data_test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mnist_ten.data import train_labeled_loader, train_rotoflip_loader\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show(image_tensor, title=None):\n",
    "    plt.title(title)\n",
    "    plt.imshow(image_tensor.cpu().numpy()[0], cmap='gray')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preview_loader(loader, label_type):\n",
    "    batch = next(iter(loader))\n",
    "    image, label = batch[0][0], batch[1][0]\n",
    "    show(image, f'{label_type}: {label}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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a3q/fTdevtfVrXeDaWtWt2rwbb5YJh90sE70O+/wer79Iv9bWr3WBa2tVV2rr6TG7mXVPr7fsZtYlDrtZJnoSdklnSVojaZ2kq3tRQz2S1kt6VtKKXvdPl/rQ2yppVdW4MZKWSnox/azZx16PartB0qb02a2QNL1HtU2Q9DNJz0t6TtLX0/iefnYFdXXlc+v6MbukA4G1wJnARuAp4MKIeL6rhdQhaT0wJSJ6fgOGpNOAncBdEXF8GnczsD0ibkp/KEdHxN/2SW03ADt73Y136q1ooLqbceA84Cv08LMrqOt8uvC59WLLPhVYFxEvRcTbwA+Bc3tQR9+LiGXA9mGjzwUWpeFFVP6zdF2d2vpCRAxGxDNpeAcw1M14Tz+7grq6ohdhHw+8UvV+I/3V33sAP5X0tKQ5vS6mhnERMZiGXwXG9bKYGhp2491Nw7oZ75vPrpXuz9vlE3R7OyUi/gg4G/ha2l3tS1E5Buuna6dNdePdLTW6GX9PLz+7Vrs/b1cvwr4JmFD1/sg0ri9ExKb0cyvwAP3XFfWWoR5008+tPa7nPf3UjXetbsbpg8+ul92f9yLsTwHHSPq4pIOBLwOLe1DHXiSNSidOkDQK+AL91xX1YmBWGp4FPNTDWt6nX7rxrtfNOD3+7Hre/XlEdP0FTKdyRv7XwLW9qKFOXZ8A/ju9nut1bcA9VHbr3qFybmM2cDjwGPAi8J/AmD6q7fvAs8BKKsEa6FFtp1DZRV8JrEiv6b3+7Arq6srn5ttlzTLhE3RmmXDYzTLhsJtlwmE3y4TDbpYJh90sEw67WSb+H4aVtVcluhx6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0vmDBgsLau+++W6mnnYGvs5slzmE3S4TDbpYIh90sEQ67WSIcdrNEOOxmifB1drMhxtfZzRLnsJslwmE3S4TDbpYIh90sEQ67WSIcdrNE1Ay7pPGS/lvSU5KelHRWPn2OpHWSHst/pje/XTOrquaHaiSNBcZGxKOSRgGrgOOBGcCWiBjwEw78oRqz5iv6UM3wASy4Hlifv94s6WlgXGPbM7NmG9Qxu6Q9gS8AK/NJZ0p6XNL1knYrWKZLUrek7ro6NbO6DPiz8ZJGAg8AcyPi55LGAK8BAVxOtqv/rzXW4d14syYr2o0fUNgl7QL8Cvh1RHyvn/qewK8i4vM11uOwmzVZ5RthJAm4Dni6d9DzE3c9vgKsrrdJM2uegZyNnwo8CDwB9DzH9pvAycD+ZLvxa4HT85N5Zevylt2syerajW8Uh92s+Xw/u1niHHazRDjsZolw2M0S4bCbJcJhN0uEw26WCIfdLBEOu1kiHHazRDjsZolw2M0S4bCbJcJhN0tEzS+cbLDXgOd7/T46n9aJOrW3Tu0L3FtVjezt00WFlt7P/oHBpe6ImNK2Bkp0am+d2he4t6pa1Zt3480S4bCbJaLdYV/Y5vHLdGpvndoXuLeqWtJbW4/Zzax12r1lN7MWcdjNEtGWsEs6StIzkp6TdGE7eigiaa2kJ/LHULf1+XT5M/Q2Slrda9ruku6V9Lv8z36fsdem3jriMd4ljxlv63vX7seft/yYXdIw4FngcOAl4BHg5Ih4qqWNFJC0FpgSEW3/AIakfwS2ADf2PFpL0hXApoj4bv4f5W4RcUGH9DaHQT7Gu0m9FT1m/Gu08b1r5OPPq2jHlv1A4LmIWBMRfwJuBY5rQx8dLyKWA5v6TD4OWJK/XkL2j6XlCnrrCBGxPiIezV9vBnoeM97W966kr5ZoR9jHAS/2+v0lOut57wH8RtIqSV3tbqYfY3o9ZusVYEw7m+lHzcd4t1Kfx4x3zHtX5fHn9fIJug+aGhF/CxwNfCPfXe1IkR2DddK10x8BE8meAbgemN/OZvLHjP8MODsi3uxda+d7109fLXnf2hH2dcD4Xr9/Kp/WESJiXf7nRuAXZIcdnWRDzxN08z83trmf90XEhojYFhHbgUW08b3LHzP+M+AnEfHzfHLb37v++mrV+9aOsD8CTJK0l6QPAScBy9rQxwdIGpGfOEHSCOAIOu9R1MuAU/PXpwK/bGMvO+iUx3gXPWacNr93bX/8eUS0/AeYTnZG/vfAxe3ooaCvvYH/yX+ebHdvwC1ku3Vbyc5tnAZ8HLgP+B3wX8DuHdTbj8ke7f04WbDGtqm3qWS76I8Dj+U/09v93pX01ZL3zR+XNUuET9CZJcJhN0uEw26WCIfdLBEOu1kiHHazRDjsZon4f7Cl12OhYTuwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(4):\n",
    "    preview_loader(train_rotoflip_loader, label_type='Rotation/flip ID')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(4):\n",
    "    preview_loader(train_labeled_loader, label_type='Digit')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.3 64-bit ('mnist-ten-jsopq3kk-py3.8': venv)",
   "language": "python",
   "name": "python38364bitmnisttenjsopq3kkpy38venve89b8ccd43504f49ba1b1f7b73fa188d"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}