essay-outline.ipynb

{
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   "source": [
    "# Essay outline\n",
    "\n",
    "Generate an outline for a research topic.\n",
    "\n",
    "## Settings\n",
    "\n",
    "| Setting | Value |\n",
    "| --- | --- |\n",
    "| Model | text-davinci-003 |\n",
    "| Max tokens | 150 |\n",
    "| Temperature | 0.3 | \n",
    "| Top p | 1 | \n",
    "| Frequency penalty | 0.0 |\n",
    "| Presence penalty | 0.0 |\n",
    "\n",
    "## Prompt\n",
    "\n",
    "```text\n",
    "Create an outline for an essay about Nikola Tesla and his contributions to technology:\n",
    "```"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Install Azure OpenAI Service .NET SDK\n",
    "\n",
    "[Azure.AI.OpenAI NuGet package](https://www.nuget.org/packages/Azure.AI.OpenAI/)"
   ]
  },
  {
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   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><div></div><div></div><div><strong>Installed Packages</strong><ul><li><span>Azure.AI.OpenAI, 1.0.0-beta.5</span></li></ul></div></div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#r \"nuget: Azure.AI.OpenAI, 1.0.0-beta.5\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
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     "language": "csharp"
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   "outputs": [],
   "source": [
    "using System;\n",
    "using Azure.AI.OpenAI;"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configure Azure OpenAI client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
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   "outputs": [],
   "source": [
    "var AOAI_ENDPOINT = Environment.GetEnvironmentVariable(\"AOAI_ENDPOINT\");\n",
    "var AOAI_KEY = Environment.GetEnvironmentVariable(\"AOAI_KEY\");\n",
    "var AOAI_DEPLOYMENTID = Environment.GetEnvironmentVariable(\"AOAI_DEPLOYMENTID\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
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     "kernelName": "csharp"
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   },
   "outputs": [],
   "source": [
    "var endpoint = new Uri(AOAI_ENDPOINT);\n",
    "var credentials = new Azure.AzureKeyCredential(AOAI_KEY);\n",
    "var openAIClient = new OpenAIClient(endpoint, credentials);"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define prompt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
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     "kernelName": "csharp"
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   },
   "outputs": [],
   "source": [
    "var prompt = \n",
    "    \"\"\"\n",
    "    Create an outline for an essay about Nikola Tesla and his contributions to technology:\n",
    "    \"\"\";"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configure completion options"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
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     "kernelName": "csharp"
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   },
   "outputs": [],
   "source": [
    "var completionOptions = new CompletionsOptions\n",
    "{\n",
    "    MaxTokens=150,\n",
    "    Temperature=0.3f,\n",
    "    FrequencyPenalty=0.0f,\n",
    "    PresencePenalty=0.0f,\n",
    "};\n",
    "\n",
    "completionOptions.Prompts.Add(prompt);"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate completions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
    },
    "polyglot_notebook": {
     "kernelName": "csharp"
    }
   },
   "outputs": [],
   "source": [
    "Completions response = await openAIClient.GetCompletionsAsync(AOAI_DEPLOYMENTID,completionOptions);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "dotnet_interactive": {
     "language": "csharp"
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    "polyglot_notebook": {
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   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "\n",
       "I. Introduction\n",
       "A. Definition of Nikola Tesla\n",
       "B. Overview of his contributions to technology\n",
       "\n",
       "II. Early Life and Education\n",
       "A. Tesla's childhood and education\n",
       "B. Early influences on Tesla's career\n",
       "\n",
       "III. Tesla's Contributions to Technology\n",
       "A. Alternating current\n",
       "B. Radio\n",
       "C. Robotics\n",
       "D. X-rays\n",
       "\n",
       "IV. Later Years\n",
       "A. Tesla's later years and death\n",
       "B. Legacy of Tesla's work\n",
       "\n",
       "V. Conclusion\n",
       "A. Summary of Tesla's life and accomplishments\n",
       "B. Impact of Tesla's work on modern technology"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "response.Choices[0].Text"
   ]
  }
 ],
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