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path: root/src/notebooks/04a-look-at-iam-lines.ipynb
blob: aa62d191bd47dfda7099923d10f5eb4b7a5ae58b (plain)
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "import torch\n",
    "from torch import nn\n",
    "from importlib.util import find_spec\n",
    "if find_spec(\"text_recognizer\") is None:\n",
    "    import sys\n",
    "    sys.path.append('..')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from text_recognizer.datasets import IamLinesDataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IAM Lines Dataset\n",
      "Number classes: 80\n",
      "Mapping: {0: '0', 1: '1', 2: '2', 3: '3', 4: '4', 5: '5', 6: '6', 7: '7', 8: '8', 9: '9', 10: 'A', 11: 'B', 12: 'C', 13: 'D', 14: 'E', 15: 'F', 16: 'G', 17: 'H', 18: 'I', 19: 'J', 20: 'K', 21: 'L', 22: 'M', 23: 'N', 24: 'O', 25: 'P', 26: 'Q', 27: 'R', 28: 'S', 29: 'T', 30: 'U', 31: 'V', 32: 'W', 33: 'X', 34: 'Y', 35: 'Z', 36: 'a', 37: 'b', 38: 'c', 39: 'd', 40: 'e', 41: 'f', 42: 'g', 43: 'h', 44: 'i', 45: 'j', 46: 'k', 47: 'l', 48: 'm', 49: 'n', 50: 'o', 51: 'p', 52: 'q', 53: 'r', 54: 's', 55: 't', 56: 'u', 57: 'v', 58: 'w', 59: 'x', 60: 'y', 61: 'z', 62: ' ', 63: '!', 64: '\"', 65: '#', 66: '&', 67: \"'\", 68: '(', 69: ')', 70: '*', 71: '+', 72: ',', 73: '-', 74: '.', 75: '/', 76: ':', 77: ';', 78: '?', 79: '_'}\n",
      "Data: (7101, 28, 952)\n",
      "Targets: (7101, 97)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "dataset = IamLinesDataset(train=True)\n",
    "dataset.load_or_generate_data()\n",
    "print(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(97, 80)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.output_shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'A MOVE to stop Mr. Gaitskell from________________________________________________________________'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def convert_y_label_to_string(y, dataset=dataset):\n",
    "    return ''.join([dataset.mapper(int(i)) for i in y])\n",
    "\n",
    "convert_y_label_to_string(dataset.targets[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Griffiths resolution. Mr. Foot's line will_______________________________________________________\n",
      "be that as Labour M Ps opposed the_______________________________________________________________\n",
      "Government Bill which brought life peers_________________________________________________________\n",
      "into existence, they should not now put__________________________________________________________\n",
      "forward nominees. He believes that the___________________________________________________________\n",
      "House of Lords should be abolished and___________________________________________________________\n",
      "that Labour should not take any steps____________________________________________________________\n",
      "which would appear to \"prop up\" an out-__________________________________________________________\n",
      "Since 1958, 13 Labour life Peers and_____________________________________________________________\n",
      "Peeresses have been created. Most Labour_________________________________________________________\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(10, 20):\n",
    "    plt.figure(figsize=(20, 20))\n",
    "    data, target = dataset[i]\n",
    "    sentence = convert_y_label_to_string(target) \n",
    "    print(sentence)\n",
    "    plt.title(sentence)\n",
    "    plt.imshow(data.squeeze(0).numpy(), cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}