{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "553f2e71",
   "metadata": {},
   "source": [
    "## Embedchain chromadb server example"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "513e12e6",
   "metadata": {},
   "source": [
    "This notebook shows an example of how you can use embedchain with chromdb (server). \n",
    "\n",
    "\n",
    "First, run chroma inside docker using the following command:\n",
    "\n",
    "\n",
    "```bash\n",
    "git clone https://github.com/chroma-core/chroma\n",
    "cd chroma && docker-compose up -d --build\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "92e7ad71",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from embedchain import Pipeline as App\n",
    "from embedchain.config import AppConfig\n",
    "\n",
    "\n",
    "chromadb_host = \"localhost\"\n",
    "chromadb_port = 8000\n",
    "\n",
    "config = AppConfig(host=chromadb_host, port=chromadb_port)\n",
    "elon_bot = App(config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1a6d6841",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All data from https://en.wikipedia.org/wiki/Elon_Musk already exists in the database.\n",
      "All data from https://www.tesla.com/elon-musk already exists in the database.\n"
     ]
    }
   ],
   "source": [
    "# Embed Online Resources\n",
    "elon_bot.add(\"web_page\", \"https://en.wikipedia.org/wiki/Elon_Musk\")\n",
    "elon_bot.add(\"web_page\", \"https://www.tesla.com/elon-musk\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "34cda99c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Elon Musk runs four companies: Tesla, SpaceX, Neuralink, and The Boring Company.'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "elon_bot.query(\"How many companies does Elon Musk run?\")"
   ]
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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