실습-ChatGPT-프롬프트서비스.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f1cd1cd2",
   "metadata": {},
   "source": [
    "## openai 관련 설정"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0a27f19",
   "metadata": {},
   "source": [
    "**API KEY 발급 방법**\n",
    "- API KEY 신청 주소\n",
    "- https://beta.openai.com/ 회원 가입 후\n",
    "- https://beta.openai.com/account/api-keys\n",
    "- create new key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6997d38c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: openai in c:\\users\\user\\anaconda3\\envs\\db\\lib\\site-packages (0.27.1)\n",
      "Requirement already satisfied: tqdm in c:\\users\\user\\anaconda3\\envs\\db\\lib\\site-packages (from openai) (4.65.0)\n",
      "Requirement already satisfied: aiohttp in c:\\users\\user\\anaconda3\\envs\\db\\lib\\site-packages (from openai) (3.8.4)\n",
      "Requirement already satisfied: requests>=2.20 in c:\\users\\user\\anaconda3\\envs\\db\\lib\\site-packages (from openai) (2.28.2)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\users\\user\\anaconda3\\envs\\db\\lib\\site-packages (from requests>=2.20->openai) (1.26.14)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\user\\anaconda3\\envs\\db\\lib\\site-packages (from requests>=2.20->openai) (2022.12.7)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\user\\anaconda3\\envs\\db\\lib\\site-packages (from requests>=2.20->openai) (3.4)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\user\\anaconda3\\envs\\db\\lib\\site-packages (from requests>=2.20->openai) (3.1.0)\n",
      "Requirement already satisfied: attrs>=17.3.0 in c:\\users\\user\\anaconda3\\envs\\db\\lib\\site-packages (from aiohttp->openai) (22.2.0)\n",
      "Requirement already satisfied: frozenlist>=1.1.1 in c:\\users\\user\\anaconda3\\envs\\db\\lib\\site-packages (from aiohttp->openai) (1.3.3)\n",
      "Requirement already satisfied: yarl<2.0,>=1.0 in c:\\users\\user\\anaconda3\\envs\\db\\lib\\site-packages (from aiohttp->openai) (1.8.2)\n",
      "Requirement already satisfied: aiosignal>=1.1.2 in c:\\users\\user\\anaconda3\\envs\\db\\lib\\site-packages (from aiohttp->openai) (1.3.1)\n",
      "Requirement already satisfied: multidict<7.0,>=4.5 in c:\\users\\user\\anaconda3\\envs\\db\\lib\\site-packages (from aiohttp->openai) (6.0.4)\n",
      "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in c:\\users\\user\\anaconda3\\envs\\db\\lib\\site-packages (from aiohttp->openai) (4.0.2)\n",
      "Requirement already satisfied: colorama in c:\\users\\user\\anaconda3\\envs\\db\\lib\\site-packages (from tqdm->openai) (0.4.6)\n"
     ]
    }
   ],
   "source": [
    "# openai 설치 코드\n",
    "!pip install openai"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "272aa7f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import openai\n",
    "\n",
    "openai.api_key = \"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\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71f653b0",
   "metadata": {},
   "source": [
    "## 주제와 지시사항을 선정"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "884379e5",
   "metadata": {},
   "source": [
    "`주제`를 선정합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8d48f9f6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 10 Restaurants you must visit when traveling to New York\n"
     ]
    }
   ],
   "source": [
    "city = \"New York\"\n",
    "topic = f\"Top 10 Restaurants you must visit when traveling to {city}\"\n",
    "category = \"travel\"\n",
    "print(topic)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58be036f",
   "metadata": {},
   "source": [
    "세부 `지시사항`을 입력합니다.\n",
    "- https://translate.google.com/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "249f643a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 프롬프트 (내용 수정 가능)\n",
    "prompt = f'''\n",
    "Write blog posts in markdown format.\n",
    "Write the theme of your blog as \"{topic}\".\n",
    "Highlight, bold, or italicize important words or sentences.\n",
    "Please include the restaurant's address, menu recommendations and other helpful information(opening and closing hours) as a list style.\n",
    "Please make the entire blog less than 10 minutes long.\n",
    "The audience of this article is 20-40 years old.\n",
    "Create several hashtags and add them only at the end of the line.\n",
    "Add a summary of the entire article at the beginning of the blog post.\n",
    "'''"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "780e5027",
   "metadata": {},
   "source": [
    "## chatgpt api로 블로그 주제와 지시문을 전달하여 글을 생성"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5bb8bbbc",
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_answer(prompt):\n",
    "    # 모델 엔진 선택\n",
    "    model_engine = \"text-davinci-003\"\n",
    "\n",
    "    # 맥스 토큰\n",
    "    max_tokens = 2048\n",
    "\n",
    "    # ChatGPT 요청 \n",
    "    completion = openai.Completion.create(\n",
    "        engine=model_engine,   \n",
    "        prompt=prompt,          # 프롬프트\n",
    "        max_tokens=max_tokens,  # 최대 단어수\n",
    "        temperature=0.3,        # creativity\n",
    "        top_p=1,\n",
    "        frequency_penalty=0,\n",
    "        presence_penalty=0\n",
    "    )\n",
    "    return completion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e0915592",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "My name is John. Nice to meet you!\n"
     ]
    }
   ],
   "source": [
    "answer = generate_answer('Hi, Who are you?')\n",
    "print(answer['choices'][0]['text'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4a7dd11e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Write blog posts in markdown format.\n",
      "Write the theme of your blog as \"Top 10 Restaurants you must visit when traveling to New York\".\n",
      "Highlight, bold, or italicize important words or sentences.\n",
      "Please include the restaurant's address, menu recommendations and other helpful information(opening and closing hours) as a list style.\n",
      "Please make the entire blog less than 10 minutes long.\n",
      "The audience of this article is 20-40 years old.\n",
      "Create several hashtags and add them only at the end of the line.\n",
      "Add a summary of the entire article at the beginning of the blog post.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(prompt)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d12e53a3",
   "metadata": {},
   "source": [
    "결과를 전달 받아 출력합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3ab83d58",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "#Top10Restaurants #NYC #FoodLovers\n",
      "\n",
      "**Are you planning a trip to New York? Are you looking for the best restaurants to visit while you're there? Look no further! Here are the top 10 restaurants you must visit when traveling to New York.**\n",
      "\n",
      "1. Katz's Delicatessen - 205 E Houston St, New York, NY 10002\n",
      "    - Menu Recommendation: Pastrami Sandwich\n",
      "    - Opening Hours: Mon-Thurs 8am-10:45pm, Fri-Sat 8am-2:45am, Sun 9am-10:45pm\n",
      "\n",
      "2. Peter Luger Steak House - 178 Broadway, Brooklyn, NY 11211\n",
      "    - Menu Recommendation: Porterhouse Steak\n",
      "    - Opening Hours: Mon-Thurs 11:45am-9:30pm, Fri-Sat 11:45am-10:30pm, Sun 12pm-9:30pm\n",
      "\n",
      "3. The Smith - 956 2nd Ave, New York, NY 10022\n",
      "    - Menu Recommendation: Mac & Cheese\n",
      "    - Opening Hours: Mon-Thurs 11:30am-11pm, Fri 11:30am-12am, Sat 10am-12am, Sun 10am-11pm\n",
      "\n",
      "4. Shake Shack - Multiple Locations\n",
      "    - Menu Recommendation: Shack Burger\n",
      "    - Opening Hours: Mon-Sun 11am-11pm\n",
      "\n",
      "5. The Spotted Pig - 314 W 11th St, New York, NY 10014\n",
      "    - Menu Recommendation: Roquefort Burger\n",
      "    - Opening Hours: Mon-Thurs 11:30am-2am, Fri-Sat 11:30am-4am, Sun 11:30am-2am\n",
      "\n",
      "6. Momofuku Noodle Bar - 171 1st Ave, New York, NY 10003\n",
      "    - Menu Recommendation: Pork Buns\n",
      "    - Opening Hours: Mon-Thurs 11:30am-10:30pm, Fri-Sat 11:30am-11pm, Sun 11:30am-10pm\n",
      "\n",
      "7. Di Fara Pizza - 1424 Avenue J, Brooklyn, NY 11230\n",
      "    - Menu Recommendation: Classic Pizza\n",
      "    - Opening Hours: Mon-Thurs 12pm-9pm, Fri-Sat 12pm-10pm, Sun 12pm-9pm\n",
      "\n",
      "8. Balthazar - 80 Spring St, New York, NY 10012\n",
      "    - Menu Recommendation: Steak Frites\n",
      "    - Opening Hours: Mon-Fri 7am-11:30pm, Sat-Sun 8am-11:30pm\n",
      "\n",
      "9. Carbone - 181 Thompson St, New York, NY 10012\n",
      "    - Menu Recommendation: Veal Parmesan\n",
      "    - Opening Hours: Mon-Thurs 5:30pm-11:30pm, Fri 5:30pm-12am, Sat 5pm-12am, Sun 5pm-11:30pm\n",
      "\n",
      "10. The Dutch - 131 Sullivan St, New York, NY 10012\n",
      "    - Menu Recommendation: Fried Chicken\n",
      "    - Opening Hours: Mon-Thurs 5:30pm-11pm, Fri 5:30pm-12am, Sat 11:30am-12am, Sun 11:30am-11pm\n",
      "\n",
      "These are the top 10 restaurants you must visit when traveling to New York. From classic delis to upscale steakhouses, there is something for everyone. Whether you're looking for a quick bite or a full-on dining experience, these restaurants will not disappoint. So, what are you waiting for? Get out there and explore the best of New York's culinary scene! #NYCFood #NYCRestaurants #FoodLovers\n"
     ]
    }
   ],
   "source": [
    "response = generate_answer(prompt)\n",
    "\n",
    "# 생성된 글 출력\n",
    "print(response.choices[0].text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "87b18647",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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      "Successfully built validators\n",
      "Installing collected packages: watchdog, validators, tzdata, typing-extensions, toolz, toml, smmap, semver, pympler, pyarrow, protobuf, mdurl, entrypoints, click, cachetools, blinker, backports.zoneinfo, pytz-deprecation-shim, pydeck, markdown-it-py, gitdb, tzlocal, rich, gitpython, altair, streamlit\n",
      "Successfully installed altair-4.2.2 backports.zoneinfo-0.2.1 blinker-1.5 cachetools-5.3.0 click-8.1.3 entrypoints-0.4 gitdb-4.0.10 gitpython-3.1.31 markdown-it-py-2.2.0 mdurl-0.1.2 protobuf-3.20.3 pyarrow-11.0.0 pydeck-0.8.0 pympler-1.0.1 pytz-deprecation-shim-0.1.0.post0 rich-13.3.2 semver-2.13.0 smmap-5.0.0 streamlit-1.20.0 toml-0.10.2 toolz-0.12.0 typing-extensions-4.5.0 tzdata-2022.7 tzlocal-4.2 validators-0.20.0 watchdog-2.3.1\n"
     ]
    }
   ],
   "source": [
    "!pip install streamlit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2f0b3912",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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