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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/aktersnurra/.cache/pypoetry/virtualenvs/text-recognizer-ejNaVa9M-py3.9/lib/python3.9/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/aktersnurra/.cache/pypoetry/virtualenvs/text-recognizer-ejNaVa9M-py3.9/lib/python3.9/site-packages/torchvision/image.so: undefined symbol: _ZNK3c1010TensorImpl36is_contiguous_nondefault_policy_implENS_12MemoryFormatE\n",
      "  warn(f\"Failed to load image Python extension: {e}\")\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 pathlib import Path\n",
    "import torch\n",
    "from omegaconf import OmegaConf\n",
    "from hydra import compose, initialize\n",
    "from omegaconf import OmegaConf\n",
    "from hydra.utils import instantiate\n",
    "from importlib.util import find_spec\n",
    "if find_spec(\"text_recognizer\") is None:\n",
    "    import sys\n",
    "    sys.path.append('..')\n",
    "\n",
    "from text_recognizer.data.iam_lines import IAMLines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zsh:ulimit:1: value exceeds hard limit\r\n"
     ]
    }
   ],
   "source": [
    "!ulimit -n 65000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_config(path: Path):\n",
    "    with initialize(config_path=path.parent):\n",
    "        cfg = compose(config_name=path.name)\n",
    "    return cfg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_26860/3010195264.py:2: UserWarning: \n",
      "The version_base parameter is not specified.\n",
      "Please specify a compatability version level, or None.\n",
      "Will assume defaults for version 1.1\n",
      "  with initialize(config_path=path.parent):\n",
      "/tmp/ipykernel_26860/3010195264.py:2: UserWarning: \n",
      "The version_base parameter is not specified.\n",
      "Please specify a compatability version level, or None.\n",
      "Will assume defaults for version 1.1\n",
      "  with initialize(config_path=path.parent):\n"
     ]
    }
   ],
   "source": [
    "datamodule_path = Path(\"../training/conf/datamodule/iam_lines.yaml\")\n",
    "mapping_path = Path(\"../training/conf/mapping/word_piece.yaml\")\n",
    "mapping_path = Path(\"../training/conf/mapping/characters.yaml\")\n",
    "data_cfg = load_config(datamodule_path)\n",
    "mapping_cfg = load_config(mapping_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_cfg.batch_size = 8\n",
    "data_cfg.num_workers = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/aktersnurra/.cache/pypoetry/virtualenvs/text-recognizer-ejNaVa9M-py3.9/lib/python3.9/site-packages/pytorch_lightning/core/datamodule.py:149: LightningDeprecationWarning: DataModule property `dims` was deprecated in v1.5 and will be removed in v1.7.\n",
      "  rank_zero_deprecation(\"DataModule property `dims` was deprecated in v1.5 and will be removed in v1.7.\")\n",
      "2022-09-09 19:38:53.045 | DEBUG    | text_recognizer.data.transforms.load_transform:_load_config:17 - Loading transforms from config: transform/lines.yaml\n",
      "2022-09-09 19:38:55.217 | DEBUG    | text_recognizer.data.transforms.load_transform:_load_config:17 - Loading transforms from config: test_transform/lines.yaml\n",
      "/home/aktersnurra/.cache/pypoetry/virtualenvs/text-recognizer-ejNaVa9M-py3.9/lib/python3.9/site-packages/pytorch_lightning/core/datamodule.py:144: LightningDeprecationWarning: DataModule property `dims` was deprecated in v1.5 and will be removed in v1.7.\n",
      "  rank_zero_deprecation(\"DataModule property `dims` was deprecated in v1.5 and will be removed in v1.7.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IAM Lines dataset\n",
      "Num classes: 58\n",
      "Input dims: (1, 56, 1024)\n",
      "Output dims: (89, 1)\n",
      "Train/val/test sizes: 10255, 1140, 1958\n",
      "Train Batch x stats: (torch.Size([8, 1, 56, 1024]), torch.float32, tensor(0.), tensor(0.0415), tensor(0.1208), tensor(1.))\n",
      "Train Batch y stats: (torch.Size([8, 89]), torch.int64, tensor(1), tensor(52))\n",
      "Test Batch x stats: (torch.Size([8, 1, 56, 1024]), torch.float32, tensor(0.), tensor(0.0326), tensor(0.0942), tensor(0.8588))\n",
      "Test Batch y stats: (torch.Size([8, 89]), torch.int64, tensor(1), tensor(52))\n",
      "\n"
     ]
    }
   ],
   "source": [
    "datamodule = instantiate(data_cfg, mapping=mapping_cfg)\n",
    "datamodule.prepare_data()\n",
    "datamodule.setup()\n",
    "print(datamodule)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = datamodule.data_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<s>union would be prepared to reach<e>'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def convert_y_label_to_string(y, datamodule=datamodule):\n",
    "    return ''.join([datamodule.mapping[i] for i in y if i != 3])\n",
    "\n",
    "convert_y_label_to_string(dataset[0][1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = dataset[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = torch.nn.Conv2d(1, 1, 7, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 25, 509])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c(x).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 56, 1024])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "xx = x > 0.12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fca06666be0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(40, 20))\n",
    "plt.imshow(x.squeeze(), cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fca0634dac0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(40, 20))\n",
    "plt.imshow(xx.squeeze(), cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[0., 0., 0.,  ..., 0., 0., 0.],\n",
       "         [0., 0., 0.,  ..., 0., 0., 0.],\n",
       "         [0., 0., 0.,  ..., 0., 0., 0.],\n",
       "         ...,\n",
       "         [0., 0., 0.,  ..., 0., 0., 0.],\n",
       "         [0., 0., 0.,  ..., 0., 0., 0.],\n",
       "         [0., 0., 0.,  ..., 0., 0., 0.]]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, Y = next(iter(datamodule.train_dataloader()))\n",
    "for i in range(8):\n",
    "    plt.figure(figsize=(40, 20))\n",
    "    x, y = X[i], Y[i]\n",
    "    sentence = convert_y_label_to_string(y)\n",
    "    plt.imshow(x.squeeze(), cmap='gray', vmin=0, vmax=1)\n",
    "    plt.title(sentence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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WAAAAAAAAAAAAAAAAAAAAAAAAgwo/lgAAAAAAAAAAAAAAAAAAAAAAAIPK/wIkimlxWoYvrAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(8):\n",
    "    plt.figure(figsize=(40, 20))\n",
    "    x, y = dataset[i]\n",
    "    sentence = convert_y_label_to_string(y)\n",
    "    plt.imshow(x.squeeze(), cmap='gray', vmin=0, vmax=1)\n",
    "    plt.title(sentence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['<b>',\n",
       " '<s>',\n",
       " '<e>',\n",
       " '<p>',\n",
       " '0',\n",
       " '1',\n",
       " '2',\n",
       " '3',\n",
       " '4',\n",
       " '5',\n",
       " '6',\n",
       " '7',\n",
       " '8',\n",
       " '9',\n",
       " 'a',\n",
       " 'b',\n",
       " 'c',\n",
       " 'd',\n",
       " 'e',\n",
       " 'f',\n",
       " 'g',\n",
       " 'h',\n",
       " 'i',\n",
       " 'j',\n",
       " 'k',\n",
       " 'l',\n",
       " 'm',\n",
       " 'n',\n",
       " 'o',\n",
       " 'p',\n",
       " 'q',\n",
       " 'r',\n",
       " 's',\n",
       " 't',\n",
       " 'u',\n",
       " 'v',\n",
       " 'w',\n",
       " 'x',\n",
       " 'y',\n",
       " 'z',\n",
       " ' ',\n",
       " '!',\n",
       " '\"',\n",
       " '#',\n",
       " '&',\n",
       " \"'\",\n",
       " '(',\n",
       " ')',\n",
       " '*',\n",
       " '+',\n",
       " ',',\n",
       " '-',\n",
       " '.',\n",
       " '/',\n",
       " ':',\n",
       " ';',\n",
       " '?',\n",
       " '\\n']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datamodule.mapping.mapping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}