practice/how_to_embedding.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# openai 라이브러리 설치"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: openai in /Users/rim/.pyenv/versions/3.10.6/envs/airecom/lib/python3.10/site-packages (0.28.0)\n",
      "Requirement already satisfied: aiohttp in /Users/rim/.pyenv/versions/3.10.6/envs/airecom/lib/python3.10/site-packages (from openai) (3.8.4)\n",
      "Requirement already satisfied: requests>=2.20 in /Users/rim/.pyenv/versions/3.10.6/envs/airecom/lib/python3.10/site-packages (from openai) (2.28.1)\n",
      "Requirement already satisfied: tqdm in /Users/rim/.pyenv/versions/3.10.6/envs/airecom/lib/python3.10/site-packages (from openai) (4.65.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Users/rim/.pyenv/versions/3.10.6/envs/airecom/lib/python3.10/site-packages (from requests>=2.20->openai) (3.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/rim/.pyenv/versions/3.10.6/envs/airecom/lib/python3.10/site-packages (from requests>=2.20->openai) (2022.9.24)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/rim/.pyenv/versions/3.10.6/envs/airecom/lib/python3.10/site-packages (from requests>=2.20->openai) (1.26.12)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in /Users/rim/.pyenv/versions/3.10.6/envs/airecom/lib/python3.10/site-packages (from requests>=2.20->openai) (2.1.1)\n",
      "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /Users/rim/.pyenv/versions/3.10.6/envs/airecom/lib/python3.10/site-packages (from aiohttp->openai) (4.0.2)\n",
      "Requirement already satisfied: multidict<7.0,>=4.5 in /Users/rim/.pyenv/versions/3.10.6/envs/airecom/lib/python3.10/site-packages (from aiohttp->openai) (6.0.4)\n",
      "Requirement already satisfied: frozenlist>=1.1.1 in /Users/rim/.pyenv/versions/3.10.6/envs/airecom/lib/python3.10/site-packages (from aiohttp->openai) (1.3.3)\n",
      "Requirement already satisfied: aiosignal>=1.1.2 in /Users/rim/.pyenv/versions/3.10.6/envs/airecom/lib/python3.10/site-packages (from aiohttp->openai) (1.3.1)\n",
      "Requirement already satisfied: attrs>=17.3.0 in /Users/rim/.pyenv/versions/3.10.6/envs/airecom/lib/python3.10/site-packages (from aiohttp->openai) (22.1.0)\n",
      "Requirement already satisfied: yarl<2.0,>=1.0 in /Users/rim/.pyenv/versions/3.10.6/envs/airecom/lib/python3.10/site-packages (from aiohttp->openai) (1.9.2)\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip available: \u001b[0m\u001b[31;49m22.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install --upgrade openai"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 필요 라이브러리 설치"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting tenacity\n",
      "  Downloading tenacity-8.2.3-py3-none-any.whl (24 kB)\n",
      "Installing collected packages: tenacity\n",
      "Successfully installed tenacity-8.2.3\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip available: \u001b[0m\u001b[31;49m22.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "Requirement already satisfied: numpy in /Users/rim/.pyenv/versions/3.10.6/envs/airecom/lib/python3.10/site-packages (1.23.3)\n",
      "Collecting numpy\n",
      "  Downloading numpy-1.25.2-cp310-cp310-macosx_11_0_arm64.whl (14.0 MB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m14.0/14.0 MB\u001b[0m \u001b[31m10.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
      "\u001b[?25hInstalling collected packages: numpy\n",
      "  Attempting uninstall: numpy\n",
      "    Found existing installation: numpy 1.23.3\n",
      "    Uninstalling numpy-1.23.3:\n",
      "      Successfully uninstalled numpy-1.23.3\n",
      "Successfully installed numpy-1.25.2\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip available: \u001b[0m\u001b[31;49m22.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install --upgrade tenacity\n",
    "%pip install --upgrade numpy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# openai 사용 선언과 키 설정"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import openai\n",
    "\n",
    "openai.api_key = \"sk-...\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 임베딩 함수"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import openai\n",
    "from tenacity import retry, wait_random_exponential, stop_after_attempt\n",
    "\n",
    "\n",
    "@retry(wait=wait_random_exponential(min=1, max=20), stop=stop_after_attempt(6))\n",
    "def get_embedding(text: str, model=\"text-embedding-ada-002\") -> list[float]:\n",
    "    return openai.Embedding.create(input=[text], model=model)[\"data\"][0][\"embedding\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "1536\n"
     ]
    }
   ],
   "source": [
    "embedding = get_embedding(\"Your text goes here\", model=\"text-embedding-ada-002\")\n",
    "print(embedding)\n",
    "print(len(embedding))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "airecom",
   "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": "3.10.12"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}