rectseg.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "another-refrigerator",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "binary-subsection",
   "metadata": {},
   "outputs": [],
   "source": [
    "import webdataset as wds\n",
    "import numpy as np\n",
    "from itertools import islice\n",
    "from collections import Counter\n",
    "import glob\n",
    "import os\n",
    "import os.path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "comfortable-africa",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = wds.WebDataset(\"publaynet/publaynet-train-000000.tar\").decode(\"rgb\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "charming-cookie",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({1: 1378, 4: 63, 2: 373, 3: 45, 5: 46})"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ids = []\n",
    "for sample in islice(ds, 0, 200):\n",
    "    for a in sample[\"json\"][\"annotations\"]:\n",
    "        ids.append(a[\"category_id\"])\n",
    "Counter(ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "solved-alaska",
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = next(iter(ds))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "increasing-stylus",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(16, 8)\n",
    "categories = [\"black\", \"blue\", \"red\", \"green\", \"orange\", \"yellow\", \"cyan\", \"magenta\"]\n",
    "imshow(sample[\"png\"])\n",
    "for a in sample[\"json\"][\"annotations\"]:\n",
    "    x, y, w, h = a[\"bbox\"]\n",
    "    plot([x, x+w, x+w, x, x], [y, y, y+h, y+h, y], color=categories[a[\"category_id\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "played-liabilities",
   "metadata": {},
   "outputs": [],
   "source": [
    "def fill_rect(a, box, value, xpad=0, ypad=0, inc=False):\n",
    "    h, w = a.shape[:2]\n",
    "    x0, y0, x1, y1 = box\n",
    "    if inc:\n",
    "        a[max(y0-ypad, 0):min(y1+ypad, h), max(x0-xpad, 0):min(x1+xpad, w)] += value\n",
    "    else:\n",
    "        a[max(y0-ypad, 0):min(y1+ypad, h), max(x0-xpad, 0):min(x1+xpad, w)] = value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "antique-packet",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f2b7b448130>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def make_target(sample, dx=5, dy=5):\n",
    "    image = sample[\"png\"]\n",
    "    h, w = image.shape[:2]\n",
    "    target = np.zeros((h, w), dtype=np.uint8)\n",
    "    #overlap = np.zeros((h, w))\n",
    "    for a in sample[\"json\"][\"annotations\"]:\n",
    "        x0, y0, w, h = [int(x+0.5) for x in a[\"bbox\"]]\n",
    "        x1, y1 = x0+w, y0+h\n",
    "        box = (x0, y0, x1, y1)\n",
    "        value = a[\"category_id\"]\n",
    "        #fill_rect(overlap, box, 1, inc=True, xpad=5, ypad=5)\n",
    "        fill_rect(target, box, 2*value)\n",
    "        if y1-y0 > dy and x1-x0 > dx:\n",
    "            fill_rect(target, box, 2*value+1, xpad=-dx, ypad=-dy)\n",
    "    return target\n",
    "    \n",
    "imshow(make_target(sample))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "uniform-premiere",
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_targets(shard):\n",
    "    output = \"publaynet-seg/\" + os.path.basename(shard) + \"-rseg\"\n",
    "    print(shard, output)\n",
    "    sink = wds.TarWriter(output)\n",
    "    ds = wds.WebDataset(shard).decode(\"rgb\")\n",
    "    for sample in ds:\n",
    "        target = make_target(sample)\n",
    "        sample[\"target.png\"] = target\n",
    "        sink.write(sample)\n",
    "    return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "theoretical-shaft",
   "metadata": {},
   "outputs": [],
   "source": [
    "shards = sorted(glob.glob(\"publaynet/publaynet-train-*.tar\")) + sorted(glob.glob(\"publaynet/publaynet-val-*.tar\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "comprehensive-vancouver",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tmb/.local/lib/python3.8/site-packages/distributed/node.py:151: UserWarning: Port 8787 is already in use.\n",
      "Perhaps you already have a cluster running?\n",
      "Hosting the HTTP server on port 37905 instead\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table style=\"border: 2px solid white;\">\n",
       "<tr>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3 style=\"text-align: left;\">Client</h3>\n",
       "<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n",
       "  <li><b>Scheduler: </b>tcp://127.0.0.1:41073</li>\n",
       "  <li><b>Dashboard: </b><a href='http://127.0.0.1:37905/status' target='_blank'>http://127.0.0.1:37905/status</a></li>\n",
       "</ul>\n",
       "</td>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3 style=\"text-align: left;\">Cluster</h3>\n",
       "<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n",
       "  <li><b>Workers: </b>1</li>\n",
       "  <li><b>Cores: </b>8</li>\n",
       "  <li><b>Memory: </b>33.58 GB</li>\n",
       "</ul>\n",
       "</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Client: 'tcp://127.0.0.1:41073' processes=1 threads=8, memory=33.58 GB>"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from dask.distributed import Client, progress\n",
    "client = Client(threads_per_worker=8, n_workers=1)\n",
    "client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "tough-harvey",
   "metadata": {},
   "outputs": [],
   "source": [
    "from dask.delayed import delayed\n",
    "make_targets = delayed(make_targets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "humanitarian-somewhere",
   "metadata": {},
   "outputs": [],
   "source": [
    "result = delayed([make_targets(shard) for shard in shards])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "boolean-musical",
   "metadata": {},
   "outputs": [
    {
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       " 'laynet/publaynet-train-000006.tar',\n",
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       " 'laynet/publaynet-val-000000.tar',\n",
       " 'laynet/publaynet-val-000001.tar',\n",
       " 'laynet/publaynet-val-000002.tar',\n",
       " 'laynet/publaynet-val-000003.tar',\n",
       " 'laynet/publaynet-val-000004.tar',\n",
       " 'laynet/publaynet-val-000005.tar',\n",
       " 'laynet/publaynet-val-000006.tar',\n",
       " 'laynet/publaynet-val-000007.tar',\n",
       " 'laynet/publaynet-val-000008.tar',\n",
       " 'laynet/publaynet-val-000009.tar',\n",
       " 'laynet/publaynet-val-000010.tar',\n",
       " 'laynet/publaynet-val-000011.tar']"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "typical-enough",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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