{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "038bc3c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2024-01-24 11:38:58--  https://huggingface.co/datasets/malaysia-ai/wapcar.my-multiturn/resolve/main/car-data.jsonl\n",
      "Resolving huggingface.co (huggingface.co)... 18.67.181.100, 18.67.181.124, 18.67.181.126, ...\n",
      "Connecting to huggingface.co (huggingface.co)|18.67.181.100|:443... connected.\n",
      "HTTP request sent, awaiting response... 302 Found\n",
      "Location: https://cdn-lfs-us-1.huggingface.co/repos/07/d1/07d149676aba72bd90f1000b4e614862bc90bbc57dd87efe07fd394dde768338/b3aebea7f9602157aeb5059acc66240079b02141ea5a39cf1ceb2ece25fa8a85?response-content-disposition=attachment%3B+filename*%3DUTF-8%27%27car-data.jsonl%3B+filename%3D%22car-data.jsonl%22%3B&Expires=1706326739&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcwNjMyNjczOX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy11cy0xLmh1Z2dpbmdmYWNlLmNvL3JlcG9zLzA3L2QxLzA3ZDE0OTY3NmFiYTcyYmQ5MGYxMDAwYjRlNjE0ODYyYmM5MGJiYzU3ZGQ4N2VmZTA3ZmQzOTRkZGU3NjgzMzgvYjNhZWJlYTdmOTYwMjE1N2FlYjUwNTlhY2M2NjI0MDA3OWIwMjE0MWVhNWEzOWNmMWNlYjJlY2UyNWZhOGE4NT9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSoifV19&Signature=buN8EGWarhSh0LXreNIvGRqlHZbRaxvH0INuQ-v7eOMq%7Evm0Uz7w9C4fg5A7lOjeJAQJ%7E6%7EzPnOC-aNyEiOW1xpWPbfH6C0cTkn5v4T4cS7YABtaSVWmGAC-DIGRxMgmpDoSXXoz7F-9sct4cDASa676H09LIMmZuExkbg9LLbQPJscewXExPoOhlZFo%7EvzA3LzBE-0GneewvdZJXeVuOwb%7EY4J0Jd9ObOJaJI5aP-ObpVhurwR9OrSQ0U51AdJxAS5oq-j49wnMFey-3uGFZa06Pf57W6mEAE3Lk6Jogqec1H7FAScZZBnVrmyidQSZ6r%7E-an7XNF-xatr2ncdrtQ__&Key-Pair-Id=KCD77M1F0VK2B [following]\n",
      "--2024-01-24 11:38:59--  https://cdn-lfs-us-1.huggingface.co/repos/07/d1/07d149676aba72bd90f1000b4e614862bc90bbc57dd87efe07fd394dde768338/b3aebea7f9602157aeb5059acc66240079b02141ea5a39cf1ceb2ece25fa8a85?response-content-disposition=attachment%3B+filename*%3DUTF-8%27%27car-data.jsonl%3B+filename%3D%22car-data.jsonl%22%3B&Expires=1706326739&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcwNjMyNjczOX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy11cy0xLmh1Z2dpbmdmYWNlLmNvL3JlcG9zLzA3L2QxLzA3ZDE0OTY3NmFiYTcyYmQ5MGYxMDAwYjRlNjE0ODYyYmM5MGJiYzU3ZGQ4N2VmZTA3ZmQzOTRkZGU3NjgzMzgvYjNhZWJlYTdmOTYwMjE1N2FlYjUwNTlhY2M2NjI0MDA3OWIwMjE0MWVhNWEzOWNmMWNlYjJlY2UyNWZhOGE4NT9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSoifV19&Signature=buN8EGWarhSh0LXreNIvGRqlHZbRaxvH0INuQ-v7eOMq%7Evm0Uz7w9C4fg5A7lOjeJAQJ%7E6%7EzPnOC-aNyEiOW1xpWPbfH6C0cTkn5v4T4cS7YABtaSVWmGAC-DIGRxMgmpDoSXXoz7F-9sct4cDASa676H09LIMmZuExkbg9LLbQPJscewXExPoOhlZFo%7EvzA3LzBE-0GneewvdZJXeVuOwb%7EY4J0Jd9ObOJaJI5aP-ObpVhurwR9OrSQ0U51AdJxAS5oq-j49wnMFey-3uGFZa06Pf57W6mEAE3Lk6Jogqec1H7FAScZZBnVrmyidQSZ6r%7E-an7XNF-xatr2ncdrtQ__&Key-Pair-Id=KCD77M1F0VK2B\n",
      "Resolving cdn-lfs-us-1.huggingface.co (cdn-lfs-us-1.huggingface.co)... 18.161.180.103, 18.161.180.118, 18.161.180.25, ...\n",
      "Connecting to cdn-lfs-us-1.huggingface.co (cdn-lfs-us-1.huggingface.co)|18.161.180.103|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 199822581 (191M) [binary/octet-stream]\n",
      "Saving to: ‘car-data.jsonl’\n",
      "\n",
      "car-data.jsonl      100%[===================>] 190.57M  20.2MB/s    in 9.7s    \n",
      "\n",
      "2024-01-24 11:39:09 (19.7 MB/s) - ‘car-data.jsonl’ saved [199822581/199822581]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!wget https://huggingface.co/datasets/malaysia-ai/wapcar.my-multiturn/resolve/main/car-data.jsonl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "efe6cb33",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "51136"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import json\n",
    "\n",
    "data = []\n",
    "with open('car-data.jsonl') as fopen:\n",
    "    for l in fopen:\n",
    "        l = json.loads(l)\n",
    "        data.append(l)\n",
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "586f62bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "chats = []\n",
    "for d in data:\n",
    "    name = d['specs'][0].split(':')[1].strip()\n",
    "    specs = [r.strip() for r in d['specs'][1:]]\n",
    "    conversations = [\n",
    "        {\"role\": \"user\", \"content\": \"<image>Ini model apa?\"},\n",
    "        {\"role\": \"assistant\", \"content\": name},\n",
    "        {\"role\": \"user\", \"content\": \"apa spesifikasi kereta tu?\"},\n",
    "        {\"role\": \"assistant\", \"content\": specs},\n",
    "    ]\n",
    "    chats.append({\n",
    "        'image': d['local_image'],\n",
    "        'image_url': d['img_url'],\n",
    "        'conversations': conversations\n",
    "    })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7602a37a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "51136"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(chats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d47f3bcc",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('wapcar-chat.json', 'w') as fopen:\n",
    "    json.dump(chats, fopen)"
   ]
  }
 ],
 "metadata": {
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   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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