{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pathlib\n",
    "\n",
    "import ollama\n",
    "import filetype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_PATH = pathlib.Path(\"./data/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cleaning_image_filenames(dir: pathlib.Path):\n",
    "    for path, dirs, files in dir.resolve().walk():\n",
    "        for file in files:\n",
    "            new_name = file.replace(' ', '_')\n",
    "            (path / file).rename(new_name)\n",
    "\n",
    "cleaning_image_filenames(DATA_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_output(file: pathlib.Path, lang: str) -> pathlib.Path:\n",
    "    assert file.is_file(), \"Checking if this is a file.\"\n",
    "    return file.with_suffix(f'.{lang}.md')\n",
    "\n",
    "\n",
    "prompt = 'Describe this image'\n",
    "for path, dirs, files in DATA_PATH.resolve().walk():\n",
    "    for file in files:\n",
    "        if filetype.is_image(str(path / file)):\n",
    "            r = ollama.chat(\n",
    "                model=\"llava\",\n",
    "                messages=[{\n",
    "                    'role': 'user',\n",
    "                    'content': prompt,\n",
    "                    'images': [(path / file).resolve()]\n",
    "                }]\n",
    "            )\n",
    "            output_description = get_output(path / file, 'en')\n",
    "            output_description.write_text(f\"\"\"\n",
    "## Image `{file}`\n",
    "\n",
    "![]({path / file})\n",
    "\n",
    "## {prompt}\n",
    "\n",
    "::: {{.border}}\n",
    "{r['message']['content']}\n",
    ":::\n",
    "\n",
    "\"\"\")"
   ]
  }
 ],
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   "display_name": "Python 3",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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