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path: root/src/notebooks/04a-look-at-iam-lines.ipynb
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "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",
    "\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": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from text_recognizer.datasets import IamLinesDataset, AddTokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "transform = [{\"type\": \"ToPILImage\", \"args\": None}, \n",
    "             #{\"type\": \"RandomResizeCrop\", \"args\": None}, \n",
    "             {\"type\": \"RandomRotation\", \"args\": {\"degrees\": 0.8, \"fill\": 0}}, \n",
    "             {\"type\": \"ColorJitter\", \"args\": {\"brightness\": 0.5, \"contrast\": 0.5, \"saturation\": 0.5, \"hue\": 0.5}}, \n",
    "             {\"type\": \"ToTensor\", \"args\": None},             \n",
    "             {\"type\": \"Normalize\", \"args\": {\"mean\": [0.912], \"std\": 0.168}},\n",
    "             #{\"type\": \"RandomAffine\", \"args\": {\"degrees\": [-0.25, 0.25], \"scale\": [0.98, 1.0]}}\n",
    "            ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'type': 'ToPILImage', 'args': None},\n",
       " {'type': 'RandomRotation', 'args': {'degrees': 0.8, 'fill': 0}},\n",
       " {'type': 'ColorJitter',\n",
       "  'args': {'brightness': 0.5, 'contrast': 0.5, 'saturation': 0.5, 'hue': 0.5}},\n",
       " {'type': 'ToTensor', 'args': None},\n",
       " {'type': 'Normalize', 'args': {'mean': [0.912], 'std': 0.168}}]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IAM Lines Dataset\n",
      "Number classes: 54\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: ' ', 37: '!', 38: '\"', 39: '#', 40: '&', 41: \"'\", 42: '(', 43: ')', 44: '*', 45: '+', 46: ',', 47: '-', 48: '.', 49: '/', 50: ':', 51: ';', 52: '?', 53: '_'}\n",
      "Data: (1861, 28, 952)\n",
      "Targets: (1861, 97)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "dataset = IamLinesDataset(train=False, pad_token=\"_\", transform=transform, lower=True)\n",
    "dataset.load_or_generate_data()\n",
    "print(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(28, 952)"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.input_shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(97, 54)"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.output_shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torchvision.transforms import ToPILImage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "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": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but since starting salaries would depend on grade a______________________________________________\n",
      "or b in the finals next may, and since mating____________________________________________________\n",
      "prospects would depend upon salaries, scholarship for____________________________________________\n",
      "these fine young people was closely geared to____________________________________________________\n",
      "economic and biological ends which, essentially,_________________________________________________\n",
      "were really means. so, seeing them revolve in____________________________________________________\n",
      "circles, harry had the feeling that moke (or what________________________________________________\n",
      "moke consciously or unconsciously symbolised, any-_______________________________________________\n",
      "way in harry's mind) had these splendid young____________________________________________________\n",
      "people by the short hairs, and was diverting them ...____________________________________________\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(190, 200):\n",
    "    plt.figure(figsize=(20, 20))\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    data, target = dataset[i]\n",
    "    target = [x - 26 if x > 35 else x for x in target]\n",
    "    sentence = convert_y_label_to_string(target, dataset) \n",
    "    print(sentence)\n",
    "    plt.title(sentence)\n",
    "    plt.imshow(data.squeeze(0).numpy(), cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "from text_recognizer.networks.util import sliding_window"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "patches = sliding_window(data.unsqueeze(0), (28, 46), (1, 46))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "patches.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "patches = patches.squeeze(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = plt.figure(figsize=(20, 20))\n",
    "for i in range(6):\n",
    "    ax = fig.add_subplot(1, 6, i + 1)\n",
    "    ax.imshow(patches[i].squeeze(0), 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
}