From 6b4538bc0fd7773bd4cc7f08c419a44ca978de57 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E9=BB=84=E9=87=8D=E5=BA=86?= Date: Sat, 18 Dec 2021 21:22:31 +0800 Subject: [PATCH] update: assinments1_base --- .../cs231n/classifiers/__init__.py | 2 +- .../cs231n/classifiers/k_nearest_neighbor.py | 7 +- Assignments/Assignment1/cs231n/data_utils.py | 33 ++++++--- Assignments/Assignment1/knn.ipynb | 67 +++++++++++-------- 4 files changed, 71 insertions(+), 38 deletions(-) diff --git a/Assignments/Assignment1/cs231n/classifiers/__init__.py b/Assignments/Assignment1/cs231n/classifiers/__init__.py index 2ce6171..1d3a3d3 100644 --- a/Assignments/Assignment1/cs231n/classifiers/__init__.py +++ b/Assignments/Assignment1/cs231n/classifiers/__init__.py @@ -1,3 +1,3 @@ -from cs231n.classifiers.k_nearest_neighbor import * +from cs231n.classifiers.k_nearest_neighbor import * # 等同于import KNearestNeighbor (即调用class KNearestNeighbor(object):) from cs231n.classifiers.linear_classifier import * # 查找路径 \ No newline at end of file diff --git a/Assignments/Assignment1/cs231n/classifiers/k_nearest_neighbor.py b/Assignments/Assignment1/cs231n/classifiers/k_nearest_neighbor.py index c2c2f69..d372564 100644 --- a/Assignments/Assignment1/cs231n/classifiers/k_nearest_neighbor.py +++ b/Assignments/Assignment1/cs231n/classifiers/k_nearest_neighbor.py @@ -3,7 +3,7 @@ import numpy as np from past.builtins import xrange - +# KNN类名 class KNearestNeighbor(object): """ a kNN classifier with L2 distance """ @@ -25,6 +25,7 @@ def train(self, X, y): self.X_train = X self.y_train = y + # 预测 def predict(self, X, k=1, num_loops=0): """ Predict labels for test data using this classifier. @@ -51,6 +52,7 @@ def predict(self, X, k=1, num_loops=0): return self.predict_labels(dists, k=k) + # 2循环:用了两个循环的算法实现(L2距离) def compute_distances_two_loops(self, X): """ Compute the distance between each test point in X and each training point @@ -83,6 +85,7 @@ def compute_distances_two_loops(self, X): # *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)***** return dists + # 1循环:用了一个循环的算法实现(L2距离)# 使用了广播机制,省去了一个循环. def compute_distances_one_loop(self, X): """ Compute the distance between each test point in X and each training point @@ -107,6 +110,7 @@ def compute_distances_one_loop(self, X): # *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)***** return dists + # 无循环:不用循环的算法实现(L2距离) def compute_distances_no_loops(self, X): """ Compute the distance between each test point in X and each training point @@ -137,6 +141,7 @@ def compute_distances_no_loops(self, X): # *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)***** return dists + # 预测标签 def predict_labels(self, dists, k=1): """ Given a matrix of distances between test points and training points, diff --git a/Assignments/Assignment1/cs231n/data_utils.py b/Assignments/Assignment1/cs231n/data_utils.py index 24146f8..0edfb13 100644 --- a/Assignments/Assignment1/cs231n/data_utils.py +++ b/Assignments/Assignment1/cs231n/data_utils.py @@ -8,38 +8,39 @@ import platform def load_pickle(f): - version = platform.python_version_tuple() + version = platform.python_version_tuple() # 不同version不同处理方式 if version[0] == '2': return pickle.load(f) elif version[0] == '3': return pickle.load(f, encoding='latin1') raise ValueError("invalid python version: {}".format(version)) +# 加载每个文件pkl文件 def load_CIFAR_batch(filename): """ load single batch of cifar """ with open(filename, 'rb') as f: - datadict = load_pickle(f) + datadict = load_pickle(f) # 调用函数 X = datadict['data'] Y = datadict['labels'] - X = X.reshape(10000, 3, 32, 32).transpose(0,2,3,1).astype("float") - Y = np.array(Y) + X = X.reshape(10000, 3, 32, 32).transpose(0,2,3,1).astype("float") # transpose成BxWxHxC + Y = np.array(Y) # 转成np格式 return X, Y -# 加载CIFAR10 +# 加载CIFAR10======================================== def load_CIFAR10(ROOT): """ load all of cifar """ xs = [] ys = [] for b in range(1,6): f = os.path.join(ROOT, 'data_batch_%d' % (b, )) - X, Y = load_CIFAR_batch(f) + X, Y = load_CIFAR_batch(f) # data(BxWxHxC), label xs.append(X) ys.append(Y) - Xtr = np.concatenate(xs) + Xtr = np.concatenate(xs) # train训练集 Ytr = np.concatenate(ys) del X, Y - Xte, Yte = load_CIFAR_batch(os.path.join(ROOT, 'test_batch')) - return Xtr, Ytr, Xte, Yte + Xte, Yte = load_CIFAR_batch(os.path.join(ROOT, 'test_batch')) # test测试集 + return Xtr, Ytr, Xte, Yte # 返回 def get_CIFAR10_data(num_training=49000, num_validation=1000, num_test=1000, @@ -261,3 +262,17 @@ def load_imagenet_val(num=None): X = X[:num] y = y[:num] return X, y, class_names + +# 测试 +if __name__ == "__main__": + print ('测试(hcq)') + cifar10_dir = 'cs231n/datasets/cifar-10-batches-py' # 数据集目录 + # Cleaning up variables to prevent loading data multiple times (which may cause memory issue) + try: + del X_train, y_train + del X_test, y_test + print('Clear previously loaded data.') + except: + pass + # 调用 + X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir) diff --git a/Assignments/Assignment1/knn.ipynb b/Assignments/Assignment1/knn.ipynb index 2186e9d..ef49d4b 100644 --- a/Assignments/Assignment1/knn.ipynb +++ b/Assignments/Assignment1/knn.ipynb @@ -23,16 +23,16 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "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 # Assignments/Assignment1/cs231n/data_utils.py\n", + "from cs231n.data_utils import load_CIFAR10 # 加载数据 Assignments/Assignment1/cs231n/data_utils.py\n", "import matplotlib.pyplot as plt\n", "\n", - "# This is a bit of magic to make matplotlib figures appear inline in the notebook\n", + "# 在notebook显示图片的相关配置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", @@ -44,16 +44,7 @@ "%load_ext autoreload\n", "%autoreload 2" ], - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "metadata": { "tags": [ "pdf-ignore" @@ -62,10 +53,10 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "source": [ "# Load the raw CIFAR-10 data.\n", - "cifar10_dir = 'cs231n/datasets/cifar-10-batches-py'\n", + "cifar10_dir = 'cs231n/datasets/cifar-10-batches-py' # 数据集目录\n", "\n", "# Cleaning up variables to prevent loading data multiple times (which may cause memory issue)\n", "try:\n", @@ -103,9 +94,9 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "source": [ - "# Visualize some examples from the dataset.\n", + "# 可视化数据集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", @@ -122,7 +113,20 @@ " plt.title(cls)\n", "plt.show()" ], - "outputs": [], + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": { + "needs_background": "light" + } + } + ], "metadata": { "tags": [ "pdf-ignore" @@ -131,9 +135,9 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "source": [ - "# Subsample the data for more efficient code execution in this exercise\n", + "# 子采样 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", @@ -149,7 +153,15 @@ "X_test = np.reshape(X_test, (X_test.shape[0], -1))\n", "print(X_train.shape, X_test.shape)" ], - "outputs": [], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(5000, 3072) (500, 3072)\n" + ] + } + ], "metadata": { "tags": [ "pdf-ignore" @@ -158,15 +170,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "source": [ - "from cs231n.classifiers import KNearestNeighbor # 调用class KNearestNeighbor(object): Assignments/Assignment1/cs231n/classifiers/k_nearest_neighbor.py\n", + "from cs231n.classifiers import KNearestNeighbor # 调用类class KNearestNeighbor(object): Assignments/Assignment1/cs231n/classifiers/k_nearest_neighbor.py\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)" + "classifier = KNearestNeighbor() # 类\n", + "classifier.train(X_train, y_train) # 调用此类的train函数" ], "outputs": [], "metadata": { @@ -199,6 +211,7 @@ "# compute_distances_two_loops.\n", "\n", "# Test your implementation:\n", + "# 用了两个循环的算法实现(L2距离)\n", "dists = classifier.compute_distances_two_loops(X_test)\n", "print(dists.shape)" ], @@ -209,7 +222,7 @@ "cell_type": "code", "execution_count": null, "source": [ - "# We can visualize the distance matrix: each row is a single test example and\n", + "# 可视化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()" @@ -537,7 +550,7 @@ "metadata": { "kernelspec": { "name": "python3", - "display_name": "Python 3.6.12 64-bit ('common': conda)" + "display_name": "Python 3.6.12 64-bit" }, "language_info": { "codemirror_mode": {