{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a0cd5176",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !wget https://huggingface.co/datasets/malaysia-ai/motomalaysia.com-multiturn/resolve/main/motomalaysia-data.jsonl.translated\n",
    "# !wget https://huggingface.co/datasets/malaysia-ai/motomalaysia.com-multiturn/resolve/main/motomalaysia-data.jsonl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b94471a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a69c193d",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('motomalaysia-data.jsonl') as fopen:\n",
    "    for l in fopen:\n",
    "        l = json.loads(l)\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2907e6bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n{\"image\": \"pic/0.jpg\", \"conversations\": [{\"role\": \"user\", \"content\": \"<image>Ini makanan apa?\"}, {\"role\": \"assistant\", \"content\": \"Ini ialah Kuih Siput.\"},\\n'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "{\"image\": \"pic/0.jpg\", \"conversations\": [{\"role\": \"user\", \"content\": \"<image>Ini makanan apa?\"}, {\"role\": \"assistant\", \"content\": \"Ini ialah Kuih Siput.\"},\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "41632e47",
   "metadata": {},
   "outputs": [],
   "source": [
    "chats = []\n",
    "with open('motomalaysia-data.jsonl.translated') as fopen:\n",
    "    for l in fopen:\n",
    "        l = json.loads(l)\n",
    "        overview = l['specs']['overview_translated']\n",
    "        overview = [s for s in overview if s]\n",
    "        overview = '\\n'.join(overview)\n",
    "        spec = '\\n'.join(l['specs']['specs'])\n",
    "        conversations = []\n",
    "        conversations.extend([\n",
    "            {\"role\": \"user\", \"content\": \"<image>Ini model apa?\"},\n",
    "            {\"role\": \"assistant\", \"content\": l['specs']['model_name']},\n",
    "        ])\n",
    "        if len(overview):\n",
    "            conversations.extend([\n",
    "                {\"role\": \"user\", \"content\": \"apa kelebihan moto tu?\"},\n",
    "                {\"role\": \"assistant\", \"content\": overview},\n",
    "            ])\n",
    "        conversations.extend([\n",
    "            {\"role\": \"user\", \"content\": \"apa spesifikasi moto tu?\"},\n",
    "            {\"role\": \"assistant\", \"content\": spec},\n",
    "        ])\n",
    "        chats.append({\n",
    "            'image': l['local_image'],\n",
    "            'image_url': l['img_url'],\n",
    "            'conversations': conversations\n",
    "        })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "94cd0f04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'image': 'pic/Yamaha NMAX (2016)_1.jpg',\n",
       " 'image_url': 'https://www.motomalaysia.com/wp-content/uploads/2017/10/yamaha-nmax-2.jpg',\n",
       " 'conversations': [{'role': 'user', 'content': '<image>Ini model apa?'},\n",
       "  {'role': 'assistant', 'content': 'Yamaha NMAX (2016)'},\n",
       "  {'role': 'user', 'content': 'apa spesifikasi moto tu?'},\n",
       "  {'role': 'assistant',\n",
       "   'content': 'Manufacturer: Yamaha\\nModel: 2016\\nGeneration: \\nYamaha NMAX (2016)\\n\\nType: Scooter\\nColour Available: \\n\\n Grey\\n Red\\n\\n\\nDimension: 1,955 x 740 x 1,115 mm\\nWheelbase: 1,350 mm\\nWeight: 136 kg\\nSeat Height: 765 mm\\nGround Clearance: 135 mm\\nMeter Display: \\n\\nDigital - Speedometer, Fuel Gauge\\n\\n\\nEngine: 4-Stroke, SOHC\\nDisplacement: 155 CC\\nNo Of Cylinders: 1-Cylinder\\nCompression Ratio: 10.5 : 1\\nBore x Stroke: 58mm x 58.7mm\\nMax Power: 11.1 kW @ 8,000 RPM\\nMax Torque: 14.4 Nm  @ 6,000 RPM\\nMax Speed: -\\nTransmission: Automatic, CVT\\nClutch: Dry, centrifugal, Shoe\\nIgnition System: Transistor Coil Ignition (TCI)\\nStarting System: Electric Starter\\nCooling System: Liquid Cooled\\nCarburetor: -\\nFuel System: Fuel Injection\\nFuel Capacity: 6.6 Liters\\nFuel Consumption: -\\nOil Capacity: 1.0 Liters\\nFeatures: -\\nType: Underbone\\nFront Suspension: Telescopic\\nRear Suspension: Unit Swing\\nFront Brake: Disc\\nRear Brake: Disc\\nFront Tire: 110/70-13\\nRear Tire: 130/70-13\\nFront Wheel: -\\nRear Wheel: -\\nUnder Seat Box: -'}]}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chats[-2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "75464efe",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('motomalaysia-chat.json', 'w') as fopen:\n",
    "    json.dump(chats, fopen)"
   ]
  }
 ],
 "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": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}