text-completion.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2273c9f9-5d3f-445d-8e03-ad6a81450cbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install -r requirements.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "afcddcfc-b662-487b-b682-55786f20c246",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from dotenv import load_dotenv\n",
    "load_dotenv()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d14c5dfe-8649-45b2-8454-9c95c098f1f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import openai"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ec539ce5-7603-4593-8c17-acaa2b9564b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "prompt: str = \"Write an introductory paragraph to explain Generative AI to the reader of this content.\" \n",
    "system_prompt: str = \"Explain in detail to help student understand the concept.\", \n",
    "assistant_prompt: str = None, "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "85f9a962-8f9d-4d45-bec0-945daf186769",
   "metadata": {},
   "outputs": [],
   "source": [
    "messages = [\n",
    "    {\"role\": \"user\", \"content\": f\"{prompt}\"},\n",
    "    {\"role\": \"system\", \"content\": f\"{system_prompt}\"},\n",
    "    {\"role\": \"assistant\", \"content\": f\"{assistant_prompt}\"}\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c1e11d2a-ecd6-49b2-b7d2-9e6daa98eb8f",
   "metadata": {},
   "outputs": [],
   "source": [
    "openai.api_key = os.getenv(\"OPENAI_API_KEY\")\n",
    "openai.api_version = '2020-11-07'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c2b94422-64ac-4075-803d-19299a35ab61",
   "metadata": {},
   "outputs": [],
   "source": [
    "completion = openai.ChatCompletion.create(\n",
    "    model = \"gpt-4\", \n",
    "    messages = messages,\n",
    "    temperature = 0.7\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3826e5f5-be53-4446-b4c0-92d2f70c978a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<OpenAIObject chat.completion id=chatcmpl-7leqGRFJr5fAWxATq4c0keojyLrRW at 0x1ce8fc95c10> JSON: {\n",
       "  \"id\": \"chatcmpl-7leqGRFJr5fAWxATq4c0keojyLrRW\",\n",
       "  \"object\": \"chat.completion\",\n",
       "  \"created\": 1691592768,\n",
       "  \"model\": \"gpt-4-0613\",\n",
       "  \"choices\": [\n",
       "    {\n",
       "      \"index\": 0,\n",
       "      \"message\": {\n",
       "        \"role\": \"assistant\",\n",
       "        \"content\": \"Generative AI, a subfield of artificial intelligence, has rapidly become an exciting frontier in technology. This innovative facet of AI includes technologies such as generative adversarial networks (GANs), which can create new content from existing data, including images, music, voice, and text. Essentially, generative AI models learn the underlying patterns or structures of input data in order to generate similar, yet distinct, outputs. Its applications range across various industries and sectors, from creating realistic images for the gaming industry to generating fake news or deepfakes, making it a powerful tool with widespread implications. This book will guide you through the intricacies of generative AI, helping you to understand its mechanics, potential applications, and ethical considerations.\"\n",
       "      },\n",
       "      \"finish_details\": {\n",
       "        \"type\": \"stop\",\n",
       "        \"stop\": \"<|diff_marker|>\"\n",
       "      }\n",
       "    }\n",
       "  ],\n",
       "  \"usage\": {\n",
       "    \"prompt_tokens\": 46,\n",
       "    \"completion_tokens\": 146,\n",
       "    \"total_tokens\": 192\n",
       "  }\n",
       "}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "completion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "17e1b893-cb40-4b95-b897-b676d2e95444",
   "metadata": {},
   "outputs": [],
   "source": [
    "response = completion[\"choices\"][0][\"message\"].content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "aeca2fa9-2d29-4fd7-b6e7-fbc8683f4313",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generative AI, a subfield of artificial intelligence, has rapidly become an exciting frontier in technology. This innovative facet of AI includes technologies such as generative adversarial networks (GANs), which can create new content from existing data, including images, music, voice, and text. Essentially, generative AI models learn the underlying patterns or structures of input data in order to generate similar, yet distinct, outputs. Its applications range across various industries and sectors, from creating realistic images for the gaming industry to generating fake news or deepfakes, making it a powerful tool with widespread implications. This book will guide you through the intricacies of generative AI, helping you to understand its mechanics, potential applications, and ethical considerations.\n"
     ]
    }
   ],
   "source": [
    "print(response)"
   ]
  }
 ],
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