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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 9.1 图像增广"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:44.323427Z",
"start_time": "2019-05-29T14:27:43.032842Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.0.0\n",
"cuda\n"
]
}
],
"source": [
"%matplotlib inline\n",
"import os\n",
"import time\n",
"import torch\n",
"from torch import nn, optim\n",
"from torch.utils.data import Dataset, DataLoader\n",
"import torchvision\n",
"from PIL import Image\n",
"\n",
"os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0\"\n",
"\n",
"import sys\n",
"sys.path.append(\"..\") \n",
"import d2lzh_pytorch as d2l\n",
"device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
"print(torch.__version__)\n",
"print(device)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 9.1.1 常用的图像增广方法"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:44.619786Z",
"start_time": "2019-05-29T14:27:44.326107Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fa9fbbc70f0>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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" <defs>\n",
" <style type=\"text/css\">\n",
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" </style>\n",
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],
"source": [
"d2l.set_figsize()\n",
"img = Image.open('../../img/cat1.jpg')\n",
"d2l.plt.imshow(img)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:44.625705Z",
"start_time": "2019-05-29T14:27:44.621800Z"
}
},
"outputs": [],
"source": [
"# 本函数已保存在d2lzh_pytorch包中方便以后使用\n",
"def show_images(imgs, num_rows, num_cols, scale=2):\n",
" figsize = (num_cols * scale, num_rows * scale)\n",
" _, axes = d2l.plt.subplots(num_rows, num_cols, figsize=figsize)\n",
" for i in range(num_rows):\n",
" for j in range(num_cols):\n",
" axes[i][j].imshow(imgs[i * num_cols + j])\n",
" axes[i][j].axes.get_xaxis().set_visible(False)\n",
" axes[i][j].axes.get_yaxis().set_visible(False)\n",
" return axes"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:44.633413Z",
"start_time": "2019-05-29T14:27:44.627482Z"
}
},
"outputs": [],
"source": [
"def apply(img, aug, num_rows=2, num_cols=4, scale=1.5):\n",
" Y = [aug(img) for _ in range(num_rows * num_cols)]\n",
" show_images(Y, num_rows, num_cols, scale)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 9.1.1.1 翻转和裁剪"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:44.909361Z",
"start_time": "2019-05-29T14:27:44.635038Z"
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},
"outputs": [
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"text/plain": [
"<Figure size 432x216 with 8 Axes>"
]
},
"metadata": {
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},
"output_type": "display_data"
}
],
"source": [
"apply(img, torchvision.transforms.RandomHorizontalFlip())"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:45.172398Z",
"start_time": "2019-05-29T14:27:44.911747Z"
}
},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 432x216 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"apply(img, torchvision.transforms.RandomVerticalFlip())"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:45.452910Z",
"start_time": "2019-05-29T14:27:45.174722Z"
}
},
"outputs": [
{
"data": {
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"text/plain": [
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]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shape_aug = torchvision.transforms.RandomResizedCrop(200, scale=(0.1, 1), ratio=(0.5, 2))\n",
"apply(img, shape_aug)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 9.1.1.2 变化颜色"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:45.711617Z",
"start_time": "2019-05-29T14:27:45.454846Z"
}
},
"outputs": [
{
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"text/plain": [
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]
},
"metadata": {
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},
"output_type": "display_data"
}
],
"source": [
"apply(img, torchvision.transforms.ColorJitter(brightness=0.5, contrast=0, saturation=0, hue=0))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:46.056185Z",
"start_time": "2019-05-29T14:27:45.713461Z"
}
},
"outputs": [
{
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],
"source": [
"apply(img, torchvision.transforms.ColorJitter(brightness=0, contrast=0, saturation=0, hue=0.5))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:46.349046Z",
"start_time": "2019-05-29T14:27:46.057792Z"
}
},
"outputs": [
{
"data": {
"image/svg+xml": [
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"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
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"<svg height=\"168.578814pt\" version=\"1.1\" viewBox=\"0 0 356.2 168.578814\" width=\"356.2pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
" <defs>\n",
" <style type=\"text/css\">\n",
"*{stroke-linecap:butt;stroke-linejoin:round;}\n",
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" </defs>\n",
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},
"metadata": {
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},
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}
],
"source": [
"apply(img, torchvision.transforms.ColorJitter(brightness=0, contrast=0.5, saturation=0, hue=0))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:46.794113Z",
"start_time": "2019-05-29T14:27:46.351551Z"
}
},
"outputs": [
{
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"text/plain": [
"<Figure size 432x216 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"color_aug = torchvision.transforms.ColorJitter(brightness=0.5, contrast=0.5, saturation=0.5, hue=0.5)\n",
"apply(img, color_aug)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 9.1.1.3 叠加多个图像增广方法"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:47.176935Z",
"start_time": "2019-05-29T14:27:46.796137Z"
}
},
"outputs": [
{
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ACxEEKWohoivqZFtVVr+/wPC2nfDDVmOOwXuf+wR/+fh/MuE0rdHYza6B+7o6x91fuhvPk/yrD3+c2//nu+ALEdvlHhPPXgJKElY1Q8UZbv7+O/g/9o7y2eDznD9x1rBjYjS4UbkCUgmuwNEpn5AfJXYchopZkiVBQZepB22KpRzlbI71VoDjwIjawLmLszjKJ5UxNV3n/h8+iI4kg/umGB6oMLR/hOxAFXHJR27N4h4q2hCPNKLhCKjmzOdBjBmx6MMAyCVNJqqgZjsMZ7bDDDAHjEO4M+L7v/NniECiYoVwBNqzCsABwZCrhZeg2wKZ0czsGOe7n/omm0/sh65vuCMBjnU489KrNPIRBz+1D3lPkWcf+1M+8sVPULu4TlcJo46FgFhRdD0+NvYB9tQP4bc7jO2cxL0sKG6uwFqHSm6ES7U5Wt2Y7Vs3seIt8/ILrxFk1xifmuSuf3YXxctjDO6pUP1HQ4i4YBb+LPBN4NPAJv7r8R1gEthjifRljDF8GWMwznXhUAbuBUaBV+G237qdI80T4HWIFhKj8F3QgRE5QVloupJraaViiluWHLplL0/e+HUK50apP1anFde41Jzjjp+7H/Y7sKKJFq6yfmCZJ45+h4ce+yy12TYD7RJ3FO7hpz/wfvympHW0xabpMVorMSrSbNo7QeNoC6l91oM6i+MrjE6M8eqR1xgaLbHlvm1sfmADufNj5L6X4nxsHO6SBt8GgCPAbwGft5zbMzR7owacBbZYbjoDbLTHtjAhEQ+YhtWFZe791P28euUEup1c4xxSQyTaIDwQlFztjafE5zEuSRZEB3RWUKkUeHr311l8fJ0pfxtbb53Ev3/ExpcU+CHpCy1Od17lyt5lLsTHSL5UZfKeEaZvGaZxvMnE/ASj01XOHl5luOJSGRlHn0yYXV1G7U7Q65r1lTUWWeKBf3o3Qz+yC5EFLvrwdeAXLW4c6k+ch4Df+Vu4qDdaGBuHNxHxUWAn/Ovf+BS/+zd/QthZpjOYouK0H7rtJUR6fmUXJJEmnhWGi7oCQmHsL1eyPtvi/7z0OcSYpJVdwr9nxDiLMcYo/JuY5mt10kQwcnmAcFbh5hQ33r0FkXPYsD7Jtu2bSK8EuDJm+sZ9DEzMUBz0GCoWmZnczkY9xcD0AB/68E8yeGATNLvQsSFlDZzDaM4zXAuCkdj//q6Rve7z8nWffxhOLr3Obz/7X+isrMJgDs8tguMYxVMQBtfgDW6KiyuhHRsscQRoh0jGECqkD381/yT//hcfIlsbhCkFVzRcFfDdiFTEiM0dCmqEF+Z/AMcV42Nj1J5fY+bGLZSzw4jBPMODm6gen8O5e4Doz88hpnw2cCOymqLECLliHt8twbQwHLATM+nbgJfs+19iMGXM7vYaRpz+trGOiSwATBkiP/mpR3no+Ke50jhPJy9JBhJ0O4I8CKnRLohQowVGYfUisSE4xOrhaxfXBnRxMCp12KHbTLl/6+0Mnixy5dsL+GGKuxgS+Ut4IyU6rSYX6lfoZlsUx0cYrpcZHZ5kJD+Ii4czWYTARzZLUEpwkkGcZgXhuahbJTL0ydxThrc5BmyVXXwKPGGJcjdwGHi7XUANeNFY0SwI2PAmIuXpR1oPA2dh4+oGfv/o7yFymiDV6DRBIBBCIp0sTh7SWCGkQHYF2jq6rhK40rHBJuCdY7dzx+3TtJMK60urRFGNk5VzJJ0K4Yjgxgf3IOoF6IB8tcNSdIFLXORqPI/n5hnfXiC8oph7YZGtahpR8mEugWwbAt+o4/PAsIIDEjkr4W3ABWVwRgMXLWE2YXCoiIlA/AImagDw4xgK/CFwATij4V5htFpvfAuj0SJgF3grGX5p9d/yTzv/jPQG8GKX1E3ohgohIE1jwyepRocY/7CjSZY0zi/+h194ePPe7WRXOrx343vxyTF1Ux416nDLgQMMFMe5Y8vNbJ/Yhjs9Bp0I5kJa6zWacZtmCwa3VilmCwSdmPXXGmwZ3UpyOSTvZxEHqzCQhfMW85rAgoK8gLKAKIUtLtxiF9cChjFgu8USqUo/9HH92I+xmG8RRhSvj8M/jYnTz2K04jnBhpVhprpTfDX9GrFOST2X4lCOMOqYkEpMP8V93ct58B0PPLz++jwHJ29hbMcYG50NLJ6rsXlwMx3VZqA6wH0bb8NTedTlmJQuKu6i6gmt5Q4XmGfillGqFPAbkk2FMYZaExQqBdyVCmItgpoDHRv9FMC0hNuEwZqz1hC8wRKmhMEc7Pcqf/fo5e95E4EAvmKvuYDhxJbAL/rsu2s3p/76LMed19B+QjdJIEjfEKYRsehHRovg3Dl88OGBsMqWTdtoNE+zefwj3HT3ASaqW5g6OMPa8gr7d+9DDg4iz3k4axmc2hpzV5e5tD5PYSbLSK7AaG6MqhphaHAj7pKH71YRgYsIMoY7XNdoqPssB9yIAcdpS5QEgy0u//1DvOn7YUvgEGMzHcTMYcJBrju8M7udq2dXOFOcR+UUupleF8fijdkjH5xoLn34vn134AbwwmOz7N16gMpEluidk+xJx/AKTeYeXWW8WEEMxqRRk6uscLWxwmI8y85d26h4gygVUypvQGwt4aR5RCARvgOXFeR8uBCZIoz3AbuBSxjXILYEG6Rv2/yPjsQubhNmQ17HiNshTNJhAehKnKckB5hm99w+Hku/BRVpxK2XxfFA5iTCAZ0HZ1d+18ND2UF2bN/BULcAK5Kx0SwjhRGKAz6d5kXOfvcqU6Nl/LUCcb1Jly6qAwz4bJgYoziSx9dVZDOP2OPAlIBlCS1pRC1MwPEMp/wosAuDO0vAvF3YCP30+t82enGvv2/00kAhcAKjCW+29+litOISuH6OfJylohTL7XWOF04iEgyRrOGtWxoHiSqAsznd8PCDd9zJve97N9957FsMZiTjpV1UlkO8Ox3Umqb20jpXzy+jBhThQAvXkwRrHUZHBhktjeFmXdzFccRKC4ZzsJia3bnLTj5r48n7gB0YQM3Z9yGMKKwCm/8eAvy3CAT9PP6LmHs7GNF+1RLvFIZTRiWOr8jpLAcKO1lbqnN87JTBJb9f76BiU1XjbHU3PZxdTtj2Y4fgyTbbb96JqjZpZbsMzRS4+L2zLB+pM8883fUu/k6JHsrSaDQZL01QGJ9AJDljZDaysCTBlwZrpCVEBeNMPoRR7xP2vWB/n8a4G+P/AEL8faON4cZN9HFuzM5jFHjBEtIH4Tr4AxmyQxm2NPfx9dlvEuY7hlAeNvRrriHfu+k9vO3emymkHSr5EpP7ijS9NaqVHKKZY/W1VVa7dXZP7EYHitqFEEdLNkxOMjg6TDJfI+3G0OjCmttPHtQx7D2DMQIfwDia4/TFStHPUFTt97cyeqZCj+t6RuZJjHjvsr9NA9MejPi4zQyVbJfPbP8kbuwYr6NnBqRACHLHtmHKQQVWPDZu3Mjrj1yiOjZOOeOhj8Nrj52nuD1LrpgwcesG3n737Yg1WIk7sKOKDrs4bhbyRWPX7MNwyLAl1O2WUDdiLOHrwTmw78L+92Y1/lZHL8V9HvSvrcP/hLHHxoAZDVt9ctVhxpnggHg7/+/Wz0FW2KRDn9jOZz/4yw9PDA1w7uxFxgbGGd5d4cpyjRFRpnF1lcXmKtXpKgPZIpOVcfxmhpLyWXc6jBSncPyCsYGyDoTW6h3ABLQijA+2BVjEcFjhukVk+xMhzz8Md/57RorhiC+DOJBBXwkR+z0zl6vCJCknJLnpHIPjPoOxIrrkccQ5arLNNqPsTt+1l2htjY0vOyzMLbPN24x7ZY2OCJl9bA65RVL1s6z6DappFX05JFcZg5UIZgRkElRaRzIMo57ZgXuBoxg1/xpGxEKMUzpyHTGuJ0rPRmnZ9xxvbST0S453AM/HnF16mpnqrXi7yuaYGJgQsO6Tb0yyYzLHx4KARw5/lcVs02xiBSQ3AfcNkN8/hOwoEtFErXXohgG54gAVXSST9YmXYmq6RTLisli7imhBuD4HywkiyaIuLJgFxpjwRBlzk1vp58CuY+H/alxXWcLVt0ggMET/AWaTRiFutcg2t3D2S0eNIjmIcagBBhxodEkveoxPjlLNDhjgj7AlymPgj4L42CRXbvMIl0N23beJ154+xfDWPGO5MbypLIG/RjlbJtIh0XjKSr3G4R+8iu6k6BMNOqci6GjDQY9hjDmBAet77OK3/AMWl+GtazkwpsBBTATBA7nqwjGX7S8eIv6VNViNDbF2YTRyp4Bf7LKtOMPnH/wM0pEGIusgn5qNeeZ8Qu0vEvZeGKfVWODiNy/iBeOM7J2gsKGAckFUBYuVedIDPi2xTGYsS0u0efL89xB3DFA4MG6SACeVIcjIdYtuA9swHn4TA9gK48G/eUgMR77VUeQN5ULqVc3GLZtwi3m8CwPwuEJfSOFiZOJpm5uIg1mcQwX2HdjJzvwNKC0hB+5v/vzHeeGF71Ov14noUiz63Dl9GwOpz7Pf2smGaIDtm3chhwo4Y3nC0yHNY9Ceq6HbCjmm+aMv/zYf+8l/iXsyhsSD54A7MNz0KMZIXMGo/kH6ZsBpDNBnMObCIP26oLc6FCbgpoCXwdtSMaZGAWjG8Gc+6WOLuH80brRdzoXhhHSlSXJY8aP+PXw2ewIdStw/f/SPTU+JI0BpQhHxjdPfxulCpvkkQT3g0LcO8enb/hcmHY9XvnWUtXqHW3bfxMbJcdRSyM2bD/LHv/t5fvIjDxn2LQB/gMGlUYyWGcQE8asY7dfFcNQ8ZpK9kfLWQRuM+TGEURZnMBtTB0ZgZbnOcDREWvNRr9bxd1cgI1BXItJ2l/nzc/hNgRtq4pzGIdUP40pDKI0hViJQqSDpxOhUc/X1q8zVFxk4WWT9pRXclSrqZYcD7i7KW7eT7w5yYP+tXHj+KNVtw4i7HNiLEacEw1URRuRy103+KsaeGqRfQNWrJX+r45i9T9feaxaj5VY07hI4DYelRo3XTzzHxr3bIQaxkEBNohuS52Zf5px7kYZo4yJ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QtgQ5FfaxUDwRkORxAluRZ1dGm1rx7t1bYk5UpqLpGqbRUVmNUgpjKpYLQaeNZYxgZkekYK2YKWMUkGJgigs+eGIMLINHa0kWhSbJ8pILOWSkkaQxo4Xg47sbFInWGIIUtE0HUvIPX3/DeVmIMVM1ihgEs7Ilu2TpauhyRHIIQEBIW/hiacAKhK4LcEwJkTIIW2IYQ8l/50uELse0TJoZtCz1SknyeSCKclTd4lmOR1CG1DWQJSmeOZ0O9KtVmc1CQNcNWha+nBQQF2xWGY33jpLvgiwSyWdspYgik4RCpxRBSWT0VJXi9nrHZ/d3tKsWnRPjsqClxKfMlz/6nO8+PJIyHE97Fu8LxywEaSkLPgSl/YcIUpZs0pdy5x0RDcFfapgHYZBKE0kQRdl76aoEJl06p1CwuFLL0uU1Zc+WUzmKqtKlG+WI1poYAs+HIzJFQvC01iCMxlrLsiwoCUYpQKLkghAabRXL4pFakkMk54SqKrRIkUYb7nY77tcNOjpUWJCxcD+v714yPO2JMaCnhX/yh3/A6FzZOmTJ24d3fP31t7z59h0xJwSBFEtGVmRsFrRdzfk48nq9JlcWP86YHDDaMguYnOPkInOEJWeinxHyAg++r3falsAC2BpyoToggrXEKNGmoOngfGkUpgzIIgtO40gvBLmqiD6QL4BzGh0+RDyZSmqUWHA5QhbIJLFWon/xySv+4KdfkOeRPE6EJRS4/nwk1oZFQqUVwzBhyaRpoBKSq+sbVFXx0Scv2DY1r9Zrnh6e0QYMmbQsCBcQKZBF5uZ+C86xqTpG77FSU3Utul2RSdjK8vy858N+j5KK9WbLw+HA7BwuwOM4kaRGGUNSBilS4aOUKtgsTAQnSz3LIIREhUiIJdOm84QQivO4oLQAAdO0lK7uPTIGZueQUmFkIguJsopffvoJ6j/5sz/9VdVUjMPA7tUros6stlf02w2qaQjDTNev0FpSCcN0PtIYy+M3b5nGgabvuHv5kjhObNoGHyPPxyPb+xf4ZUIZQ9uv6NsOEcr6StcVurL06zXJZFabDd7PiBCYjydaa9FCcHd1za7vWBvBXV2xaw2VgnE4EnzBXyXTLv08yxK0VDIwxVIrpdIoowmuTPXKKIwxGFOTg2May+o8h0hCYID7+xv+wz/6OV/e3aD++//uL3/VNDXTfs/29o71zY5VvwElePnxp3Rdg9SFFxYxM4znQm84jzKC4XSi7nuudjf46cz961dM01Ao1trQrDewBKSW4AO2qnA+oCrL3WZHt+6ZhpHj40Phf4TBVIVB1NX3y0KNkgJrDDIn2soyhkQhW0rmlA2G+AHxi+9HJFGObcoJpQRCqAtbYMiyHOVxOOFDLMN2zmxWDf/yz/4Fv/jJFzQS1F/+6z//1ccfvaRra3otef3pF9zc3/Hy49fIyvDLX/4Rtu355LPXSAHX7RqbM1mAMhoRIZwH7NWGumpYxjPXuw3DeWY6DEW5YTXT8cDsXam7QvDq49dMIaDrmqf378iDQ9saazRumtnutgX0pUxbVWitGc8jbWXpqpq7qw0fnh4vPDilNiEL9sr5B2AqLusfeaFuynEstHCMhVOanUMnCONArzN/+W/+FTsid+u+aAb+l//23/6qa1u0NtTzxM/++A+J00xrLR+9ek2lDddXG5SSrPsV8bRnU1tckmxvrkgxUNUVlbXcfvIJWUKcHUpIXnzyiuF4Yv/0jK0qamWQslClfnFsr6/wbkFkgR/GQgmHQN0WKna9WmGVhhDwbkErynYZyaZfU6fM/bbjcDgRpASpEUoWhCjEpbCDULIQdyGQU7yAZkiLI00DWlmSm/n5R6/4819+yU8/+xg5zzx9/Q276y3qf/jP/8Wv+s0Go8DGzM2LO3SGqjK8un9B07RUMlNpxf3tPesahFvoJXyYFn7xiy9pmpZ+3VN3LXNMNKYG78lGc//pa7Y317z56iv2xz1N3ZDIaCGZzmd2V9dUdVNI/HlmvdkwLxNd29A2DVoLhvNIXVmMVChluLm7Yw4L0zRSaUWTE8fvaV4fS1blDOoyaEtddm4XAlBkUeibVEaa/+zP/5z/9J/+CX1YcB/eMh2PvPjoFUoKKgKyEhDmkTp57u9uEDmRw8Ju1WOUoF+1Rc0RQ5mag+fnP/2CTaWo3ULT97z45COyEAgfWPcbpK2w2hKWBT8tVF3N/dU9Uip8znhgWTxGG1xwZJlY3FK46xCo6xprLeHCVHrKsB1DQkvF4mYskhxmalOz3a5oU8ICQqSCtcT3R04QLqwjPkAMSC5CiJT5t//VX/AnX/6Yq0bz8y8+RUrN9P6B4fEJIyXuNKH+x3/1z3/VNB13N1fMw4CThloktrvrAvPtBQn6mZeff4H2C/s33+COJ5Z55JM/+Cla13z+2afMfmH38rbwUqsVZpmY9mfG85Hu45fc3lwzn07kFHEpsiwTTdOjqoamqsg5IGIucpvaEl0gxEjT1NT9inEZycvCohNGGqQrdUhYzRdffIafBiYfyLEsJpG6BCsESB6pLVmANJaf/ewL/uM//iN+8fqGz26uMFLQ1pbx4cC7b75h//U7KmuYj3vU//Rv/uxXG2U5Hp/ZvbhDqYwIgbZpSdZQNy3jh7cYJVm9+IhaS87v3nB4fCAjeP3Fj7m6v6NqG9I4cXzec317g4oJhhOnp2e6rqJte9r1juPhwE9/8hO+/fYN43mh1poQPVebK6ZxZtXWZJFx04BShrquiW6mXq9JcyASISvapqJuLNM0FomggNvNmhc3NyznE6SEi7l0O6VRWoKw6BT5sz/9p/zZP/sTmpwY3nzHVV9TqTJM11XFu99/i/OO4/MB5xfkpl1hjOXm+ob26oqrq2vaVYeqNFlpck6Mx/2FjZwQlSVlqG3FZrXGSM393T2QSX7GjiNra7m7vib4ASMFVhlEDKx2G774+c+RxvDjLz5ju13jU2QeBk7TiKgN0/lM9p6u64rMZhwRQlBbU9bpVYO+1KZ+s6XvV5ASV9sdsrJ89PFLPv/kI3ZIGplQMkMsC9CPX93xX/7Fv+Szmy128RiRuVvvmA8HWBZ0znTrlvVujdIKN4ykkFD/83/zr3/V3e5Q1zty2yGWBSTYq12R0+WE8JH+6gpTVaQccU9PDB/eIrTixWdfICuFmCZqa7HBoyRMzlOlzPL+HfM889EXP8Y2DavNmvF05NWLO8bTzPPzI4224D3eR4TSNE3Drut59/49pMTmes2r21f02zWnpz0IiVQKWSmapiq6AS357Kc/Y1w8tdJwPrNtOtZa8s//4r/gk49e8JNXd6xINMkhp4V+vSK6IiVqm5pKKUSGbrNiOJ6IKSGTRNv1Cro19vY1IUEYTxhlSClDnEiTo2lb4rJgb2tkKnc1TpFPv/yCfrcmO8fw/j3Nbo296ljmhdVmw9fvLbebFa9316xev2J0M4fJ8eUvfsGv//3/zh/+8g/w84BuGsQwsm1qupf3nB6feH5+pq8buq6hERqfPMswYVuDmSJJCG62Ow7PB9q2wW42RSB7dcX1zQ3CKB7//h9Y1xKWkY0yXNmG8emJ2c+0fSQZwW67RgtNSB5CQGZJt+55/fFHjFcjb3//LZIokN6RDk+QZmRVI6oG066QfYtuKoJMVG0NMeHOIzkH5sUzTwPSKqwurdIdD1jhYRk5/O63MB64vb/ietPx6UcfUVvD3W7F9W7DZ59/zs3dhn/yH/0H+PPE+mpLZzV3XcvHL16QY6Rdd0QpkBcW09aWn//4Rzi/YLRg2D/S9y0v7q6Jj0+stUYqjRZw//IeR2K16kjzgo4LbjxhjCKHwOnxkfh8ZHh4RLiAG2aWyV92hoLrj1+w2W1xIiFTFrhpII4HVAqISPlQKaFkA1phZZE6TacT/vCMOx5pK03UDel8ZnIzzi2kecYIybqrqU2ili1Wa5rGgp/47NVLVm1Hjonb21tu7m8RVlDZjIuRqqkwKmM0fPT6NTZHWqlouo4lJj56eUfXtexubqlj5uX9LZuqYgme29sbVF2YgnF2hGVh26+YJ4ecPTlE3DCBzCQhgcTzwweOHx7Zv30DKTHPE+d5IV+mHdE16LsrZN2WITZHAapCXeamFDz5svhz0wiUD29yxA8TWknuX7+AFJFuhuORyo3kEPHTTBwWpFjQUnO72VIpQbvqkSFwvevZGsXz19+wM5ZPX37EVVNjXKGKhRLExfHy/gXtpqdb9YR54HgeWG+v+enPf4ISsFn1XN9c8+MffU5aFvLikCGgKZ8hxcIlvf/u94TZsT8dGZ9PVHWNXq/Qdct0nHh498jweEBkiQ8JLyS6X9Nc3fDqi5+g8+ois0NhpCGHAe8WbF0j3EIWqgC68wGjEsNXvyNOZ/quwo9nkJm8zLjTERZFe3VF2/eMw4hfFm5vCstZWcWwzNRWk72jqQwZzdVNy+12y//2f/0Nm01H17Y45xFtDWSubq857o9sVmvuX96xf/7Ah2/fsu7WSKlo+x4vMlSGWgpevn7Fb37zD7z9u38AQJsKUxsQssx5sSw9dKOpmp45ZfziePjugSuhCbUnHI48fnhinhdefPwKnbKi7lYIpYmzR4qyfknOl1nn+Iz79iuc99jkyoyVEv1qze6Tz5HrDeHpA1X/HYSiltVtQ7c4xucDw+mRWm3YdWtsZRm+e6C+WkHb8cmnn/F3//dfUVnDF+OP2L/5mn69pl91/H4cEaosFFopuLm6YbfuCMOJTbvmMD9CjgiROB+PGF1BDjy/f4fIsNutGMcJ52Y2Vy8IYcEaW7qu0QgfiTJj25bU1pxPJ/Q44M6CaZ45n04Ya3l4fETH8xllFW6eqLRGqyJ+WE5HTAqMb75mfPMGhKDd9oS6otGW5uYWeX2DrAziOSLixPazT+hevCzChONIXTfIytJvtizLjCThsqNLkcHNkBO3uy3tZsNX/9/v2F1vqboKBRwPB9rNhtrUeB/45qvf8qMfvUR6h9WCtu+xVY1UmuwTQkm22zXz4qhC5PR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"text/plain": [
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]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"augs = torchvision.transforms.Compose([\n",
" torchvision.transforms.RandomHorizontalFlip(), color_aug, shape_aug])\n",
"apply(img, augs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 9.1.2 使用图像增广训练模型"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:50.991426Z",
"start_time": "2019-05-29T14:27:47.179107Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Files already downloaded and verified\n"
]
},
{
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"text/plain": [
"<Figure size 460.8x230.4 with 32 Axes>"
]
},
"metadata": {
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"output_type": "display_data"
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],
"source": [
"all_imges = torchvision.datasets.CIFAR10(train=True, root=\"~/Datasets/CIFAR\", download=True)\n",
"# all_imges的每一个元素都是(image, label)\n",
"show_images([all_imges[i][0] for i in range(32)], 4, 8, scale=0.8);"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:50.996901Z",
"start_time": "2019-05-29T14:27:50.993693Z"
}
},
"outputs": [],
"source": [
"flip_aug = torchvision.transforms.Compose([\n",
" torchvision.transforms.RandomHorizontalFlip(),\n",
" torchvision.transforms.ToTensor()])\n",
"\n",
"no_aug = torchvision.transforms.Compose([\n",
" torchvision.transforms.ToTensor()])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:51.003553Z",
"start_time": "2019-05-29T14:27:50.998826Z"
}
},
"outputs": [],
"source": [
"num_workers = 0 if sys.platform.startswith('win32') else 4\n",
"def load_cifar10(is_train, augs, batch_size, root=\"~/Datasets/CIFAR\"):\n",
" dataset = torchvision.datasets.CIFAR10(root=root, train=is_train, transform=augs, download=True)\n",
" return DataLoader(dataset, batch_size=batch_size, shuffle=is_train, num_workers=num_workers)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 9.1.2.1 使用图像增广训练模型"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:51.010527Z",
"start_time": "2019-05-29T14:27:51.005395Z"
}
},
"outputs": [],
"source": [
"# 本函数已保存在d2lzh_pytorch包中方便以后使用\n",
"def train(train_iter, test_iter, net, loss, optimizer, device, num_epochs):\n",
" net = net.to(device)\n",
" print(\"training on \", device)\n",
" batch_count = 0\n",
" for epoch in range(num_epochs):\n",
" train_l_sum, train_acc_sum, n, start = 0.0, 0.0, 0, time.time()\n",
" for X, y in train_iter:\n",
" X = X.to(device)\n",
" y = y.to(device)\n",
" y_hat = net(X)\n",
" l = loss(y_hat, y)\n",
" optimizer.zero_grad()\n",
" l.backward()\n",
" optimizer.step()\n",
" train_l_sum += l.cpu().item()\n",
" train_acc_sum += (y_hat.argmax(dim=1) == y).sum().cpu().item()\n",
" n += y.shape[0]\n",
" batch_count += 1\n",
" test_acc = d2l.evaluate_accuracy(test_iter, net)\n",
" print('epoch %d, loss %.4f, train acc %.3f, test acc %.3f, time %.1f sec'\n",
" % (epoch + 1, train_l_sum / batch_count, train_acc_sum / n, test_acc, time.time() - start))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:27:51.016923Z",
"start_time": "2019-05-29T14:27:51.012423Z"
}
},
"outputs": [],
"source": [
"def train_with_data_aug(train_augs, test_augs, lr=0.001):\n",
" batch_size, net = 256, d2l.resnet18(10)\n",
" optimizer = torch.optim.Adam(net.parameters(), lr=lr)\n",
" loss = torch.nn.CrossEntropyLoss()\n",
" train_iter = load_cifar10(True, train_augs, batch_size)\n",
" test_iter = load_cifar10(False, test_augs, batch_size)\n",
" train(train_iter, test_iter, net, loss, optimizer, device, num_epochs=10)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-29T14:48:32.502485Z",
"start_time": "2019-05-29T14:27:51.018678Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Files already downloaded and verified\n",
"Files already downloaded and verified\n",
"training on cuda\n",
"epoch 1, loss 1.3615, train acc 0.505, test acc 0.493, time 123.2 sec\n",
"epoch 2, loss 0.5003, train acc 0.645, test acc 0.620, time 123.0 sec\n",
"epoch 3, loss 0.2811, train acc 0.703, test acc 0.616, time 123.1 sec\n",
"epoch 4, loss 0.1890, train acc 0.735, test acc 0.686, time 123.0 sec\n",
"epoch 5, loss 0.1346, train acc 0.765, test acc 0.671, time 123.1 sec\n",
"epoch 6, loss 0.1029, train acc 0.787, test acc 0.674, time 123.1 sec\n",
"epoch 7, loss 0.0803, train acc 0.804, test acc 0.749, time 123.1 sec\n",
"epoch 8, loss 0.0644, train acc 0.822, test acc 0.717, time 123.1 sec\n",
"epoch 9, loss 0.0526, train acc 0.836, test acc 0.750, time 123.0 sec\n",
"epoch 10, loss 0.0433, train acc 0.851, test acc 0.754, time 123.1 sec\n"
]
}
],
"source": [
"train_with_data_aug(flip_aug, no_aug)"
]
},
{
"cell_type": "code",
"execution_count": null,
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"outputs": [],
"source": []
}
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