chapter_linear-networks/image-classification-dataset.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0fe6f080",
   "metadata": {},
   "source": [
    "Installing (updating) the following libraries for your Sagemaker\n",
    "instance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eef0980e",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install .. # installing d2l\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "036f6958",
   "metadata": {
    "origin_pos": 0
   },
   "source": [
    "# The Image Classification Dataset\n",
    ":label:`sec_fashion_mnist`\n",
    "\n",
    "(~~The MNIST dataset is one of the widely used dataset for image classification, while it's too simple as a benchmark dataset. We will use the similar, but more complex Fashion-MNIST dataset~~)\n",
    "\n",
    "One of the widely used dataset for image classification is the  MNIST dataset :cite:`LeCun.Bottou.Bengio.ea.1998`.\n",
    "While it had a good run as a benchmark dataset,\n",
    "even simple models by today's standards achieve classification accuracy over 95%,\n",
    "making it unsuitable for distinguishing between stronger models and weaker ones.\n",
    "Today, MNIST serves as more of sanity checks than as a benchmark.\n",
    "To up the ante just a bit, we will focus our discussion in the coming sections\n",
    "on the qualitatively similar, but comparatively complex Fashion-MNIST\n",
    "dataset :cite:`Xiao.Rasul.Vollgraf.2017`, which was released in 2017.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bc214689",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-12T20:43:43.757978Z",
     "iopub.status.busy": "2022-11-12T20:43:43.757379Z",
     "iopub.status.idle": "2022-11-12T20:43:45.745085Z",
     "shell.execute_reply": "2022-11-12T20:43:45.744230Z"
    },
    "origin_pos": 2,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import torch\n",
    "import torchvision\n",
    "from torch.utils import data\n",
    "from torchvision import transforms\n",
    "from d2l import torch as d2l\n",
    "\n",
    "d2l.use_svg_display()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b1552c6",
   "metadata": {
    "origin_pos": 4
   },
   "source": [
    "## Reading the Dataset\n",
    "\n",
    "We can [**download and read the Fashion-MNIST dataset into memory via the build-in functions in the framework.**]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f9980148",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-12T20:43:45.749683Z",
     "iopub.status.busy": "2022-11-12T20:43:45.749280Z",
     "iopub.status.idle": "2022-11-12T20:43:45.838838Z",
     "shell.execute_reply": "2022-11-12T20:43:45.837954Z"
    },
    "origin_pos": 6,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "# `ToTensor` converts the image data from PIL type to 32-bit floating point\n",
    "# tensors. It divides all numbers by 255 so that all pixel values are between\n",
    "# 0 and 1\n",
    "trans = transforms.ToTensor()\n",
    "mnist_train = torchvision.datasets.FashionMNIST(\n",
    "    root=\"../data\", train=True, transform=trans, download=True)\n",
    "mnist_test = torchvision.datasets.FashionMNIST(\n",
    "    root=\"../data\", train=False, transform=trans, download=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d79bcc7f",
   "metadata": {
    "origin_pos": 8
   },
   "source": [
    "Fashion-MNIST consists of images from 10 categories, each represented\n",
    "by 6000 images in the training dataset and by 1000 in the test dataset.\n",
    "A *test dataset* (or *test set*) is used for evaluating  model performance and not for training.\n",
    "Consequently the training set and the test set\n",
    "contain 60000 and 10000 images, respectively.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2eaf703d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-12T20:43:45.842883Z",
     "iopub.status.busy": "2022-11-12T20:43:45.842565Z",
     "iopub.status.idle": "2022-11-12T20:43:45.851274Z",
     "shell.execute_reply": "2022-11-12T20:43:45.850496Z"
    },
    "origin_pos": 9,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60000, 10000)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(mnist_train), len(mnist_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84a2f9e7",
   "metadata": {
    "origin_pos": 11
   },
   "source": [
    "The height and width of each input image are both 28 pixels.\n",
    "Note that the dataset consists of grayscale images, whose number of channels is 1.\n",
    "For brevity, throughout this book\n",
    "we store the shape of any image with height $h$ width $w$ pixels as $h \\times w$ or ($h$, $w$).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "42e15de7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-12T20:43:45.854709Z",
     "iopub.status.busy": "2022-11-12T20:43:45.854401Z",
     "iopub.status.idle": "2022-11-12T20:43:45.860713Z",
     "shell.execute_reply": "2022-11-12T20:43:45.859948Z"
    },
    "origin_pos": 12,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 28, 28])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mnist_train[0][0].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28d988bc",
   "metadata": {
    "origin_pos": 13
   },
   "source": [
    "[~~Two utility functions to visualize the dataset~~]\n",
    "\n",
    "The images in Fashion-MNIST are associated with the following categories:\n",
    "t-shirt, trousers, pullover, dress, coat, sandal, shirt, sneaker, bag, and ankle boot.\n",
    "The following function converts between numeric label indices and their names in text.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "68c15e11",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-12T20:43:45.864127Z",
     "iopub.status.busy": "2022-11-12T20:43:45.863843Z",
     "iopub.status.idle": "2022-11-12T20:43:45.868719Z",
     "shell.execute_reply": "2022-11-12T20:43:45.867934Z"
    },
    "origin_pos": 14,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "def get_fashion_mnist_labels(labels):  #@save\n",
    "    \"\"\"Return text labels for the Fashion-MNIST dataset.\"\"\"\n",
    "    text_labels = ['t-shirt', 'trouser', 'pullover', 'dress', 'coat',\n",
    "                   'sandal', 'shirt', 'sneaker', 'bag', 'ankle boot']\n",
    "    return [text_labels[int(i)] for i in labels]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "377628df",
   "metadata": {
    "origin_pos": 15
   },
   "source": [
    "We can now create a function to visualize these examples.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e46bf61c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-12T20:43:45.872143Z",
     "iopub.status.busy": "2022-11-12T20:43:45.871858Z",
     "iopub.status.idle": "2022-11-12T20:43:45.878268Z",
     "shell.execute_reply": "2022-11-12T20:43:45.877370Z"
    },
    "origin_pos": 17,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "def show_images(imgs, num_rows, num_cols, titles=None, scale=1.5):  #@save\n",
    "    \"\"\"Plot a list of images.\"\"\"\n",
    "    figsize = (num_cols * scale, num_rows * scale)\n",
    "    _, axes = d2l.plt.subplots(num_rows, num_cols, figsize=figsize)\n",
    "    axes = axes.flatten()\n",
    "    for i, (ax, img) in enumerate(zip(axes, imgs)):\n",
    "        if torch.is_tensor(img):\n",
    "            # Tensor Image\n",
    "            ax.imshow(img.numpy())\n",
    "        else:\n",
    "            # PIL Image\n",
    "            ax.imshow(img)\n",
    "        ax.axes.get_xaxis().set_visible(False)\n",
    "        ax.axes.get_yaxis().set_visible(False)\n",
    "        if titles:\n",
    "            ax.set_title(titles[i])\n",
    "    return axes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "016e3347",
   "metadata": {
    "origin_pos": 18
   },
   "source": [
    "Here are [**the images and their corresponding labels**] (in text)\n",
    "for the first few examples in the training dataset.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3568e7b0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-12T20:43:45.881680Z",
     "iopub.status.busy": "2022-11-12T20:43:45.881394Z",
     "iopub.status.idle": "2022-11-12T20:43:46.651813Z",
     "shell.execute_reply": "2022-11-12T20:43:46.650935Z"
    },
    "origin_pos": 20,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"771.2pt\" height=\"194.804163pt\" viewBox=\"0 0 771.2 194.804163\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-11-12T20:43:46.535754</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 194.804163 \n",
       "L 771.2 194.804163 \n",
       "L 771.2 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 10.7 93.384163 \n",
       "L 81.766038 93.384163 \n",
       "L 81.766038 22.318125 \n",
       "L 10.7 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p6a7dac6463)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imaged98aafcef6\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"10.7\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 10.7 93.384163 \n",
       "L 10.7 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 81.766038 93.384163 \n",
       "L 81.766038 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 10.7 93.384163 \n",
       "L 81.766038 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 10.7 22.318125 \n",
       "L 81.766038 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_1\">\n",
       "    <!-- ankle boot -->\n",
       "    <g transform=\"translate(14.509894 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-62\" d=\"M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "M 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2969 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-61\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"61.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"124.658203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"182.568359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"210.351562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"271.875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-62\" x=\"303.662109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"367.138672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"428.320312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"489.501953\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 95.979245 93.384163 \n",
       "L 167.045283 93.384163 \n",
       "L 167.045283 22.318125 \n",
       "L 95.979245 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pbbdb7ef583)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image87bc070615\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"95.979245\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 95.979245 93.384163 \n",
       "L 95.979245 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 167.045283 93.384163 \n",
       "L 167.045283 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 95.979245 93.384163 \n",
       "L 167.045283 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 95.979245 22.318125 \n",
       "L 167.045283 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_2\">\n",
       "    <!-- t-shirt -->\n",
       "    <g transform=\"translate(113.581639 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-2d\" d=\"M 313 2009 \n",
       "L 1997 2009 \n",
       "L 1997 1497 \n",
       "L 313 1497 \n",
       "L 313 2009 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2d\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"75.292969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"127.392578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"190.771484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"218.554688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"259.667969\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_3\">\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 181.258491 93.384163 \n",
       "L 252.324528 93.384163 \n",
       "L 252.324528 22.318125 \n",
       "L 181.258491 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p969055ee03)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image2756a1679e\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"181.258491\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 181.258491 93.384163 \n",
       "L 181.258491 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 252.324528 93.384163 \n",
       "L 252.324528 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 181.258491 93.384163 \n",
       "L 252.324528 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 181.258491 22.318125 \n",
       "L 252.324528 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_3\">\n",
       "    <!-- t-shirt -->\n",
       "    <g transform=\"translate(198.860884 16.318125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2d\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"75.292969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"127.392578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"190.771484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"218.554688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"259.667969\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_4\">\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 266.537736 93.384163 \n",
       "L 337.603774 93.384163 \n",
       "L 337.603774 22.318125 \n",
       "L 266.537736 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p4586693465)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imaged4ef8919d1\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"266.537736\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 266.537736 93.384163 \n",
       "L 266.537736 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 337.603774 93.384163 \n",
       "L 337.603774 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 266.537736 93.384163 \n",
       "L 337.603774 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 266.537736 22.318125 \n",
       "L 337.603774 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_4\">\n",
       "    <!-- dress -->\n",
       "    <g transform=\"translate(285.987005 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-64\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"63.476562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"102.339844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"163.863281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"215.962891\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_5\">\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 351.816981 93.384163 \n",
       "L 422.883019 93.384163 \n",
       "L 422.883019 22.318125 \n",
       "L 351.816981 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pc3776432a7)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image72a7ccd4c0\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"351.816981\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 351.816981 93.384163 \n",
       "L 351.816981 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 422.883019 93.384163 \n",
       "L 422.883019 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 351.816981 93.384163 \n",
       "L 422.883019 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 351.816981 22.318125 \n",
       "L 422.883019 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_5\">\n",
       "    <!-- t-shirt -->\n",
       "    <g transform=\"translate(369.419375 16.318125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2d\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"75.292969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"127.392578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"190.771484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"218.554688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"259.667969\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_6\">\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 437.096226 93.384163 \n",
       "L 508.162264 93.384163 \n",
       "L 508.162264 22.318125 \n",
       "L 437.096226 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pa775bcc3f6)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagef1133ae063\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"437.096226\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path d=\"M 437.096226 93.384163 \n",
       "L 437.096226 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path d=\"M 508.162264 93.384163 \n",
       "L 508.162264 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path d=\"M 437.096226 93.384163 \n",
       "L 508.162264 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path d=\"M 437.096226 22.318125 \n",
       "L 508.162264 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_6\">\n",
       "    <!-- pullover -->\n",
       "    <g transform=\"translate(448.302995 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-76\" d=\"M 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 563 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2284 0 \n",
       "L 1503 0 \n",
       "L 191 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-70\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"63.476562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"126.855469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"154.638672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"182.421875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-76\" x=\"243.603516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"302.783203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"364.306641\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_7\">\n",
       "   <g id=\"patch_32\">\n",
       "    <path d=\"M 522.375472 93.384163 \n",
       "L 593.441509 93.384163 \n",
       "L 593.441509 22.318125 \n",
       "L 522.375472 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p1243ad2274)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAAGMAAABjCAYAAACPO76VAAAF3ElEQVR4nO2cS2xbRRSG5z4cO06cRxMltGmUQii0hChNhRQBLeJRiloEQtBFV3SRRSVAYsUGVWxgBV0ghARIiBULFAQSqqArHptSidcCRAQtbV5tkgZCb+w48eP6XnZz5p/UxgkNOYvzrc74v/fOdX7PmeO5EzuHnGOxEljgbvUNCISYwQgxgxFiBiPEDEaIGYwQMxghZjBCzGCEmMEIMYMRYgYjxAxGiBmMEDMYIWYwQsxghJjBCDGDEWIGI8QMRogZjBAzGCFmMMK/WRdyMxkdO8kG0ByfuokzTaDFjXRs3FD9dmIfPzex69D1w6jmvcUenRs34HWcEp3rByt4okN9xAkPr2neq92/ea+W5uaoj8ofE6itvXVhqxAzGLEmL3htrTp2trWDZqYGG6cc0nHZZRRTRjdBDs8LKHZ9TAUqNrYBe1aaSKeoYZ0XJxPQjoysGTl4bLmNxJUdKdBKGfqsRnhJ5ZaNa1p/xTBNf6dEDrcye2VK5y3draDJyGCEmMEIMYMRvtfdha8UizoML09WPdFNp6EdDfTr+PoDO0HL9VEOLWyvgBYnjbY9JblGvo1Q9Bcpift51JJ/42WSAV0nFVSsY0s6bpwtgubmVlU14pQxETnV51I1uwDNShAYF8H5REYGI8QMRvgqwqGyOrJbx3P3W/XcHipZ9/VcBenuzPc67kpkQWtyafgXrBox4VBJ3OBgChlJzei4bOWwlEP33epiuZp2cAUgYZWzJtMhvaeZEFNvEFE7HyVBi2L6HP8Ztlj90XsaX9kBWk+S+vv81EOgychghJjBCDGDEf7kyd3wwv6j4zoeSuKyhqdoBTIbNoL2V7lZx1OrHaC5Dp3X6JVBM685V8DlgU/j/TpOWeeFEc0D2xpwtdXsTyml2hOkL4eY+006EnloZ7yCjs15QCmlCjHNfZ7CeXepQnON/X7bfepj5gj2LyODEWIGI/ze176FF+bPUWr47jAOae92SluNyRJoQ12zOu5JBaBlQ1oNnV3FVHRr06KOd6UXQetMUH9JF4f7XKlNx2Y6UWptmloyStaiVVpnjbR1rYglqnmdE13nQDNTU5+PpfwX+b06vpDvts6r/iBMRgYjxAxGiBmMcDbjV3WmX7kP2i8cP6Pjg+mLoJ3NDep4qoAl8WqF8vtIy+Wq/ZXj2vsqlipUhk+sdKJWpvlsZzoArd2nkvjra3eAljw8WbW/S2/cq+P3n34PtDPBPh2Pj+4BTUYGI8QMRogZjKg9Z1hPsBxjh0YchvbRdZE/NgLtuafo+8rZg2+D9lOBnhh+GdwFmjmf2N9PtjcE0F4o0/eHeeu7RG/qOvUX9II21EqPCR7L/ALafIW+L70z/SBo6tE5HXrNuGnPaafzwqkZ0GRkMELMYMT6SlvziVqET+XcFJWIUQGXJ+rF3hzx++keHX9y4F3Qrhpp4pvsXtDM5RellGr26EmjvYo69tuwjkcHzoP2wWeHdLzrFGp+H6W0iWcxvf1w8k0dP/P4CdBKHbQ043/1I2gyMhghZjBCzGDEpiyH1O7R2vAV19e9MzwA7UvHqUS97R4sEcfu/BjaH2ZpKePnZdxgN5Onzd1Hun4F7WgztZ/rO1DXfSql1PyLtBx0y5PTKD5ypep5MjIYIWYw4v9PU7XYYAqzWXgeV42DQVotOP3wR6DNh1QiL1ewJB6bpLK384kLdfdvlvkXXx0Grf+l8/bhdF7dPQibjpjBCDGDEbzmjBo4CdzMHJdLVY5cH1depvnlrVF8Kvd6/6B9+KYiI4MRYgYjtj5N1foXLKO0NX9lQSml4krlhscp9R9SmvV/HvbKdL04SdoYF5esvmuU6zIyGCFmMELMYMRN+1WdDVPnksd6NkBsuOzd4Byxpv9i8d8PugEyMhghZjBCzGCEmMEIMYMRYgYjxAxGiBmMEDMYIWYwQsxghJjBCDGDEWIGI8QMRogZjBAzGCFmMELMYISYwQgxgxFiBiPEDEaIGYwQMxghZjBCzGDEP/4+dWdD1hn8AAAAAElFTkSuQmCC\" id=\"imagebe92db69a6\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"522.375472\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path d=\"M 522.375472 93.384163 \n",
       "L 522.375472 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path d=\"M 593.441509 93.384163 \n",
       "L 593.441509 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path d=\"M 522.375472 93.384163 \n",
       "L 593.441509 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path d=\"M 522.375472 22.318125 \n",
       "L 593.441509 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_7\">\n",
       "    <!-- sneaker -->\n",
       "    <g transform=\"translate(534.196303 16.318125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"115.478516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"177.001953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"238.28125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"292.566406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"354.089844\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_8\">\n",
       "   <g id=\"patch_37\">\n",
       "    <path d=\"M 607.654717 93.384163 \n",
       "L 678.720755 93.384163 \n",
       "L 678.720755 22.318125 \n",
       "L 607.654717 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p6e0bc330f6)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imageb5b28ab182\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"607.654717\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path d=\"M 607.654717 93.384163 \n",
       "L 607.654717 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path d=\"M 678.720755 93.384163 \n",
       "L 678.720755 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path d=\"M 607.654717 93.384163 \n",
       "L 678.720755 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path d=\"M 607.654717 22.318125 \n",
       "L 678.720755 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_8\">\n",
       "    <!-- pullover -->\n",
       "    <g transform=\"translate(618.861486 16.318125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-70\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"63.476562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"126.855469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"154.638672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"182.421875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-76\" x=\"243.603516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"302.783203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"364.306641\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_9\">\n",
       "   <g id=\"patch_42\">\n",
       "    <path d=\"M 692.933962 93.384163 \n",
       "L 764 93.384163 \n",
       "L 764 22.318125 \n",
       "L 692.933962 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pc9ba239fb7)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagee528d90bd9\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"692.933962\" y=\"-22.104163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_43\">\n",
       "    <path d=\"M 692.933962 93.384163 \n",
       "L 692.933962 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_44\">\n",
       "    <path d=\"M 764 93.384163 \n",
       "L 764 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_45\">\n",
       "    <path d=\"M 692.933962 93.384163 \n",
       "L 764 93.384163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_46\">\n",
       "    <path d=\"M 692.933962 22.318125 \n",
       "L 764 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_9\">\n",
       "    <!-- sandal -->\n",
       "    <g transform=\"translate(708.709169 16.318125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"113.378906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"176.757812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"240.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"301.513672\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_10\">\n",
       "   <g id=\"patch_47\">\n",
       "    <path d=\"M 10.7 184.104163 \n",
       "L 81.766038 184.104163 \n",
       "L 81.766038 113.038125 \n",
       "L 10.7 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pd4d0dda7b9)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAAAGMAAABjCAYAAACPO76VAAAIC0lEQVR4nO1dW2xURRg+Z3fb3V6WLVKopeUqUkBuylVQBFIQiRGEKoHIg6JEH9SoBBNFNERDeBBFNDxAhBD1AZEAigJiUBAFCrhAKSCXbim3ci3Q27a7e3wxM/PN5hzadWl/zP89fbPf2TnT/Tv/zPnnnzlmoVlkGQwScLV2AxgSbAxCYGMQgudOVGoOegDKlcMCglf1jYCWmVsteF7gBmiWZQp+qjIbtPtmBB0aYGLZSsKw6FBn9TPDQAocuip49PhJrMYjf3Irgr8F9wxCYGMQQrPc1M3pwwUfNXc3aItygkopaCQdvbH40p6Rgp8ZVoOi7pZcbslj0YRu70pPh3KsRt4z97VToB29lCN4/lSsx0xLk828dQvvkVDLGHcEbAxCYGMQQtyYYY0cKPjWb1eBFraKBXdpdjzVWCd4KBIArSqaIXg7dzVofle9whtBiypT2xsxL2gLcrcI/uyUt0BLX7fHSDZMt9tW+2tfDyjH2kRsrjQMU58iK+CeQQhsDEKIc1OX50q30WjhNPCn2raC+111oHX3yHJBCj5Jl5vS/dyjuCXDMAyfGRPcrfXgKku6hnorBbTjjbL8+Ae/gbZznQ8rUqezCT6dWw7XucNYZ5vsapsrDcOK2k+tuWcQAhuDENgYhBA3ZozsWCZ4WQT9e59UWa63cKq3s66r4D5tijrCd07wymgqaBmuBsH1/4z+qarvj4G2NyzvUZh5BLQdI2dB2dwVVAraXaymhUdiNbW2WsoNHDMKsi8Jfj2uHi10o4B7BiGwMQjBc/GNEfDBmtyPBd9WmwtaeYNc4CnMLAVtdHpI8LU3+4NW6pJdfHw6urCw8pTtNXH62m3jbMELlmP3rl8oyysLvgKt9r2bUM6YoBQSjNo6IRVn8kaPjMuCFxv2T+4QTTa4Z5ACG4MQ2BiE4AmcxgjjY4tkBDT3y4OgqdOy2kMDQZuXfUzwTDdOiX+okteuqswEra//vODdvZdA6/nyXsH1YIR3vOQvbpsB2vJeOIbMySsSPHLuvJFsZF7AcaiHr1LwYqOj7fdMF06JuWcQAhuDEDxpG/bCB2kKx2dexB9Xu+MHipvq5UVX0N9bIfjfDTmgDfJJ7YX5b4KWZfzp0AIJT+EZKC8tHgvl0g/lFL3n88l3U97rOF3v6FGfu+3dlBVD58s9gxDYGITAxiAEj+nFhX51wdyK4qhhNcoI67GSTqDt6iKv/b1ayzhTMC2wH8q/1srF/KzVTRsj/m2o0jD0vaHn8qE8b/0mwdcOGANa7OBRwV1+P2pakpkdvGeuQTnPI8Mx4YlD8Nofiw07cM8gBDYGIZiO28iSlFpvDukn+PFZaaD1+UhONSMVZ+0r0SKcavTVlZGBkraAc2KpTNkfN+wQaKGhmFiRCPT7LyndKviTX88Brds7iis2+QmcLNgYhMDGIIT4/RkOU0ZHzQFW8WHBe2ozO/usVA36Cp3SFqdFfsMwjPtflbm3RzZjGOfaWrnvolNRiX0lDmOWnoerJmtYXR3GJIvDIWTBxiCEeDfl5H6cNMVtxKXP67lKapVq7mmykgUcXErGhNMgjQ5KrXTHvaDVjJKJBU5tsxoaoHxe2RIxpXcQNCwhuGcQAhuDENgYhJC8ExKU8UTf+d/S0Mcsy4qpBdCKH5Q/wXcV34N2skyOg293w1MQVMTqMQFD3UvytBalLsl/SvDI2XOgcc8gBDYGIbAxCOGOnKrTIlB9vxaKVlckm1PP1PzhIBWWyJW+LeeDoD204BXBG9vg/bNcMkzvd2FbQjO7CJ6/kMcMsmBjEAJtN5VglDguHOIwtVUx9jBGf1NMGQL5pQ7rPDB/meBRCxM3doclr4hkgdZu9AVZWIj3555BCGwMQmBjEALtMaOp44R+nb6dWB1DHLYaP+E/DOUVVx4V/EojJri9+748Cc5fHgZt1or1tvdYVvCN4HO7T8dm2n6L0eJgYxACbTelwuHQrNu5MzWKa2krdlUzHxa8f2oQtFBNO8GLcvaBtn+DPJVBz8ldWSCfso3huA0755OQ4GcXY0If9wxCYGMQAhuDEO6eMcPh4GAzFf8MK4xTTacorjldZoCELdybF4nJ/9U1F3GfRezWBaNJ2I2J1pVyiDLy83AbNvcMQmBjEMJd46Y8ebiFVz3pwAonnvz2RW/5RFwZRXfWwy9d2OafB4PWzZBuSn0Ng2FgYp5TQp9+WgP3DEJgYxACG4MQnPf0tUQDlK3P+pTUNUBuYY4txpBDV798lc652izQZufhocPbbsjXDr3efjtee0KeyNOvLfrwgHJwsn5S0PbJMswRPVkGWlNXKPWxhnsGIbAxCKHV3VSir+DxdO0seKQDviIi3B7PQq8cLHNfwx3wHpZb/vmfF64GbcetXoL39F0Ebd0E+UQeKa8ALdFECu4ZhMDGIAQ2BiG0fjgkwX18kZBy+loINTwnyDA6bzJs4S6Qp/oMmHgFNH8gKLjPxIju8kcmCx7Qx4wEwT2DENgYhND6U9smJhroT6sALTJqpuJrISBhwGFbct2koSB99ulSwW9a6PxK6/ME3zgJt5hFTyjbm5txMhH3DEJgYxACG4MQWn7MaM7pbk0NKziNO7f5rlPUWH2b57QVm0GbFZDhkTFHJoGWOq5ccJcPQzP6NmUV3DMIgY1BCK0/tU0U/yH3Nhm4uF4ufLVfgjmz7u0HBI97qXut/VvNuGcQAhuDENgYhHD3jhn/Q3DPIAQ2BiGwMQiBjUEIbAxCYGMQwj/+nl25/Pp5wgAAAABJRU5ErkJggg==\" id=\"image67d385ad19\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"10.7\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_48\">\n",
       "    <path d=\"M 10.7 184.104163 \n",
       "L 10.7 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_49\">\n",
       "    <path d=\"M 81.766038 184.104163 \n",
       "L 81.766038 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_50\">\n",
       "    <path d=\"M 10.7 184.104163 \n",
       "L 81.766038 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_51\">\n",
       "    <path d=\"M 10.7 113.038125 \n",
       "L 81.766038 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_10\">\n",
       "    <!-- sandal -->\n",
       "    <g transform=\"translate(26.475206 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"113.378906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"176.757812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"240.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"301.513672\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_11\">\n",
       "   <g id=\"patch_52\">\n",
       "    <path d=\"M 95.979245 184.104163 \n",
       "L 167.045283 184.104163 \n",
       "L 167.045283 113.038125 \n",
       "L 95.979245 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p14e2205d7a)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imaged88db533df\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"95.979245\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_53\">\n",
       "    <path d=\"M 95.979245 184.104163 \n",
       "L 95.979245 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_54\">\n",
       "    <path d=\"M 167.045283 184.104163 \n",
       "L 167.045283 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_55\">\n",
       "    <path d=\"M 95.979245 184.104163 \n",
       "L 167.045283 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_56\">\n",
       "    <path d=\"M 95.979245 113.038125 \n",
       "L 167.045283 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_11\">\n",
       "    <!-- t-shirt -->\n",
       "    <g transform=\"translate(113.581639 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2d\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"75.292969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"127.392578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"190.771484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"218.554688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"259.667969\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_12\">\n",
       "   <g id=\"patch_57\">\n",
       "    <path d=\"M 181.258491 184.104163 \n",
       "L 252.324528 184.104163 \n",
       "L 252.324528 113.038125 \n",
       "L 181.258491 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p7b9e131bb7)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imageaa0d595275\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"181.258491\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_58\">\n",
       "    <path d=\"M 181.258491 184.104163 \n",
       "L 181.258491 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_59\">\n",
       "    <path d=\"M 252.324528 184.104163 \n",
       "L 252.324528 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_60\">\n",
       "    <path d=\"M 181.258491 184.104163 \n",
       "L 252.324528 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_61\">\n",
       "    <path d=\"M 181.258491 113.038125 \n",
       "L 252.324528 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_12\">\n",
       "    <!-- ankle boot -->\n",
       "    <g transform=\"translate(185.068384 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-61\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"61.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"124.658203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"182.568359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"210.351562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"271.875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-62\" x=\"303.662109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"367.138672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"428.320312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"489.501953\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_13\">\n",
       "   <g id=\"patch_62\">\n",
       "    <path d=\"M 266.537736 184.104163 \n",
       "L 337.603774 184.104163 \n",
       "L 337.603774 113.038125 \n",
       "L 266.537736 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p81bbfc6790)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagec468b5106e\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"266.537736\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_63\">\n",
       "    <path d=\"M 266.537736 184.104163 \n",
       "L 266.537736 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_64\">\n",
       "    <path d=\"M 337.603774 184.104163 \n",
       "L 337.603774 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_65\">\n",
       "    <path d=\"M 266.537736 184.104163 \n",
       "L 337.603774 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_66\">\n",
       "    <path d=\"M 266.537736 113.038125 \n",
       "L 337.603774 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_13\">\n",
       "    <!-- sandal -->\n",
       "    <g transform=\"translate(282.312942 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"113.378906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"176.757812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"240.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"301.513672\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_14\">\n",
       "   <g id=\"patch_67\">\n",
       "    <path d=\"M 351.816981 184.104163 \n",
       "L 422.883019 184.104163 \n",
       "L 422.883019 113.038125 \n",
       "L 351.816981 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pd490e1edb3)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image782f6be655\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"351.816981\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_68\">\n",
       "    <path d=\"M 351.816981 184.104163 \n",
       "L 351.816981 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_69\">\n",
       "    <path d=\"M 422.883019 184.104163 \n",
       "L 422.883019 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_70\">\n",
       "    <path d=\"M 351.816981 184.104163 \n",
       "L 422.883019 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_71\">\n",
       "    <path d=\"M 351.816981 113.038125 \n",
       "L 422.883019 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_14\">\n",
       "    <!-- sandal -->\n",
       "    <g transform=\"translate(367.592188 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"113.378906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"176.757812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"240.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"301.513672\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_15\">\n",
       "   <g id=\"patch_72\">\n",
       "    <path d=\"M 437.096226 184.104163 \n",
       "L 508.162264 184.104163 \n",
       "L 508.162264 113.038125 \n",
       "L 437.096226 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#pf028d4b723)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image1b137b1a1c\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"437.096226\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_73\">\n",
       "    <path d=\"M 437.096226 184.104163 \n",
       "L 437.096226 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_74\">\n",
       "    <path d=\"M 508.162264 184.104163 \n",
       "L 508.162264 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_75\">\n",
       "    <path d=\"M 437.096226 184.104163 \n",
       "L 508.162264 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_76\">\n",
       "    <path d=\"M 437.096226 113.038125 \n",
       "L 508.162264 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_15\">\n",
       "    <!-- sneaker -->\n",
       "    <g transform=\"translate(448.917058 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"115.478516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"177.001953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"238.28125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"292.566406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"354.089844\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_16\">\n",
       "   <g id=\"patch_77\">\n",
       "    <path d=\"M 522.375472 184.104163 \n",
       "L 593.441509 184.104163 \n",
       "L 593.441509 113.038125 \n",
       "L 522.375472 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p6423500dea)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imagedc581fa378\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"522.375472\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_78\">\n",
       "    <path d=\"M 522.375472 184.104163 \n",
       "L 522.375472 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_79\">\n",
       "    <path d=\"M 593.441509 184.104163 \n",
       "L 593.441509 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_80\">\n",
       "    <path d=\"M 522.375472 184.104163 \n",
       "L 593.441509 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_81\">\n",
       "    <path d=\"M 522.375472 113.038125 \n",
       "L 593.441509 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_16\">\n",
       "    <!-- ankle boot -->\n",
       "    <g transform=\"translate(526.185366 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-61\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"61.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"124.658203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"182.568359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"210.351562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"271.875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-62\" x=\"303.662109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"367.138672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"428.320312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"489.501953\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_17\">\n",
       "   <g id=\"patch_82\">\n",
       "    <path d=\"M 607.654717 184.104163 \n",
       "L 678.720755 184.104163 \n",
       "L 678.720755 113.038125 \n",
       "L 607.654717 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p68ad6f3f47)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"imaged5e2ad6255\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"607.654717\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_83\">\n",
       "    <path d=\"M 607.654717 184.104163 \n",
       "L 607.654717 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_84\">\n",
       "    <path d=\"M 678.720755 184.104163 \n",
       "L 678.720755 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_85\">\n",
       "    <path d=\"M 607.654717 184.104163 \n",
       "L 678.720755 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_86\">\n",
       "    <path d=\"M 607.654717 113.038125 \n",
       "L 678.720755 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_17\">\n",
       "    <!-- trouser -->\n",
       "    <g transform=\"translate(621.746173 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"78.072266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"139.253906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"202.632812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"254.732422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"316.255859\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_18\">\n",
       "   <g id=\"patch_87\">\n",
       "    <path d=\"M 692.933962 184.104163 \n",
       "L 764 184.104163 \n",
       "L 764 113.038125 \n",
       "L 692.933962 113.038125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g clip-path=\"url(#p400a3a0b53)\">\n",
       "    <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image4b89d0430e\" transform=\"scale(1 -1)translate(0 -71.28)\" x=\"692.933962\" y=\"-112.824163\" width=\"71.28\" height=\"71.28\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_88\">\n",
       "    <path d=\"M 692.933962 184.104163 \n",
       "L 692.933962 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_89\">\n",
       "    <path d=\"M 764 184.104163 \n",
       "L 764 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_90\">\n",
       "    <path d=\"M 692.933962 184.104163 \n",
       "L 764 184.104163 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_91\">\n",
       "    <path d=\"M 692.933962 113.038125 \n",
       "L 764 113.038125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_18\">\n",
       "    <!-- t-shirt -->\n",
       "    <g transform=\"translate(710.536356 107.038125)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2d\" x=\"39.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"75.292969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"127.392578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"190.771484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"218.554688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"259.667969\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p6a7dac6463\">\n",
       "   <rect x=\"10.7\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pbbdb7ef583\">\n",
       "   <rect x=\"95.979245\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p969055ee03\">\n",
       "   <rect x=\"181.258491\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p4586693465\">\n",
       "   <rect x=\"266.537736\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pc3776432a7\">\n",
       "   <rect x=\"351.816981\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pa775bcc3f6\">\n",
       "   <rect x=\"437.096226\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p1243ad2274\">\n",
       "   <rect x=\"522.375472\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p6e0bc330f6\">\n",
       "   <rect x=\"607.654717\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pc9ba239fb7\">\n",
       "   <rect x=\"692.933962\" y=\"22.318125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pd4d0dda7b9\">\n",
       "   <rect x=\"10.7\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p14e2205d7a\">\n",
       "   <rect x=\"95.979245\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p7b9e131bb7\">\n",
       "   <rect x=\"181.258491\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p81bbfc6790\">\n",
       "   <rect x=\"266.537736\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pd490e1edb3\">\n",
       "   <rect x=\"351.816981\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pf028d4b723\">\n",
       "   <rect x=\"437.096226\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p6423500dea\">\n",
       "   <rect x=\"522.375472\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p68ad6f3f47\">\n",
       "   <rect x=\"607.654717\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p400a3a0b53\">\n",
       "   <rect x=\"692.933962\" y=\"113.038125\" width=\"71.066038\" height=\"71.066038\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1350x300 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, y = next(iter(data.DataLoader(mnist_train, batch_size=18)))\n",
    "show_images(X.reshape(18, 28, 28), 2, 9, titles=get_fashion_mnist_labels(y));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0b59fa9",
   "metadata": {
    "origin_pos": 22
   },
   "source": [
    "## Reading a Minibatch\n",
    "\n",
    "To make our life easier when reading from the training and test sets,\n",
    "we use the built-in data iterator rather than creating one from scratch.\n",
    "Recall that at each iteration, a data iterator\n",
    "[**reads a minibatch of data with size `batch_size` each time.**]\n",
    "We also randomly shuffle the examples for the training data iterator.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dfa9d9a2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-12T20:43:46.656053Z",
     "iopub.status.busy": "2022-11-12T20:43:46.655758Z",
     "iopub.status.idle": "2022-11-12T20:43:46.660894Z",
     "shell.execute_reply": "2022-11-12T20:43:46.660076Z"
    },
    "origin_pos": 24,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "batch_size = 256\n",
    "\n",
    "def get_dataloader_workers():  #@save\n",
    "    \"\"\"Use 4 processes to read the data.\"\"\"\n",
    "    return 4\n",
    "\n",
    "train_iter = data.DataLoader(mnist_train, batch_size, shuffle=True,\n",
    "                             num_workers=get_dataloader_workers())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "636a1cfe",
   "metadata": {
    "origin_pos": 26
   },
   "source": [
    "Let us look at the time it takes to read the training data.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "45d88aab",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-12T20:43:46.664383Z",
     "iopub.status.busy": "2022-11-12T20:43:46.664095Z",
     "iopub.status.idle": "2022-11-12T20:43:48.953530Z",
     "shell.execute_reply": "2022-11-12T20:43:48.952465Z"
    },
    "origin_pos": 27,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.28 sec'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "timer = d2l.Timer()\n",
    "for X, y in train_iter:\n",
    "    continue\n",
    "f'{timer.stop():.2f} sec'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e13bfdc3",
   "metadata": {
    "origin_pos": 28
   },
   "source": [
    "## Putting All Things Together\n",
    "\n",
    "Now we define [**the `load_data_fashion_mnist` function\n",
    "that obtains and reads the Fashion-MNIST dataset.**]\n",
    "It returns the data iterators for both the training set and validation set.\n",
    "In addition, it accepts an optional argument to resize images to another shape.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "dba8dd6d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-12T20:43:48.957463Z",
     "iopub.status.busy": "2022-11-12T20:43:48.957167Z",
     "iopub.status.idle": "2022-11-12T20:43:48.963646Z",
     "shell.execute_reply": "2022-11-12T20:43:48.962892Z"
    },
    "origin_pos": 30,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [],
   "source": [
    "def load_data_fashion_mnist(batch_size, resize=None):  #@save\n",
    "    \"\"\"Download the Fashion-MNIST dataset and then load it into memory.\"\"\"\n",
    "    trans = [transforms.ToTensor()]\n",
    "    if resize:\n",
    "        trans.insert(0, transforms.Resize(resize))\n",
    "    trans = transforms.Compose(trans)\n",
    "    mnist_train = torchvision.datasets.FashionMNIST(\n",
    "        root=\"../data\", train=True, transform=trans, download=True)\n",
    "    mnist_test = torchvision.datasets.FashionMNIST(\n",
    "        root=\"../data\", train=False, transform=trans, download=True)\n",
    "    return (data.DataLoader(mnist_train, batch_size, shuffle=True,\n",
    "                            num_workers=get_dataloader_workers()),\n",
    "            data.DataLoader(mnist_test, batch_size, shuffle=False,\n",
    "                            num_workers=get_dataloader_workers()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b2b9e1e",
   "metadata": {
    "origin_pos": 32
   },
   "source": [
    "Below we test the image resizing feature of the `load_data_fashion_mnist` function\n",
    "by specifying the `resize` argument.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "edf3c3cb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-12T20:43:48.967098Z",
     "iopub.status.busy": "2022-11-12T20:43:48.966518Z",
     "iopub.status.idle": "2022-11-12T20:43:49.202528Z",
     "shell.execute_reply": "2022-11-12T20:43:49.201540Z"
    },
    "origin_pos": 33,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([32, 1, 64, 64]) torch.float32 torch.Size([32]) torch.int64\n"
     ]
    }
   ],
   "source": [
    "train_iter, test_iter = load_data_fashion_mnist(32, resize=64)\n",
    "for X, y in train_iter:\n",
    "    print(X.shape, X.dtype, y.shape, y.dtype)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b934d268",
   "metadata": {
    "origin_pos": 34
   },
   "source": [
    "We are now ready to work with the Fashion-MNIST dataset in the sections that follow.\n",
    "\n",
    "## Summary\n",
    "\n",
    "* Fashion-MNIST is an apparel classification dataset consisting of images representing 10 categories. We will use this dataset in subsequent sections and chapters to evaluate various classification algorithms.\n",
    "* We store the shape of any image with height $h$ width $w$ pixels as $h \\times w$ or ($h$, $w$).\n",
    "* Data iterators are a key component for efficient performance. Rely on well-implemented data iterators that exploit high-performance computing to avoid slowing down your training loop.\n",
    "\n",
    "\n",
    "## Exercises\n",
    "\n",
    "1. Does reducing the `batch_size` (for instance, to 1) affect the reading performance?\n",
    "1. The data iterator performance is important. Do you think the current implementation is fast enough? Explore various options to improve it.\n",
    "1. Check out the framework's online API documentation. Which other datasets are available?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d83b2fef",
   "metadata": {
    "origin_pos": 36,
    "tab": [
     "pytorch"
    ]
   },
   "source": [
    "[Discussions](https://discuss.d2l.ai/t/49)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "conda_pytorch_p36",
   "name": "conda_pytorch_p36"
  },
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}