{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f5c4c3f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sqlitesearch import TextSearchIndex\n",
    "\n",
    "sqlite_index = TextSearchIndex(\n",
    "    text_fields=['question', 'section', 'answer'],\n",
    "    keyword_fields=['course'],\n",
    "    db_path='faq.db'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ae6c74e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from dotenv import load_dotenv\n",
    "load_dotenv()\n",
    "\n",
    "from openai import OpenAI\n",
    "openai_client = OpenAI()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "312ec56f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from rag_helper import RAGBase\n",
    "\n",
    "assistant = RAGBase(sqlite_index, openai_client)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a6905528",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Yes, but if you want to receive a certificate, you need to submit your project while the course is still accepting submissions.'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assistant.rag('I just discovered the course, can I still join?')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6616419a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20a366eb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "llm-zoomcamp-2026-code",
   "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": "3.12.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}