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{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9e833386",
   "metadata": {},
   "source": [
    "# Test Notebook\n",
    "\n",
    "This tutorial notebook will go through the installation and application of the application."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa7f6ac5",
   "metadata": {},
   "source": [
    "## Package Installation\n",
    "\n",
    "These packages are needed for this application:\n",
    "\n",
    "+ streamlit\n",
    "+ openai\n",
    "\n",
    "The following code will help to install them locally."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5b2f63cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stdout",
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      "Requirement already satisfied: webencodings in /Users/hayashishio/opt/anaconda3/lib/python3.9/site-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->pydeck>=0.1.dev5->streamlit) (0.5.1)\n",
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      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/hayashishio/opt/anaconda3/lib/python3.9/site-packages (from requests->streamlit) (1.26.8)\n",
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      "Requirement already satisfied: executing in /Users/hayashishio/opt/anaconda3/lib/python3.9/site-packages (from stack-data->ipython>=7.23.1->ipykernel>=5.1.2->pydeck>=0.1.dev5->streamlit) (0.8.3)\n",
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      "Requirement already satisfied: pytz-deprecation-shim in /Users/hayashishio/opt/anaconda3/lib/python3.9/site-packages (from tzlocal->streamlit) (0.1.0.post0)\n",
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     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# install packages\n",
    "import os\n",
    "os.system('pip install openai')\n",
    "os.system('pip install streamlit')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad09d81e",
   "metadata": {},
   "source": [
    "## Run Application\n",
    "\n",
    "The following code will run the frontend page. Use the stop button in Jupyter Notebook to stop the app."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "abb44562",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-04-18 11:56:08.317 INFO    numexpr.utils: NumExpr defaulting to 8 threads.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "  You can now view your Streamlit app in your browser.\n",
      "\n",
      "  Local URL: http://localhost:8501\n",
      "  Network URL: http://10.76.153.53:8501\n",
      "\n",
      "  Stopping...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# run\n",
    "os.system('streamlit run frontend.py')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbad015b",
   "metadata": {},
   "source": [
    "## Backend Tutorial\n",
    "\n",
    "This is a tutorial to go throught the backend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "360508e4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "API key:路路路路路路路路\n",
      "\n",
      "\n",
      "Hi John Doe,\n",
      "\n",
      "I am writing to request a referral for an internship. I am a hard-working and motivated individual who is looking for an opportunity to learn and grow in the field of _____. I would be grateful if you could provide me with a referral to _____. Thank you for your time and consideration.\n",
      "\n",
      "Sincerely,\n",
      "\n",
      "Your Name\n"
     ]
    }
   ],
   "source": [
    "## run source code\n",
    "import getpass\n",
    "import openai\n",
    "\n",
    "## get api_key\n",
    "openai.api_key = getpass.getpass(\"API key:\")\n",
    "\n",
    "## source code in backend\n",
    "def email(\n",
    "    start:str = \"Hi, John Doe\",\n",
    "    len:int = 250,\n",
    "    draft:str = \"recruiter, give me an referral for internship.\",\n",
    "    topic:str = 'Request for referral',\n",
    "    random_state:float = 0.9\n",
    "    ) -> str:\n",
    "    \n",
    "    return openai.Completion.create(\n",
    "        engine='text-davinci-002',\n",
    "        prompt=\"Write me a professional style email start with '\" + start + \"' about '\" + topic + \"' and the email should be based on this draft: \\\"\" + draft + \"\\\"\\n\",\n",
    "        temperature = random_state,\n",
    "        max_tokens= len,\n",
    "        top_p=1,\n",
    "        frequency_penalty=1,\n",
    "        presence_penalty=1,\n",
    "        best_of=2\n",
    "    ).get(\"choices\")[0]['text'].strip()\n",
    "\n",
    "## print the result\n",
    "print('\\n')\n",
    "print(email())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "187d2dd4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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