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authorGustaf Rydholm <gustaf.rydholm@gmail.com>2021-03-20 18:09:06 +0100
committerGustaf Rydholm <gustaf.rydholm@gmail.com>2021-03-20 18:09:06 +0100
commit7e8e54e84c63171e748bbf09516fd517e6821ace (patch)
tree996093f75a5d488dddf7ea1f159ed343a561ef89 /notebooks/Untitled.ipynb
parentb0719d84138b6bbe5f04a4982dfca673aea1a368 (diff)
Inital commit for refactoring to lightning
Diffstat (limited to 'notebooks/Untitled.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"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "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": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "target_transforms = [\n",
+ " {\"type\": \"ToLower\", \"args\": None},\n",
+ " {\"type\": \"ToCharcters\", \"args\": {\"pad_token\": \"_\", \"eos_token\": \"</s>\"}},\n",
+ " {\"type\": \"ToWordPieces\", \"args\": {\n",
+ " \"num_features\": 64, \n",
+ " \"tokens\": \"iamdb_1kwp_tokens_1000.txt\", \n",
+ " \"lexicon\": \"iamdb_1kwp_lex_1000.txt\",\n",
+ " \"use_words\": False,\n",
+ " \"prepend_wordsep\": False,\n",
+ " }\n",
+ " }\n",
+ " \n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from text_recognizer.datasets.transforms import ToText"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "2021-02-24 21:43:47.687 | DEBUG | text_recognizer.datasets.transforms:__init__:201 - Using data dir: /home/akternurra/Documents/projects/quest-for-general-artifical-intelligence/projects/text-recognizer/data/raw/iam/iamdb\n"
+ ]
+ }
+ ],
+ "source": [
+ "to_text = ToText(\n",
+ " num_features= 64, \n",
+ " tokens=\"iamdb_1kwp_tokens_1000.txt\", \n",
+ " lexicon=\"iamdb_1kwp_lex_1000.txt\",\n",
+ " use_words=False,\n",
+ " prepend_wordsep= False,)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "2021-02-24 21:42:02.700 | DEBUG | text_recognizer.datasets.transforms:__init__:201 - Using data dir: /home/akternurra/Documents/projects/quest-for-general-artifical-intelligence/projects/text-recognizer/data/raw/iam/iamdb\n"
+ ]
+ },
+ {
+ "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, target_transform=target_transforms, lower=True)\n",
+ "dataset.load_or_generate_data()\n",
+ "print(dataset)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "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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LL6kiyZgwza8JsyU3NxdNTU0YHh5WRGyGJEmw2Wx49913FRGLH0+WZRw4cAANDQ04cuQIotEo2tra0NLSgn//939X+mJj81FKfDQeQRAEQRAEQRCfPhmLNuXl5Th58iTGxsYwOjoKg8GAxcXFpNOPfD4f5ubmUFpair/+67/G8PAw8vLyEIvFlNoLxcXFaG5uRlVVFYqKinD79m2Mj49j3bp1KC4uRl1dHXJzc9Hb2wuTyaSkXNTU1OD69evYvn078vLy0NfXh66uLpSWluKRRx7Bz3/+cxQUFKC1tRVOpxOBQABjY2NwOp04duyY8iu0wWCA0+nEwYMHEYlE8Nvf/hbPPfccsrKycO7cOfT09KCurg7t7e0YHx/XPdlJLYVJTXhhItEXvvAF9Pb2oqenBz6fD7Ozszhw4AC2b9+OixcvAgDq6+tRXV2NeDyOoaEhdHR0YGlpCRcuXIDX602KRjhw4AB6e3tRWFiI5uZmzMzMoLOzEzt27MC5c+ewvLy8Kv2Ij/IQHTLmsG3btg3RaBRGoxFf/OIXkZeXh8nJSRw5cgThcBjl5eXYuHEjGhoacPLkSXz1q1/FRx99BJfLhcbGRmzYsAHbtm2D2WxGT08P/uzP/gyhUAgXLlzA7du3YbVa0dbWhkQigcLCQrS2tqKmpgY2mw2yLKOzsxNnz55V1t5qtSo2mEwm/MVf/AVkWcbVq1cxNDQEWZbR3NyspMn90R/9EdatW4e5uTn87//+L2RZxp49e5CVlYVoNIrGxka0t7djYGAAN2/eVK0rpCcAmEwmNDU1Yd26dZiamkJRUZFSUJt36NesWQOr1YpAIIBIJIKdO3diz549mJqawi9/+Ut4vV60trbi+eefh9frxczMjCKANjQ0YO/evWhubsarr74Ku92OvXv3wmazweVy4cKFC/D7/ZpHxfPvlO1VPu1GLS2JRy3qS1wTu92OxsZGtLW14dvf/vYq4Uvcd4ODgwiFQkk1pMSTkUpKSrBr1y6888478Pv9ilChl8rHR2jda6SImE4lRn3x/61Xp4YRi8XSSr/Si7aSZRnl5eVob2/HW2+9teq7KBwOY2JiIum0MzYXSZJQWlqKz33uc3jttdcUQbegoAC/+tWv4PP5VFM9qa4NQRAEQRAEQTwYZCzaLC0tISsrC6FQSPnFnx3BnJubi0AgoPyK/tZbb8HhcGBlZUWJuonFYigoKIDD4cD27dtx584d3LhxQwnrz8nJQSgUwuTkJAYHBzE9PQ273Y41a9bAbrdjdHQUHR0diEaj6Ovrw8DAAJaWlhCLxWC327Ft2zYUFhYqJ600NjYiNzcXlZWVmJ6exsjICBYWFgDcdTbXrVuHX/ziF0gkEqipqcHw8DD6+/sxNTWFUCiEjRs3aq6FGGHDHE+9X9+ZE1dQUIDa2lokEglUV1dj7dq1MBqNuHr1KmRZxvbt21FXV4eJiQkUFhbizp07+PznP69EEbGaNbW1taipqVEig6anp3H79m14vV74/X5MT08r0TtqaTpqhXyBu7/eNzY2Kn36fD6Ul5fD4XDAYDAgLy8P27ZtQ3V1Nbq6uuDz+bBhwwacP38eW7duRUVFBbKyspQ5FRcXIy8vD11dXejr60MikcCaNWswNTUFo9GI/fv3w2AwYGxsDAaDAdu2bUtyTm02G7Kzs5W0rqysLLS0tCh1kObm5iBJEkKhEAKBAJqamtDa2gqbzYZYLIaHH34YxcXFGBgYgCzLcDgcqKyshM1mw9mzZ+H3+1dFr/ACASv2ygQPSZIgSRIeeugh1NfXo6ysDFNTU+ju7lbSgaxWKzZu3Ii9e/ciEolgbm4Odrsd4XAYly5dwuOPP44bN25g7dq12LJlC3p7e1FXV4dvfetbeP/99xGNRrFhwwasXbsWR48ehdfrxUsvvYTx8XGEQiEUFBSgpaUFnZ2daX9+xffP/jsvLw8rKytKNAu7x9c8EtPymOhTVVWF9vZ23Lp1C5OTk6v2Eh/9woro8keWi0dRFxQUoLKyEvF4HNevX0cwGNQVTfXmJ6J1JLaWYMELWUxUUWujNRYfxSK24YVTdo+thSRJSvRYcXExqqursbS0BLfbnbRP2XcOWyMWjceiZoqLi3Ho0CH09fVhdnYWDz30EGw2G4aGhpTTx/ROyyMIgiAIgiAI4rMlY9FmZGQEZWVlqK+vV05vikajsFqtSiHLlZUVLCwsYHJyEhUVFZAkCR6PB8vLy4jFYrDZbJAkCSUlJejt7cXg4CACgQBkWYYkSbhy5QoGBwexuLioHMUtSRICgQDu3LmD0tJSDAwMoKenBx6PByaTCaFQCFNTUyguLlZEn/n5eVRVVSknGhUUFGBmZgaBQADRaBShUAj9/f3o7++HwWCAz+eD1WpFWVkZ/H6/EqXD7I1EIklHD/POlppTpubUrays4MaNG1izZg3Ky8uRSCQgyzJGRkaQn5+PkpISpehsUVERRkZGsLy8jP7+fhw8eFCJvmHpN7FYTDktZmJiAoODg3C5XDAYDBgeHl4VZZNOWg2LCCovL1dEtLm5OSwsLOD27dtYWVlBYWEhbDYbFhcX0d3djVgshvn5eTidTtjtdszPz2NxcRHl5eXo7e1FRUUFYrEYQqEQioqKUFFRAbvdjrNnz8JgMKC4uBgAEAwG4fV6MT4+rggARqMR1dXVyM7OxsjIiOJIMxEnLy8PNptNERBLS0tRVlYGAJidncXs7KwioPT398NmsyEQCMBkMiEYDCpCixZiRIXVakVpaSmqqqqwdetW1NbWor+/H5cuXcL4+DhKS0uRn5+P0tJSVFZWoqamRjmdJxKJYHh4GF1dXdiyZQvq6+uVejy/+c1vUFdXh4MHDyI7OxvAXed9bGwM586dQ1lZGRobG/Hhhx8iEAigqKgIBQUFGaVKiYIdW/tNmzZhbm4OPT09SkRcU1MTYrEYJiYmlNO+mBhltVoRi8VgNpuxbt06bNy4EcePH1d1+JnAWFBQAL/fr6Qi5ufnKzVw2ElxAFBRUYHq6mpFaGDjqh35Lb4ntl/UomDYvsnNzVUKnQcCAfj9/qQaPOK7djqdCIfDWFhYSLJTXFNR+BEFH9FWPcrLy7G8vAyDwYA1a9agrKwMt27dSqoPxhce5wsZs3v5+floaGhARUUF3nnnHdTU1KCiogJjY2Po7+9X0thE4ZZEG4IgCIIgCIJ4cMhYtOnv70dNTQ02bNigOKNTU1O4cuUKpqamEAwGFecqHo+jv79factEHa/Xi6NHjyb9im8wGBCLxTAyMoKhoSGlTSKRwK1btxRhZWVlBT/84Q+T0g5isRg8Hg/OnTsHj8eDnp4epUgtcFcosVqtqKmpUdIsotEo7ty5gzfffFOx9dKlS3jooYewa9cuWK1WjI6OYmlpCWVlZVhYWIDP51NOSFKD1UDRO33HYDDggw8+wPbt22G327G8vIyZmRksLCzgwIEDKCoqQjAYhMfjQTgcRn9/P65du4Z4PI5jx46hsrISpaWlCAQCSjuHwwG32w2Xy6WknBgMBly7dk0puqsW/SDaxTtrTNBgQprFYoHL5cKZM2cQi8UgyzK6u7uxsLCA+fl5mEwmnDlzBlarFRcvXsTExARKS0vx+c9/Hj6fD8XFxYjFYli3bh2ysrJgtVrx/vvvY2pqCgDQ29uLhx56CLt374bb7caZM2cwNjamRNXU19fDbDYrUTqhUAhjY2Oor69HSUkJotEoIpGIchKV2+3GlStXsLCwgKGhISwvL6O8vBx5eXnIzs6G2+3GzMwMZFnG3Nyc6rqIERDs/bK9tHv3bmRnZyM3N1cRHisqKlBQUIA1a9agrq4O165dw4ULFwAAU1NT6OzsVN7R22+/jT179qC6uhrz8/PIyspCXl4eJEnC2rVrkZeXh0uXLuG9997D4uIi2tvb4fP5MDo6Cq/XC5/Ph9zcXKUWCl9zxmw2Kyd4saggn8+HUCikCA/sc9fa2oo9e/agq6sLIyMjisP/4osvYnh4GMePH0c4HEZWVhays7Nhs9lgs9ng9XpRXl6OtrY2VFdXIxaLobGxEbdu3UqqayPLspLud+3aNVitVmzYsAH19fXw+/2KwJdIJGCxWFBbW4uysjK88847kGUZWVlZyM3NxdzcnBIRpSZ6iFFSaqmJBQUFKC8vR0lJCRwOB8bGxjAwMACPx7OqTyZcdnR0wOPxoLu7GzMzM0rkGus3VXFz8TOmZiO/1yRJwubNm9HZ2YmioiLldKcbN24kRfVZLBZYLBbl/QYCAQSDQQB3xaba2lo0Nzejv78fbrcbL7zwAoaHhzE0NAS/3w+TyZRUdFsUn0m8IQiCIAiCIIjPHkMmBSZNJlOCRdSwApUAkmpYqNVy4doDQFKh03TSHvhfgJnww6IB2JhaR2yL82MOFuuPF1lkWUZNTQ02bdqElpYWJBIJdHV1YXx8HLdv34bP59OsDaP1NxuHXw82pngSE//ffBux7gcTD5iTbjablV/gRTvUxkgF65MVaU4kEopYxUQRtr68XWxMNlZeXh7q6uqUdLnnnnsODocDAwMDuHz5MjweD6LRKFZWViBJEmpqavDEE09g06ZN+MY3voHl5WUAUNJD+KgYo9GI3NxcrF+/HtnZ2UrqyOLiIsLhcNIJUcDdE3bWr1+P+fl53LlzB/F4HPn5+cjOzlb+VoOttdpx4bIsw2g0YseOHTh48CCcTie8Xi/6+/vR1dWF3t7eJPFQfMfA3aK8jz/+OPbt24eVlRUUFxejvr4eP/jBD1BVVYXr16/jJz/5CQwGA+rr6/Hqq6/i61//Ovr7+1cVlWanTLEIn6qqKmXtcnJycOTIEVy6dElJa2Rtvv71r2NqagoDAwMIhUJob2/HoUOH0NLSgr/5m7/B0NAQiouL0draiubmZszPz+Po0aMYHx/H1772NRw8eFARyioqKvAP//APOHv2LHw+H4xGIyorK/Gd73wH7777Ls6fP48DBw6guLgYbrdbSW2bmJhAIpFAVVUV9u7di6KiIvzwhz9EfX099u/fj5aWFhw+fBjnz59XhBu1k6L4/ccLJmazGeXl5fjKV74Cv9+PCxcuKMXPu7u70dnZueo9r127Fo888ggOHTqEQCCAvr4+/OhHP8LCwkJSkd+VlRWlphD/3WI2m2G1WgEgSczWw2AwICcnB1/5ylfw1ltvYdeuXTCZTLh16xZu3bqlzDs7OxsFBQVobGzExo0bkZOTg8uXL+P48eNIJBKoq6tDW1sbCgsLcfjwYezevRtr167Fr371K5SVlSE3Nxe3bt2Cy+VatSfFPa+2hwmCIAiCIAiCuO9cSSQS28SLGUXaMBFkZWUlLbGFd56YM8V+mTYYDElij5rQw59gwv5mhXHZ38wmNUdNTfjQSrGIx+OIRCIYHBzE0NAQfvnLXyrPas1VTaBJVzzi10OtAKlaqoKaOBWPx1cJNqnsSQXrk53wpfWLO/+rvNqe8Pl8Scdf//SnPwXwu2OyWQ0a4K6A19HRAZvNhnfeeSfpCGK3263U8uDX0efzpV3PJRwOK7YwPB4P5ubmVIvW8ntK7YSjRCKhrPuZM2fwwQcfJL1LPupK7x24XC78x3/8B370ox8p1w4dOoSRkRG0trbCarXi8ccfR0tLC5qbm3H8+PEk0YDHYrEop58ZjUYsLCzAbrdj586dcLlcSoSZuO99Ph+eeeYZFBYWYmZmBhcvXsTPfvYzfOMb38Af//Efo6KiAn6/H+fOncOrr76KyclJrKysYN++fdi6dSvcbje+//3v4+bNm/j7v/97NDY24tq1a8oJXTk5ORgbG8N7772HrKwstLa2oru7G++9954inj388MNKGpzVaoXf78crr7yCmpoavPbaa9iyZQusVmuSaMnDi51ms1mp72I2m2GxWFBXV4edO3fC4/Hg2LFjeOGFFwAAp06dwrVr15IE4dzcXMiyjP3796O1tRX/8i//ghs3bqCqqkop9mswGJRTvaanp3Hp0iV4PB4sLi4iGo2ioKAABw8eRFVVFfLy8vBf//VfcLlcyveXJEkwmUwIh8OrPjcmkwlbt25FMBhU6mxJkoTW1lbY7XaUlJTA5/Ohvb0doVAIFy9exODgIL7whS/g7NmzkGUZ+/btg8ViwalTp+BwOPDEE0/g+9//Pmw2G9rb25GVlQW3243JyUnFJn4N9U5LIwiCIAiCIAji0yMj0UatRoNebQmGWAOGOVTA74QPFrnDHBiz2ZxUQFeMiuHbsCOTRVGDiUOpBCaxMCnrM5N2ImoRLmoOvFZaBX8vVbSM3v1UooHe82on52idjsULFMyxZvV/+PeWSCTQ0NCAqqoqnD17FiaTCTk5OXjhhRdQUlKCrq4uHD9+fJXgkWpP3UskAC9C6sEXzFUTsPTWN5WdbH3YiVMAcOLECSQSCYyNjcFsNsNutyMUCuHtt9/G0NAQfD6fkuLEC07xeBwulwtZWVlYv3499u3bh+bmZly7dg3/9E//hIGBAQQCAWUuzLY333wTp06dgtlsRiQSUYqNX7lyBdPT0/jpT3+KkZER+P1+LC8vK3OYnp7G4cOHsbi4iCtXriind73xxhuKsBQKhdDX14d//ud/Vk5u83g82LlzJ7Zs2QKv14uBgQH09fVhbGwMVVVVSr2s69ev4/Dhw2hubsbi4iK8Xm9S2hWPw+FAUVERsrOzcePGDeX6n/7pn6KlpQWlpaUoLCyEx+OB0+nE6dOnMTg4iGAwiKqqKlRVVcFqtWJyclIpvH306FEsLCzg5Zdfxo9//GPlhDGD4e7x86WlpWhra8Px48dRW1uLZ555BidPnoTL5UJ9fT1qamoU8au2thZWq1U5JW3r1q04ffo0fvGLXyAcDkOWZQBQav689tpr+Na3vgWPx4NAIID6+nosLi6iuroaTU1NOHLkiHJsvN1ux9NPPw2fz4fs7Gzs2rUL69atU4q479y5EydPnkQoFMIrr7yC8fFxHD16FIODg4jH4zCbzdi8eTMmJiaUtEyCIAiCIAiCIB4MMq5pw7hXJ1lELZpFTWhhbXknmHfo+YKarG4EfzILa6uVusUQ0594xHoPemvA2ybamymp2qndV4ssYvaIzr4WanNUi1QSxR1+fdias38zR16SJDz22GOIRCLYuHEjlpaWcOrUKdy+fRvhcDhJgOPfG5/Ww79zLXu1ENtqIQpH/HzTGUOMpOLXit+LTDwyGo1YXl6G0WhU6o34/X74/X4Eg8FVpzuJ5ObmoqysDNXV1SgpKUF/fz+uX78Ot9u9qt4U64MV8ebXb2lpCT/+8Y8RjUaxsLCgpMfxa+ZyuTA3N4eVlRVEIhFYLBacPXsWw8PDSgQVmxeLUIlEInj99dfhcDgAAKFQCAsLC8qx3h9++CFu3boFAJiZmYHX60VHRwfee+899Pf3J0XnMWw2G3bs2AGLxYKrV68mnUZ18eJFLC0toampCQaDAfn5+Zibm0N+fj7a29sRjUbh9/sxOzsLt9uNUCikiEmhUAiLi4uQJAlbt25VIrX4tEQAuH79OgCgs7NTKXpuNpuxadMmOBwObNiwAcBdkSsYDCpii8fjwZe//GU4HA5YLBZ4PB589NFHuHnzJtavX48PP/wQV65cwfj4OGKxGAoLC7Fjxw68/vrrGB8fR09PD0pKStDQ0IDa2lqMjo7iwIED2L9/P3p6evDRRx8pp08dO3YMNTU1MJvNmJ6eVop85+TkYPfu3SgqKsLs7CyMRiMKCgrgdDrhdruVk/YIgiAIgiAIgvhsuKf0KIaa05iuYysKLGK/ag65iFaqk1a/YnFNUcDQi3pRG4OPIPksSCXAiCIGe55PLxFFLLXnU9mQiYgB3E1LGhoaQklJCQDg9u3bGB8fx/DwMObn51XH1YtGYvNgY4jroTWPdEQeNTvYnNUEGHFfp+qXf57fs7xQFIvFkk434vvn158V8i4sLER1dTVkWcbExAROnDiB+fl5RZDk7WJrxWqysL5ZX2x+/JyZbUtLS8oJRwaDAcFgEL/5zW+UU9/4/vi/R0ZGkqLkWHpOIpFQIl346/Pz8+jq6oLH41klQhoMBrS1tcFut8PtdsPn8yWtkcvlUk6B6+7uRkNDAyYnJzE3N6ecIBcIBDA7O6sIFKFQCK2trcjOzobZbMbg4CB6enqSBN1oNAqfz4eRkRE0Njbi/fffx8TEhFJIuaGhQYmeOnv2LCYnJ7GwsICsrCw4HA4YDHdP7QoGg1hYWEB2djbi8ThsNhsKCwtRWVmJEydOoLe3Fz6fTzkh78SJE7h69SoikQguX76M/Px8FBcXw2azwePxwGg0KrWChoaGUFBQoBTdzs/Px9LSEoqLi7FlyxYEg0FkZ2djx44dOHv2LJaWlmCz2ZTTwN59910SbQiCIAiCIAjiM+aeIm20xBTRiUy3D617ooCQSXu9U1BSpSMBqQUpMaokXVI9n0r0yjTag28jvp9UEUNqwkIm42n1s7i4iKWlJdy5cwcWiwV+vz8plSqd/vl/1K6rPc//nUpsU1sbXigRxT7xHqsJIq6d3p7WGlfrWf554G6UWH9/P0wmk1KXpb+/X4m44NeCjcGnKmoJnWqfC3HOTLS5cuWK6rqJEXKi4MqEqkgksio67sKFC5idnV0VZWMw3D32vbKyEnfu3MHAwEBS0dxE4m4B7bGxMUxMTODmzZvo7e2F2WzG7Ows5ubmlFQgPirP5XKhoaEB+fn5CAQCuHDhAs6fP68cL8+Omg+Hw5iYmMCuXbvw9ttvIxwOKwIKi/IZGRnBwMAA5ufnEYlEUFFRgZycHEiShFgshs7OTty5cwdWqxUFBQXIyspCdXU1PB4Pent7FbENuBup8+abbyIajcJgMOD27dswGo3Iy8tDOBzG/Pw8cnJy4Ha7cevWLSVK6MaNGwiFQkp0jt1uR2lpKRKJBJqamhAOh3Hjxg0EAgHlZMCGhoZ7jgwkCIIgCIIgCOL+kdHpUUajMcFqLwDJx92ylCax7gfv3KUTmZMqukZsJz4rihLMueajF/g2/Bi8c8nPi/1bdDzFosdq9qUTCcLD7qutIbuvFtUhrglvt5h6plarhr8nvi+1iB7+vtFoVI6dFhFr6ojt1NCL8GHvMdNaPTyp0uT48e81kirdk9GA5DpK/JhawmMq4c/pdMJutyMWiyEnJwcDAwNKtIya8MiPCawuIM7byX+WxJPY+O8ArXeodnqbeJ/f23rv2GQyoby8HE6nU4me4Z8XhTM2JhPV+Gg+/ntCXBP+WltbGzZs2IBIJIL5+Xk0NTWhsbER3/zmNxEKhWAwGJTT9ViUlDg/WZaV47Z5IYoJMM888wxOnTqFyclJpXYRg9/7/OdVku7q73V1dXC73YoQqlZQWJZlOBwONDQ04E/+5E/wve99Dy6XC5IkYc+ePWhpacHExARef/11xONxOj2KIAiCIAiCID4dVE+Pyli0sVqtqgIG76SKzh1zkNQcZb7IK7C66K2WcyoKEaw9LxzxUQDpOPhqDiWbF2+LlgDEO77pOux6trA5MDt4eBv407XYfNXeix5qbfTWXxSP1GzUasfmdy+orb1o/ydBpqlwbA1TCUSpBA5gdWRQOrWZRD7ufgRW7xGGKOrpfaZTkUrU4cfibRDTKbXuqX0exO8PtesMWZbR0dGB9evXw2q1YmpqSkk/4z9/fLt0BEa2trIso6WlBf39/VheXk77vamJbuL9ePxuwfacnBy0t7fjsccew6VLl/Duu+8iGo3i4Ycfxu7du7G0tIQf/OAHSh0iEm0IgiAIgiAI4lPh/og2fKSNyv1VDqgoKPDw99QEAFEEYqQSFFifzCa+XabwAoZeBIhoZ6qxUvUnijbidUBbwEgX3gY10UPNhlQillafqUQ9nnSEKoYoYLA29ypSqAkiWoJNKiHnXgQzHjH9SisyKhMRixcvUkWx8LaLYola9JaW/fx1rVpK7F4mYpTe+n4S9abYmhmNxlUiiZ4QlClietn9gh01vnfvXmzevBmLi4v47//+b8RiMeTn5+Mv//IvMTg4iGPHjmFmZkZ5VyTaEARBEARBEMSngqpoc8+nR4loiRB6Tqvo+PFOuegwqjlheicA8cdO36sDlerXa/4ZNvd0xQK1/vg5av1anolgk0psUKsrovYsf11tfvz68v3wKUa8Lcx2NhctUYwfS+3di86zln1qc2J2i+KM1rNa74NHTFdLdy+I82brJb4f/j5ro5dGpnZPLTVOTSxREyEyFVn01kxNjFSznf886Nkopgjeb8GGP62Mfc7FCCjeDh5me7oibaoj5nl4MU0tnY09w+7v2rVLEWx+/etfIxKJQJIkPPnkk+jt7cXNmzfh9XqTbCfBhiAIgiAIgiA+Oz6WaMP/ws5HVwDpnfaj92u4KAKIwk2qsdScPj3UUhhSRdaIY4u/kGsJWVo1SdJ10PiaMKKTplUHJdU4fFu+XkmmooD4XkQBh39O/JsXU0TUokzEiB491N6/OAe1ujH8O9WyS62QLx95olUvRgvxPbPnWVvRbr0+9fYBP+9U81SbF38v3bH451MJZvz1TNPBtBAjwljfWgISb7O4l8UIM617et8RfP/sPv+u1eziBU++L7b+WuM1NDRg+/btcLvduHTpEmZnZxVBJxQKoaurC2NjY8pJZZ9UxA9BEARBEARBEOnzsUQb0WEQr+m1S9cBUxtDaxzeyRB/mc/UsVQbT3TqxXtqY2n1qyWcaN0THd2P41Ddy/z1rqXbj5ZwI4oden3wa6QViZJKgODRW2u95/UEKfGa6EyrvWc1h1vLRvGZTN6nmqin1r/WXhYjZPTEuEzWVm8/pyNEip9v8f2riXtq/el9LtXmoLbPeFt4e7TGUhNAxc+5lkgjroGa/UajEU6nE3v37kU0GkVfXx+Gh4cRjUaV99nT04OxsTEEAoGkOd0PoYwgCIIgCIIgiHsnY9FGT7zg/870f/bFfrR+eddzWnjnSi8SRM2+VJE4ak6gOKY4rp7zn644Iz6fKrpIT2jSQyt6I1371J5JFz2xSq1PNcFBL5pBjCQRrzO0Iki0bNB6Ts/JZ/f5CBJxz2TqLGcSUaUnXqqJZ5kId2pROOkIQsDqyBf+Pt8viwxRQxRJRHv11pU/kUm0Px2BVO/zorWW4mlVvP1ilBW7z0fB8Tby/YvztVgsaG9vx4YNG/Dmm2+ir68v6Qj4aDSKmzdvJvXHxiLRhiAIgiAIgiA+WzIu/KAlhjDUHCO1tA6+Hgmr35GOs68nrqRTkyRVnQgxkoC1ZW1SpaIwp1Krlow4Dl+7RCv9RexDbKeFXgqOXvtU1zOtF5LKTnYsMr931IrXAquddjURSW2dtcSHdNZRbCOKDaLtasIC345/z6J4w+7zNqvtSb3roj38NdaOH0e0ka+pk867FuelZqNe/STxfYrvS+3zqAZLLVKzLV3UhDu9ukYiWnPT2oPsu4X/zlCraaTVhh9TLR3LbDajtLQUzz//PI4cOYKenh4sLCwk1QMSv1P4/jL5bBAEQRAEQRAEcf/JONJGreAsu65VmDSVgJEpenUu1BxNtWuig6plJ7suOkpqaNnDruvVoOHH4e3TsysdxDpAvKCQ7olIarakc5oWQ6zpIoozasVm9WoRfRKOZDp9as1ZfK+i8633LIBVa6v1zsR6LKkiudKJnNK6p7fn1OaQSjzSE4HSFYfU2qRqy69VqrpGavMS+0pVY0cUD3kb+UgZcS6p5ir2rQfr32q1Yv369XjllVfw85//HJ2dnYhEIsqctUQk1gc7ie3jpGISBEEQBEEQBPHxuC9HfotCBKDuiKYSNcTrekKQWjFO3kHSc5bVIjpSOZNqTnkmkQhq66yXgiLarten3nxTRdukI6jxjreWPWJ7ragZvr9U4+oJN1oOdirHm7cBuLdUrkzb8Sk26QoEIqkiuwB1MfOTELj0bNf7vN9vW9IRYrXapdprelFTev2KKU7pRMNl0oaP7GJRMUzk5FOxZFnGtm3bsGfPHty6dQsnT55EOBxGLBbLeM/Tkd8EQRAEQRAE8alw/478Vqs1ITqlDNEJ0vq1m38GWB11It5n6KVjpbqmZSdfL4UJG+KJLqmiUfhntBz9VGlmqZ7hbefrwmg5ymrOvF6EBJ+ek4k4oCWKqb1PNZGNr6mRKem2uVcnNJ12ajVV1KLSMkFNQNSLSFL7LOrtqUz3W7r3xJRBNQFPT2jRW6tMhRmxHS+miZ9X8R2mI1iyY8BZ+3QiY/j3pBZZJ3738TaJY/CCzZ49e7BmzRr09PTg4sWLCAaDqu3FtVdLoSPBhiAIgiAIgiA+O+6pELHoZOgV6xSd/3T65/vUuq/WHy+2aI3FOyWp0ku0hCh+bNEJ0iLTCA29eWpdE+uqpNNGC7U1VBPP0l0bPcEqEzErk2c+K/i101tHrftafYpttdplel1rrEzaiO3Fz80nKZKl205NTBP/rSaC3Ov4fCRMunaqiTKp1lG0uampCVlZWRgdHcXAwAA8Ho+uwKW1JqlsJwiCIAiCIAjikycj0SaRSCQVsGTw9RrU7t1LuopW2o6eEyeeAHMvEQViWkS6ERGiYKLlsH2ShT3V0nA+DqlSYO7XOP+XMBgMSsQFkHr/q+1HrWgOtfW+n+uvJzTdr761rn9coUlsc6/iaCqRTe87RU3sUhM6+bH0bBL7U+tDtMNkMiErKwvj4+OYmpqC2+3W3H+iQMP6SCUcEQRBEARBEATx6ZFRTRuDwUD/504QnzCSdE9Zi/eNe0nfUuNe6wY9qOilcPHwKWFi8WggOS0wXdTqSonilNFohMViAXD3RDY1gV0L0R7+b3Y8OEEQBEEQBEEQnyj3r6YNQRCfHOwIdILIFBJYCIIgCIIgCOL/FpmKNnMARj8JQwiCIAiCIAiCIAiCIP4/pVrtYkbpUQRBEARBEARBEARBEMSnQ/pFFQiCIAiCIAiCIAiCIIhPDRJtCIIgCIIgCIIgCIIgHkBItCEIgiAIgiAIgiAIgngAIdGGIAiCIAiCIAiCIAjiAYREG4IgCIIgCIIgCIIgiAcQEm0IgiAIgiAIgiAIgiAeQEi0IQiCIAiCIAiCIAiCeAAh0YYgCIIgCIIgCIIgCOIBhEQbgiAIgiAIgiAIgiCIB5D/BwR0H60xzyhlAAAAAElFTkSuQmCC\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": {
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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",
+ "# print(target)\n",
+ " print(to_text(target))\n",
+ "# target = [x - 26 if x > 35 else x for x in target]\n",
+ "# sentence = convert_y_label_to_string(target, dataset) \n",
+ "# print(target)\n",
+ "# plt.title(sentence)\n",
+ " plt.imshow(data.squeeze(0).numpy(), cmap='gray')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "target.tolist()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dataset.target_transform"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from text_recognizer.networks.transducer import load_transducer_loss, Transducer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "t, i =load_transducer_loss(64, \n",
+ " 0,\n",
+ " \"iamdb_1kwp_tokens_1000.txt\", \n",
+ " \"iamdb_1kwp_lex_1000.txt\",\n",
+ " \"1kwp_prune_0_0_optblank.bin\",\n",
+ " \"optional\",\n",
+ " False,\n",
+ " False,\n",
+ " False,\n",
+ " None,\n",
+ " \"mean\"\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "t(target, target)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "target.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "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
+}