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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6766decd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import json\n",
    "\n",
    "# task20 = \"./task20.json\"\n",
    "# with open(task20, \"r\") as f:\n",
    "#     data = json.load(f)\n",
    "\n",
    "# description_list = set()\n",
    "# for task in data.keys():\n",
    "#     descriptions = data[task]\n",
    "#     for description in descriptions:\n",
    "#         description_list.add(description)\n",
    "\n",
    "# with open(\"./coco_task_descriptions.txt\", \"w\") as f:\n",
    "#     for description in description_list:\n",
    "#         f.write(description + \"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5c8a35db",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import json\n",
    "\n",
    "# task_name_file = \"./task20.json\"\n",
    "# with open(task_name_file, \"r\") as f:\n",
    "#     data = json.load(f)\n",
    "# task_name_list = list(data.keys())\n",
    "# id2task = {}\n",
    "# for idx, task_name in enumerate(task_name_list):\n",
    "#     id2task[idx] = task_name\n",
    "# with open(\"./id2task_name.json\", \"w\") as f:\n",
    "#     json.dump(id2task, f, indent=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "af284d8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import os\n",
    "\n",
    "task_id_file = './id2task_name.json'\n",
    "with open(task_id_file, \"r\") as f:\n",
    "    id2task = json.load(f)\n",
    "\n",
    "for idx in id2task.keys():\n",
    "    if not os.path.exists(f\"./images/{idx}\"):\n",
    "        os.makedirs(f\"./images/{idx}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "31957c1e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading annotations into memory...\n",
      "Done (t=8.32s)\n",
      "creating index...\n",
      "index created!\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000204800.jpg to ./images/0/COCO_train2014_000000204800.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000294912.jpg to ./images/0/COCO_train2014_000000294912.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000319492.jpg to ./images/0/COCO_train2014_000000319492.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000425989.jpg to ./images/0/COCO_train2014_000000425989.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000155652.jpg to ./images/0/COCO_train2014_000000155652.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000139272.jpg to ./images/0/COCO_train2014_000000139272.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000114705.jpg to ./images/0/COCO_train2014_000000114705.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000106513.jpg to ./images/0/COCO_train2014_000000106513.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000409623.jpg to ./images/0/COCO_train2014_000000409623.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000532504.jpg to ./images/0/COCO_train2014_000000532504.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000098304.jpg to ./images/0/COCO_train2014_000000098304.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000196611.jpg to ./images/0/COCO_train2014_000000196611.jpg\n",
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      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000106499.jpg to ./images/20/COCO_train2014_000000106499.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000344067.jpg to ./images/20/COCO_train2014_000000344067.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000114692.jpg to ./images/20/COCO_train2014_000000114692.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000319492.jpg to ./images/20/COCO_train2014_000000319492.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000253955.jpg to ./images/20/COCO_train2014_000000253955.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000303108.jpg to ./images/20/COCO_train2014_000000303108.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000294914.jpg to ./images/20/COCO_train2014_000000294914.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000475146.jpg to ./images/20/COCO_train2014_000000475146.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000114701.jpg to ./images/20/COCO_train2014_000000114701.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000057361.jpg to ./images/20/COCO_train2014_000000057361.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000557081.jpg to ./images/20/COCO_train2014_000000557081.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000524320.jpg to ./images/20/COCO_train2014_000000524320.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000475169.jpg to ./images/20/COCO_train2014_000000475169.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000049199.jpg to ./images/20/COCO_train2014_000000049199.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000385082.jpg to ./images/20/COCO_train2014_000000385082.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000401416.jpg to ./images/20/COCO_train2014_000000401416.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000172040.jpg to ./images/20/COCO_train2014_000000172040.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000090122.jpg to ./images/20/COCO_train2014_000000090122.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000180239.jpg to ./images/20/COCO_train2014_000000180239.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000294937.jpg to ./images/20/COCO_train2014_000000294937.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000294942.jpg to ./images/20/COCO_train2014_000000294942.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000253992.jpg to ./images/20/COCO_train2014_000000253992.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000131113.jpg to ./images/20/COCO_train2014_000000131113.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000311337.jpg to ./images/20/COCO_train2014_000000311337.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000417834.jpg to ./images/20/COCO_train2014_000000417834.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000008193.jpg to ./images/21/COCO_train2014_000000008193.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000196611.jpg to ./images/21/COCO_train2014_000000196611.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000311301.jpg to ./images/21/COCO_train2014_000000311301.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000213003.jpg to ./images/21/COCO_train2014_000000213003.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000253970.jpg to ./images/21/COCO_train2014_000000253970.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000483347.jpg to ./images/21/COCO_train2014_000000483347.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000294933.jpg to ./images/21/COCO_train2014_000000294933.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000516119.jpg to ./images/21/COCO_train2014_000000516119.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000581657.jpg to ./images/21/COCO_train2014_000000581657.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000524314.jpg to ./images/21/COCO_train2014_000000524314.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000196608.jpg to ./images/21/COCO_train2014_000000196608.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000106497.jpg to ./images/21/COCO_train2014_000000106497.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000131075.jpg to ./images/21/COCO_train2014_000000131075.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000294920.jpg to ./images/21/COCO_train2014_000000294920.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000344073.jpg to ./images/21/COCO_train2014_000000344073.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000417802.jpg to ./images/21/COCO_train2014_000000417802.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000557067.jpg to ./images/21/COCO_train2014_000000557067.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000073730.jpg to ./images/21/COCO_train2014_000000073730.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000581637.jpg to ./images/21/COCO_train2014_000000581637.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000303116.jpg to ./images/21/COCO_train2014_000000303116.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000172056.jpg to ./images/21/COCO_train2014_000000172056.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000557081.jpg to ./images/21/COCO_train2014_000000557081.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000262172.jpg to ./images/21/COCO_train2014_000000262172.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000532482.jpg to ./images/21/COCO_train2014_000000532482.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000319492.jpg to ./images/21/COCO_train2014_000000319492.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000114692.jpg to ./images/21/COCO_train2014_000000114692.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000040966.jpg to ./images/21/COCO_train2014_000000040966.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000499719.jpg to ./images/21/COCO_train2014_000000499719.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000303108.jpg to ./images/21/COCO_train2014_000000303108.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000540682.jpg to ./images/21/COCO_train2014_000000540682.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000057361.jpg to ./images/21/COCO_train2014_000000057361.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000458772.jpg to ./images/21/COCO_train2014_000000458772.jpg\n",
      "Symlinked /media/Data_1/COCO2014/train2014/COCO_train2014_000000393242.jpg to ./images/21/COCO_train2014_000000393242.jpg\n"
     ]
    }
   ],
   "source": [
    "from pycocotools.coco import COCO\n",
    "import json\n",
    "import os\n",
    "\n",
    "ann_file = '/media/Data_1/COCO2014/annotations/instances_train2014.json'\n",
    "coco_image_dir = '/media/Data_1/COCO2014/train2014/'\n",
    "coco = COCO(ann_file)\n",
    "\n",
    "id2task_name_file = \"./id2task_name.json\"\n",
    "with open(id2task_name_file, \"r\") as f:\n",
    "    id2task = json.load(f)\n",
    "\n",
    "task2item_file = \"./task2item.json\"\n",
    "with open(task2item_file, \"r\") as f:\n",
    "    task2item = json.load(f)\n",
    "\n",
    "for id, task_name in id2task.items():\n",
    "    dst_dir = f\"./images/{id}/\"\n",
    "    for item_entry in task2item[task_name]:\n",
    "        cat_ids = coco.getCatIds(catNms=[item_entry['name']])\n",
    "        img_ids = coco.getImgIds(catIds=cat_ids)\n",
    "        imgs = coco.loadImgs(img_ids[:10])\n",
    "        for im in imgs:\n",
    "            img_data = coco.imgs[im['id']]\n",
    "            img_filename = img_data['file_name']\n",
    "            src_path = os.path.join(coco_image_dir, img_filename)\n",
    "            dst_path = os.path.join(dst_dir, img_filename)\n",
    "            if not os.path.exists(dst_path):\n",
    "                os.symlink(src_path, dst_path)\n",
    "                print(f\"Symlinked {src_path} to {dst_path}\")\n",
    "\n",
    "# cat_ids = coco.getCatIds(catNms=[\"chair\"])\n",
    "# img_ids = coco.getImgIds(catIds=cat_ids)\n",
    "\n",
    "# print(\"num images with chair:\", len(img_ids))\n",
    "\n",
    "# imgs = coco.loadImgs(img_ids[:10])\n",
    "# for im in imgs:\n",
    "#     print(im[\"id\"], im[\"file_name\"])"
   ]
  }
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