fashion-minist.ipynb

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"%matplotlib inline\n",

"%reload_ext autoreload\n",

"%autoreload 1\n",

"%aimport d2lzh_pytorch\n",

"import torch\n",

"import torchvision\n",

"import torchvision.transforms as transforms\n",

"import matplotlib.pyplot as plt\n",

"import time\n",

"import sys"

]

{

"cell_type": "code",

"execution_count": 14,

"metadata": {},

"outputs": [

{

"name": "stdout",

"output_type": "stream",

"text": [

"Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-images-idx3-ubyte.gz to D:/workspace/pytorch-test\\FashionMNIST\\raw\\train-images-idx3-ubyte.gz\n"

]

{

"name": "stderr",

"output_type": "stream",

"text": [

"100.0%"

]

{

"name": "stdout",

"output_type": "stream",

"text": [

"Extracting D:/workspace/pytorch-test\\FashionMNIST\\raw\\train-images-idx3-ubyte.gz to D:/workspace/pytorch-test\\FashionMNIST\\raw\n",

"Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-labels-idx1-ubyte.gz to D:/workspace/pytorch-test\\FashionMNIST\\raw\\train-labels-idx1-ubyte.gz\n"

]

{

"name": "stderr",

"output_type": "stream",

"text": [

"111.0%"

]

{

"name": "stdout",

"output_type": "stream",

"text": [

"Extracting D:/workspace/pytorch-test\\FashionMNIST\\raw\\train-labels-idx1-ubyte.gz to D:/workspace/pytorch-test\\FashionMNIST\\raw\n",

"Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-images-idx3-ubyte.gz to D:/workspace/pytorch-test\\FashionMNIST\\raw\\t10k-images-idx3-ubyte.gz\n"

]

{

"name": "stderr",

"output_type": "stream",

"text": [

"100.0%"

]

{

"name": "stdout",

"output_type": "stream",

"text": [

"Extracting D:/workspace/pytorch-test\\FashionMNIST\\raw\\t10k-images-idx3-ubyte.gz to D:/workspace/pytorch-test\\FashionMNIST\\raw\n",

"Downloading http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-labels-idx1-ubyte.gz to D:/workspace/pytorch-test\\FashionMNIST\\raw\\t10k-labels-idx1-ubyte.gz\n"

]

{

"name": "stderr",

"output_type": "stream",

"text": [

"159.1%"

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{

"name": "stdout",

"output_type": "stream",

"text": [

"Extracting D:/workspace/pytorch-test\\FashionMNIST\\raw\\t10k-labels-idx1-ubyte.gz to D:/workspace/pytorch-test\\FashionMNIST\\raw\n",

"Processing...\n",

"Done!\n"

]

}

"source": [

"mnist_train = torchvision.datasets.FashionMNIST(root='D:/workspace/pytorch-test', train=True, download=True, transform=transforms.ToTensor())\n",

"mnist_test = torchvision.datasets.FashionMNIST(root='D:/workspace/pytorch-test', train=False, download=True, transform=transforms.ToTensor())"

]

{

"cell_type": "code",

"execution_count": 16,

"metadata": {},

"outputs": [

{

"name": "stdout",

"output_type": "stream",

"text": [

"<class 'torchvision.datasets.mnist.FashionMNIST'>\n",

"60000 10000\n",

"torch.Size([1, 28, 28]) 9\n"

]

}

"source": [

"print(type(mnist_train))\n",

"print(len(mnist_train), len(mnist_test))\n",

"feature, label = mnist_train[0]\n",

"print(feature.shape, label) # Channel x Height x Width"

]

{

"cell_type": "code",

"execution_count": 20,

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"text/plain": [

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]

"metadata": {

"needs_background": "light"

"output_type": "display_data"

}

"source": [

"X, y = [], []\n",

"for i in range(10):\n",

" X.append(mnist_train[i][0])\n",

" y.append(mnist_train[i][1])\n",

"d2lzh_pytorch.show_fashion_mnist(X, d2lzh_pytorch.get_fashion_mnist_labels(y))"

]

{

"cell_type": "code",

"execution_count": 22,

"metadata": {

"tags": [

"读取小批量"

]

"outputs": [],

"source": [

"batch_size = 256\n",

"if sys.platform.startswith('win'):\n",

" num_workers = 0 # 0表示不用额外的进程来加速读取数据\n",

"else:\n",

" num_workers = 4\n",

"train_iter = torch.utils.data.DataLoader(mnist_train, batch_size=batch_size, shuffle=True, num_workers=num_workers)\n",

"test_iter = torch.utils.data.DataLoader(mnist_test, batch_size=batch_size, shuffle=False, num_workers=num_workers)"

]

{

"cell_type": "code",

"execution_count": null,

"metadata": {},

"outputs": [],

"source": []

}

"metadata": {

"celltoolbar": "Tags",

"kernelspec": {

"display_name": "Python 3",

"language": "python",

"name": "python3"

"language_info": {

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"name": "ipython",

"version": 3

"file_extension": ".py",

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