exercise\n", + "\n", + "*Complete and hand in this completed worksheet (including its outputs and any supporting code outside of the worksheet) with your assignment submission. For more details see the [assignments page](http://vision.stanford.edu/teaching/cs231n/assignments.html) on the course website.*\n", + "\n", + "The kNN classifier consists of two stages:\n", + "\n", + "- During training, the classifier takes the training data and simply remembers it\n", + "- During testing, kNN classifies every test image by comparing to all training images and transfering the labels of the k most similar training examples\n", + "- The value of k is cross-validated\n", + "\n", + "In this exercise you will implement these steps and understand the basic Image Classification pipeline, cross-validation, and gain proficiency in writing efficient, vectorized code." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "fb87160d", + "metadata": { + "tags": [ + "pdf-ignore" + ] + }, + "outputs": [], + "source": [ + "# Run some setup code for this notebook.\n", + "\n", + "import random\n", + "import numpy as np\n", + "from cs231n.data_utils import load_CIFAR10\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# This is a bit of magic to make matplotlib figures appear inline in the notebook\n", + "# rather than in a new window.\n", + "%matplotlib inline\n", + "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n", + "plt.rcParams['image.interpolation'] = 'nearest'\n", + "plt.rcParams['image.cmap'] = 'gray'\n", + "\n", + "# Some more magic so that the notebook will reload external python modules;\n", + "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "452e9b79", + "metadata": { + "tags": [ + "pdf-ignore" + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training data shape: (50000, 32, 32, 3)\n", + "Training labels shape: (50000,)\n", + "Test data shape: (10000, 32, 32, 3)\n", + "Test labels shape: (10000,)\n" + ] + } + ], + "source": [ + "# Load the raw CIFAR-10 data.\n", + "cifar10_dir = 'cs231n/datasets/cifar-10-batches-py'\n", + "\n", + "# Cleaning up variables to prevent loading data multiple times (which may cause memory issue)\n", + "try:\n", + " del X_train, y_train\n", + " del X_test, y_test\n", + " print('Clear previously loaded data.')\n", + "except:\n", + " pass\n", + "\n", + "X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n", + "\n", + "# As a sanity check, we print out the size of the training and test data.\n", + "print('Training data shape: ', X_train.shape)\n", + "print('Training labels shape: ', y_train.shape)\n", + "print('Test data shape: ', X_test.shape)\n", + "print('Test labels shape: ', y_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "af5b2989", + "metadata": { + "tags": [ + "pdf-ignore" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize some examples from the dataset.\n", + "# We show a few examples of training images from each class.\n", + "classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n", + "num_classes = len(classes)\n", + "samples_per_class = 7\n", + "for y, cls in enumerate(classes):\n", + " idxs = np.flatnonzero(y_train == y)\n", + " idxs = np.random.choice(idxs, samples_per_class, replace=False)\n", + " for i, idx in enumerate(idxs):\n", + " plt_idx = i * num_classes + y + 1\n", + " plt.subplot(samples_per_class, num_classes, plt_idx)\n", + " plt.imshow(X_train[idx].astype('uint8'))\n", + " plt.axis('off')\n", + " if i == 0:\n", + " plt.title(cls)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b754c6d9", + "metadata": { + "tags": [ + "pdf-ignore" + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(5000, 3072) (500, 3072)\n" + ] + } + ], + "source": [ + "# Subsample the data for more efficient code execution in this exercise\n", + "num_training = 5000\n", + "mask = list(range(num_training))\n", + "X_train = X_train[mask]\n", + "y_train = y_train[mask]\n", + "\n", + "num_test = 500\n", + "mask = list(range(num_test))\n", + "X_test = X_test[mask]\n", + "y_test = y_test[mask]\n", + "\n", + "# Reshape the image data into rows\n", + "X_train = np.reshape(X_train, (X_train.shape[0], -1))\n", + "X_test = np.reshape(X_test, (X_test.shape[0], -1))\n", + "print(X_train.shape, X_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d796b6f8", + "metadata": { + "tags": [ + "pdf-ignore" + ] + }, + "outputs": [], + "source": [ + "from cs231n.classifiers import KNearestNeighbor\n", + "\n", + "# Create a kNN classifier instance. \n", + "# Remember that training a kNN classifier is a noop: \n", + "# the Classifier simply remembers the data and does no further processing \n", + "classifier = KNearestNeighbor()\n", + "classifier.train(X_train, y_train)" + ] + }, + { + "cell_type": "markdown", + "id": "55bcc84c", + "metadata": {}, + "source": [ + "We would now like to classify the test data with the kNN classifier. Recall that we can break down this process into two steps: \n", + "\n", + "1. First we must compute the distances between all test examples and all train examples. \n", + "2. Given these distances, for each test example we find the k nearest examples and have them vote for the label\n", + "\n", + "Lets begin with computing the distance matrix between all training and test examples. For example, if there are **Ntr** training examples and **Nte** test examples, this stage should result in a **Nte x Ntr** matrix where each element (i,j) is the distance between the i-th test and j-th train example.\n", + "\n", + "**Note: For the three distance computations that we require you to implement in this notebook, you may not use the np.linalg.norm() function that numpy provides.**\n", + "\n", + "First, open `cs231n/classifiers/k_nearest_neighbor.py` and implement the function `compute_distances_two_loops` that uses a (very inefficient) double loop over all pairs of (test, train) examples and computes the distance matrix one element at a time." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "74a5a4d4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(500, 5000)\n" + ] + } + ], + "source": [ + "# Open cs231n/classifiers/k_nearest_neighbor.py and implement\n", + "# compute_distances_two_loops.\n", + "\n", + "# Test your implementation:\n", + "dists = classifier.compute_distances_two_loops(X_test)\n", + "print(dists.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "7583c078", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# We can visualize the distance matrix: each row is a single test example and\n", + "# its distances to training examples\n", + "plt.imshow(dists, interpolation='none')\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "8ced2d5d", + "metadata": { + "tags": [ + "pdf-inline" + ] + }, + "source": [ + "**Inline Question 1** \n", + "\n", + "Notice the structured patterns in the distance matrix, where some rows or columns are visibly brighter. (Note that with the default color scheme black indicates low distances while white indicates high distances.)\n", + "\n", + "- What in the data is the cause behind the distinctly bright rows?\n", + "- What causes the columns?\n", + "\n", + "$\\color{blue}{\\textit Your Answer:}$ *특정 row가 더 밝은 경우는 해당 test image가 train images와 많이 다른 경우이다. 특정 column이 더 밝은 경우는 해당 train image가 test images와 많이 다른 경우이다.*\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "85044db5", + "metadata": {}, + "outputs": [], + "source": [ + "# Now implement the function predict_labels and run the code below:\n", + "# We use k = 1 (which is Nearest Neighbor).\n", + "y_test_pred = classifier.predict_labels(dists, k=1)\n", + "\n", + "# Compute and print the fraction of correctly predicted examples\n", + "num_correct = np.sum(y_test_pred == y_test)\n", + "accuracy = float(num_correct) / num_test\n", + "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))" + ] + }, + { + "cell_type": "markdown", + "id": "646967c3", + "metadata": {}, + "source": [ + "You should expect to see approximately `27%` accuracy. Now lets try out a larger `k`, say `k = 5`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "05d96af2", + "metadata": {}, + "outputs": [], + "source": [ + "y_test_pred = classifier.predict_labels(dists, k=5)\n", + "num_correct = np.sum(y_test_pred == y_test)\n", + "accuracy = float(num_correct) / num_test\n", + "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))" + ] + }, + { + "cell_type": "markdown", + "id": "ad5f595a", + "metadata": {}, + "source": [ + "You should expect to see a slightly better performance than with `k = 1`." + ] + }, + { + "cell_type": "markdown", + "id": "332cf487", + "metadata": { + "tags": [ + "pdf-inline" + ] + }, + "source": [ + "**Inline Question 2**\n", + "\n", + "We can also use other distance metrics such as L1 distance.\n", + "For pixel values $p_{ij}^{(k)}$ at location $(i,j)$ of some image $I_k$, \n", + "\n", + "the mean $\\mu$ across all pixels over all images is $$\\mu=\\frac{1}{nhw}\\sum_{k=1}^n\\sum_{i=1}^{h}\\sum_{j=1}^{w}p_{ij}^{(k)}$$\n", + "And the pixel-wise mean $\\mu_{ij}$ across all images is \n", + "$$\\mu_{ij}=\\frac{1}{n}\\sum_{k=1}^np_{ij}^{(k)}.$$\n", + "The general standard deviation $\\sigma$ and pixel-wise standard deviation $\\sigma_{ij}$ is defined similarly.\n", + "\n", + "Which of the following preprocessing steps will not change the performance of a Nearest Neighbor classifier that uses L1 distance? Select all that apply.\n", + "1. Subtracting the mean $\\mu$ ($\\tilde{p}_{ij}^{(k)}=p_{ij}^{(k)}-\\mu$.)\n", + "2. Subtracting the per pixel mean $\\mu_{ij}$ ($\\tilde{p}_{ij}^{(k)}=p_{ij}^{(k)}-\\mu_{ij}$.)\n", + "3. Subtracting the mean $\\mu$ and dividing by the standard deviation $\\sigma$.\n", + "4. Subtracting the pixel-wise mean $\\mu_{ij}$ and dividing by the pixel-wise standard deviation $\\sigma_{ij}$.\n", + "5. Rotating the coordinate axes of the data.\n", + "\n", + "$\\color{blue}{\\textit Your Answer:}$\n", + "\n", + "\n", + "$\\color{blue}{\\textit Your Explanation:}$\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5421ff31", + "metadata": { + "tags": [ + "pdf-ignore-input" + ] + }, + "outputs": [], + "source": [ + "# Now lets speed up distance matrix computation by using partial vectorization\n", + "# with one loop. Implement the function compute_distances_one_loop and run the\n", + "# code below:\n", + "dists_one = classifier.compute_distances_one_loop(X_test)\n", + "\n", + "# To ensure that our vectorized implementation is correct, we make sure that it\n", + "# agrees with the naive implementation. There are many ways to decide whether\n", + "# two matrices are similar; one of the simplest is the Frobenius norm. In case\n", + "# you haven't seen it before, the Frobenius norm of two matrices is the square\n", + "# root of the squared sum of differences of all elements; in other words, reshape\n", + "# the matrices into vectors and compute the Euclidean distance between them.\n", + "difference = np.linalg.norm(dists - dists_one, ord='fro')\n", + "print('One loop difference was: %f' % (difference, ))\n", + "if difference < 0.001:\n", + " print('Good! The distance matrices are the same')\n", + "else:\n", + " print('Uh-oh! The distance matrices are different')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0353d8bb", + "metadata": { + "scrolled": true, + "tags": [ + "pdf-ignore-input" + ] + }, + "outputs": [], + "source": [ + "# Now implement the fully vectorized version inside compute_distances_no_loops\n", + "# and run the code\n", + "dists_two = classifier.compute_distances_no_loops(X_test)\n", + "\n", + "# check that the distance matrix agrees with the one we computed before:\n", + "difference = np.linalg.norm(dists - dists_two, ord='fro')\n", + "print('No loop difference was: %f' % (difference, ))\n", + "if difference < 0.001:\n", + " print('Good! The distance matrices are the same')\n", + "else:\n", + " print('Uh-oh! The distance matrices are different')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "78b5a3cb", + "metadata": { + "tags": [ + "pdf-ignore-input" + ], + "test": "no_loop" + }, + "outputs": [], + "source": [ + "# Let's compare how fast the implementations are\n", + "def time_function(f, *args):\n", + " \"\"\"\n", + " Call a function f with args and return the time (in seconds) that it took to execute.\n", + " \"\"\"\n", + " import time\n", + " tic = time.time()\n", + " f(*args)\n", + " toc = time.time()\n", + " return toc - tic\n", + "\n", + "two_loop_time = time_function(classifier.compute_distances_two_loops, X_test)\n", + "print('Two loop version took %f seconds' % two_loop_time)\n", + "\n", + "one_loop_time = time_function(classifier.compute_distances_one_loop, X_test)\n", + "print('One loop version took %f seconds' % one_loop_time)\n", + "\n", + "no_loop_time = time_function(classifier.compute_distances_no_loops, X_test)\n", + "print('No loop version took %f seconds' % no_loop_time)\n", + "\n", + "# You should see significantly faster performance with the fully vectorized implementation!\n", + "\n", + "# NOTE: depending on what machine you're using, \n", + "# you might not see a speedup when you go from two loops to one loop, \n", + "# and might even see a slow-down." + ] + }, + { + "cell_type": "markdown", + "id": "c2e5ccad", + "metadata": {}, + "source": [ + "### Cross-validation\n", + "\n", + "We have implemented the k-Nearest Neighbor classifier but we set the value k = 5 arbitrarily. We will now determine the best value of this hyperparameter with cross-validation." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "65cef347", + "metadata": { + "tags": [ + "code" + ] + }, + "outputs": [], + "source": [ + "num_folds = 5\n", + "k_choices = [1, 3, 5, 8, 10, 12, 15, 20, 50, 100]\n", + "\n", + "X_train_folds = []\n", + "y_train_folds = []\n", + "################################################################################\n", + "# TODO: #\n", + "# Split up the training data into folds. After splitting, X_train_folds and #\n", + "# y_train_folds should each be lists of length num_folds, where #\n", + "# y_train_folds[i] is the label vector for the points in X_train_folds[i]. #\n", + "# Hint: Look up the numpy array_split function. #\n", + "################################################################################\n", + "# *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", + "\n", + "pass\n", + "\n", + "# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", + "\n", + "# A dictionary holding the accuracies for different values of k that we find\n", + "# when running cross-validation. After running cross-validation,\n", + "# k_to_accuracies[k] should be a list of length num_folds giving the different\n", + "# accuracy values that we found when using that value of k.\n", + "k_to_accuracies = {}\n", + "\n", + "\n", + "################################################################################\n", + "# TODO: #\n", + "# Perform k-fold cross validation to find the best value of k. For each #\n", + "# possible value of k, run the k-nearest-neighbor algorithm num_folds times, #\n", + "# where in each case you use all but one of the folds as training data and the #\n", + "# last fold as a validation set. Store the accuracies for all fold and all #\n", + "# values of k in the k_to_accuracies dictionary. #\n", + "################################################################################\n", + "# *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", + "\n", + "pass\n", + "\n", + "# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n", + "\n", + "# Print out the computed accuracies\n", + "for k in sorted(k_to_accuracies):\n", + " for accuracy in k_to_accuracies[k]:\n", + " print('k = %d, accuracy = %f' % (k, accuracy))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c46775cb", + "metadata": { + "tags": [ + "pdf-ignore-input" + ] + }, + "outputs": [], + "source": [ + "# plot the raw observations\n", + "for k in k_choices:\n", + " accuracies = k_to_accuracies[k]\n", + " plt.scatter([k] * len(accuracies), accuracies)\n", + "\n", + "# plot the trend line with error bars that correspond to standard deviation\n", + "accuracies_mean = np.array([np.mean(v) for k,v in sorted(k_to_accuracies.items())])\n", + "accuracies_std = np.array([np.std(v) for k,v in sorted(k_to_accuracies.items())])\n", + "plt.errorbar(k_choices, accuracies_mean, yerr=accuracies_std)\n", + "plt.title('Cross-validation on k')\n", + "plt.xlabel('k')\n", + "plt.ylabel('Cross-validation accuracy')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a35e823a", + "metadata": { + "test": "cross_validation" + }, + "outputs": [], + "source": [ + "# Based on the cross-validation results above, choose the best value for k, \n", + "# retrain the classifier using all the training data, and test it on the test\n", + "# data. You should be able to get above 28% accuracy on the test data.\n", + "best_k = 1\n", + "\n", + "classifier = KNearestNeighbor()\n", + "classifier.train(X_train, y_train)\n", + "y_test_pred = classifier.predict(X_test, k=best_k)\n", + "\n", + "# Compute and display the accuracy\n", + "num_correct = np.sum(y_test_pred == y_test)\n", + "accuracy = float(num_correct) / num_test\n", + "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))" + ] + }, + { + "cell_type": "markdown", + "id": "20cef1e9", + "metadata": { + "tags": [ + "pdf-inline" + ] + }, + "source": [ + "**Inline Question 3**\n", + "\n", + "Which of the following statements about $k$-Nearest Neighbor ($k$-NN) are true in a classification setting, and for all $k$? Select all that apply.\n", + "1. The decision boundary of the k-NN classifier is linear.\n", + "2. The training error of a 1-NN will always be lower than or equal to that of 5-NN.\n", + "3. The test error of a 1-NN will always be lower than that of a 5-NN.\n", + "4. The time needed to classify a test example with the k-NN classifier grows with the size of the training set.\n", + "5. None of the above.\n", + "\n", + "$\\color{blue}{\\textit Your Answer:}$\n", + "\n", + "\n", + "$\\color{blue}{\\textit Your Explanation:}$\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "cs231n", + "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": "3.8.16" + }, + "vscode": { + "interpreter": { + "hash": "5e00141dcb59c9550fed165717cca77960dd1735615929409445b81de918a119" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}