{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Piece\n",
    "\n",
    "When we put a small piece of a page in the pipeline we get problems."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import the `fusus` package.\n",
    "If you do not have it yet, see\n",
    "[get `fusus`](https://among.github.io/fusus/fusus/about/install.html#get-the-software)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fusus.book import Book"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the processing line."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "B = Book(cd=\"~/github/among/fusus/pathological\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.00s Batch of 1 pages: 999\n",
      "  0.00s Start batch processing images\n",
      "   |     0.25s     1 999.jpg                                 \n",
      "  0.25s all done\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>\n",
       "<div><b>orig</b> </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lastPage = B.process(pages=999, doOcr=False, batch=False)\n",
    "lastPage.show(stage=\"orig,layout\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Layout detection has failed spectacularly, and the main reason is that too many\n",
    "horizontal and vertical strokes have been detected.\n",
    "\n",
    "If we try the complete pipeline, including OCR, we get an error,\n",
    "even before the actual OCR process.\n",
    "Something in preparing the images is going out of bounds:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.00s Batch of 1 pages: 999\n",
      "  0.00s Start batch processing images\n",
      "   |     0.18s Loading for Kraken: ~/github/among/fusus/model/arabic_generalized.mlmodel\n",
      "   |     7.82s model loaded\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   |     8.09s ERROR: tile cannot extend outside image\n",
      "   |   \n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    lastPage = B.process(pages=999, batch=False)\n",
    "except Exception as e:\n",
    "    B.error(f\"ERROR: {e}\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can make this work, by telling the pipeline what fraction of the page this is.\n",
    "Note that the OCR delivers results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.00s Batch of 1 pages: 999\n",
      "  0.00s Start batch processing images\n",
      "   |     0.53s     1 999.jpg                                 \n",
      "  0.53s all done\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr>\n",
       "<div><b>layout</b> </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>\n",
       "<div><b>word</b>: <i>data:</i></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "page\tstripe\tcolumn\tline\tleft\ttop\tright\tbottom\tconfidence\tletters\tpunc\n",
      "0\t\t1\t870\t33\t957\t114\t99\tأعـم\t \n",
      "0\t\t1\t792\t33\t870\t114\t99\tمن\t \n",
      "0\t\t1\t651\t33\t792\t114\t98\tمقدمة\t \n",
      "0\t\t1\t500\t33\t651\t114\t99\tالعلم\t \n",
      "0\t\t1\t368\t33\t500\t114\t99\tبينهما\t \n",
      "0\t\t1\t251\t33\t368\t114\t100\tعموم\t \n",
      "0\t\t1\t53\t33\t251\t114\t91\tوخصوص\t\n",
      "0\t\t2\t831\t127\t957\t196\t92\tمطلق\t.\n",
      "0\t\t3\t711\t207\t848\t302\t93\tوالفرق\t \n",
      "0\t\t3\t640\t207\t711\t302\t99\tبين\t \n",
      "0\t\t3\t492\t207\t641\t302\t95\tالمقدمة\t \n",
      "0\t\t3\t270\t207\t493\t302\t93\tوالمبادىء\t \n",
      "0\t\t3\t218\t207\t271\t302\t90\tأن\t \n",
      "0\t\t3\t67\t207\t219\t302\t93\tالمقدمة\t\n"
     ]
    }
   ],
   "source": [
    "lastPage = B.process(pages=999, sizeW=0.5, sizeH=0.1, batch=False)\n",
    "lastPage.show(stage=\"layout,word\")"
   ]
  },
  {
   "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": "3.12.0"
  },
  "toc-autonumbering": false,
  "toc-showcode": false,
  "toc-showmarkdowntxt": false,
  "toc-showtags": true
 },
 "nbformat": 4,
 "nbformat_minor": 4
}