{"id":10955,"date":"2024-06-13T00:35:29","date_gmt":"2024-06-12T15:35:29","guid":{"rendered":"https:\/\/www.moonmile.net\/blog\/?p=10955"},"modified":"2024-06-13T00:35:29","modified_gmt":"2024-06-12T15:35:29","slug":"azure-openai-service-%e6%9c%ac%e3%81%ae%e3%82%b5%e3%83%b3%e3%83%97%e3%83%ab%e3%82%92-semantic-kernel-%e3%81%a7%e6%9b%b8%e3%81%8d%e7%9b%b4%e3%81%99","status":"publish","type":"post","link":"http:\/\/www.moonmile.net\/blog\/archives\/10955","title":{"rendered":"Azure OpenAI Service \u672c\u306e\u30b5\u30f3\u30d7\u30eb\u3092 Semantic Kernel \u3067\u66f8\u304d\u76f4\u3059"},"content":{"rendered":"\n

\u767a\u58f2\u6642\u671f\u7684\u306b Azure OpenAI Service \u306e API \u3092\u76f4\u63a5\u4f7f\u3063\u3066\u3044\u308b\u300cAzure OpenAI Service\u5165\u9580\u300d\u3067\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u540c\u3058\u3053\u3068\u306f Semantic Kernel\u3092\u4f7f\u3063\u3066\u66f8\u304d\u63db\u3048\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n

\u3082\u3068\u3082\u3068\u3001Semantic Kernel \u306f Python \u306e LangChain \u306e .NET\u7248\uff08\u4e3b\u306bC#\u3067\u306f\u3042\u308a\u307e\u3059\u304c\uff09\u306a\u3068\u3053\u308d\u304c\u3042\u3063\u3066\u3001\u751f\u6210AI\u306e\u30e2\u30c7\u30eb\u3092\u554f\u308f\u306a\u3044\u5f62\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u51fa\u7248\u6642\u306b\u306f\u3001OpenAI\u793e\u306e GPT\u30b7\u30ea\u30fc\u30ba\u304c\u4e3b\u6d41\u3067\u3042\u3063\u305f\u305f\u3081\u306e\u3053\u308c\u306b\u63c3\u3048\u3066 Azure OpenAI Service\u3092\u6d3b\u7528\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u304c\u3001\u73fe\u5728\u3067\u306f Google \u306e Gemini \u306a\u3069\u4ed6\u306e\u751f\u6210AI\u306e\u30e2\u30c7\u30eb\u3082\u3042\u308a\u3001\u540c\u3058\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3082\u30e2\u30c7\u30eb\u3092\u5207\u308a\u66ff\u3048\u3089\u308c\u308b\u306e\u306f\u4fbf\u5229…\u3068\u306f\u601d\u3046\u3093\u3067\u3059\u304c\u3069\u3046\u306a\u3093\u3067\u3057\u3087\u3046\uff1f<\/p>\n\n\n\n

\u3072\u3068\u307e\u305a\u3001API\u3068\u3057\u3066\u306f\u3069\u306eAI\u30e2\u30c7\u30eb\u3082API\u3092JSON\u5f62\u5f0f\u3067\u547c\u3073\u51fa\u3059\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3092\u5207\u308a\u66ff\u3048\u308b\u3060\u3051\u3067\u6982\u306d\u3044\u3051\u305d\u3046\u3067\u3059\u3002\u9055\u3044\u3068\u3057\u3066\u306f\u3001Calling Function\u306e\u3088\u3046\u306b\u4ed6\u30b7\u30b9\u30c6\u30e0\u3068\u7d44\u307f\u5408\u308f\u305b\u305f\u3044\u3068\u304d\u306e\u30d7\u30ec\u51e6\u7406\u30fb\u30dd\u30b9\u30c8\u51e6\u7406\u306b\u4fc2\u308b\u90e8\u5206\u3067\u3057\u3087\u3046\u3002\u5c5e\u306b\u3044\u3046RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u547c\u3070\u308c\u308b\u90e8\u5206\u3067\u3059\u3002\u300cRAG\u300d\u3068\u3044\u3046\u3068\u3061\u3087\u3063\u3068\u96e3\u3057\u3044\u611f\u3058\u3082\u3057\u307e\u3059\u304c\u3001\u8981\u3059\u308b\u306e\u753b\u50cf\u51e6\u7406\u306e\u30d7\u30ec\u51e6\u7406\u3084\u30dd\u30b9\u30c8\u51e6\u7406\u306b\u3042\u305f\u308a\u307e\u3059\u3002\u753b\u50cf\u51e6\u7406\u3092\u884c\u3046\u3068\u304d\u306b\u3001\u30d7\u30ec\u51e6\u7406\u3068\u3057\u30662\u5024\u5316\u3084\u30b0\u30ec\u30fc\u51e6\u7406\u3001\u30a8\u30f3\u30dc\u30b9\u51e6\u7406\u306a\u3069\u3092\u884c\u3044\u307e\u3059\u304c\u3001\u305d\u308c\u3068\u4f3c\u305f\u3088\u3046\u306a\u5f62\u3067\u30c6\u30ad\u30b9\u30c8\u89e3\u91c8\u3092GPT\u306eAPI\u306b\u4efb\u305b\u3066\u95a2\u6570\u3092\u30b3\u30fc\u30eb\u30d0\u30c3\u30af\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u79c1\u306e\u5834\u5408\u3001GPT\u30b7\u30ea\u30fc\u30ba\u3067\u3057\u304b\u3084\u3063\u305f\u3053\u3068\u304c\u306a\u3044\u306e\u3067\u3059\u304c\u3001Gemini \u306a\u3069\u306e\u4ed6\u306e\u751f\u6210AI\u3067\u3082\u540c\u3058\u3053\u3068\u304c\u3067\u304d\u308b\u3067\u3057\u3087\u3046\uff08\u672a\u78ba\u8a8d\uff09\u3002<\/p>\n\n\n\n

\u307e\u305a\u306f\u7c21\u5358\u306a\u3068\u3053\u308d\u304b\u3089<\/h2>\n\n\n\n

\u7c21\u5358\u306a\u3068\u3053\u308d\u3067\u3001\u7b2c7\u7ae0\u306e\u30b3\u30fc\u30c9\u3092\u66f8\u304d\u76f4\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

Microsoft.SemanticKernel \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u8ffd\u52a0\u3059\u308b<\/h2>\n\n\n\n

Semantic Kernel \u306f\u30d1\u30c3\u30b1\u30fc\u30b8\u300cMicrosoft.SemanticKernel\u300d\u3092\u4f7f\u3046\u306e\u3067\u3001*.csproj \u3092\u4ee5\u4e0b\u306b\u66f8\u304d\u63db\u3048\u307e\u3059\u3002<\/p>\n\n\n\n

  <ItemGroup>\n    <PackageReference Include="Microsoft.SemanticKernel" Version="1.14.1" \/>\n  <\/ItemGroup>\n<\/code><\/pre><\/div>\n\n\n\n
\u73fe\u5728\u306e\u3068\u3053\u308d\u6700\u65b0\u7248\u306f ver.1.14.1 \u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u5b9f\u306f\u3001Microsoft.SemanticKernel\u30d1\u30c3\u30b1\u30fc\u30b8\u306f\u3001Azure.AI.OpenAI \u30d1\u30c3\u30b1\u30fc\u30b8\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002\u306a\u306e\u3067\u66f8\u7c4d\u3067\u66f8\u3044\u305fAzure.AI.OpenAI\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u3082\u305d\u306e\u307e\u307e\u3067\u52d5\u304f\u3057\u3001Semantic Kernel \u3067\u66f8\u304d\u76f4\u3057\u305f\u3082\u306e\u3082\u52d5\u304d\u307e\u3059\u3002\u3061\u306a\u307f\u306b\u3001Azure.AI.OpenAI \u30d1\u30c3\u30b1\u30fc\u30b8\u306f beta \u7248\u306e\u307e\u307e ver.2 \u306b\u79fb\u884c\u3057\u3066\u3044\u308b\u306e\u3067\u3001ver.1 \u306f\u30ea\u30ea\u30fc\u30b9\u7248\u306f\u306a\u3044…\u3068\u898b\u308b\u3093\u3067\u3057\u3087\u3046\u306d\u3002\u3084\u3063\u3071\u308a\uff08\u82e6\u7b11\uff09<\/p>\n\n\n\n
\"\"<\/a><\/figure>\n\n\n\n
\u5f93\u6765\u306e Completion\uff08\u5165\u529b\u5019\u88dc\uff09\u3092\u547c\u3073\u51fa\u3059<\/h2>\n\n\n\n
\u304a\u305d\u3089\u304f\u5f93\u6765\u578b\u306eCompletion\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\uff11\u56de\u3060\u3051\u547c\u3073\u51fa\u3059\u3082\u306e\uff09\u306e\u65b9\u6cd5\u3092\u5148\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
using Microsoft.SemanticKernel;\nusing Microsoft.SemanticKernel.Connectors.OpenAI;\n\nvar builder = Kernel.CreateBuilder();\nbuilder.AddAzureOpenAIChatCompletion(\n    "test-x",\n    "https:\/\/sample-moonmile-openai.openai.azure.com\/",\n    Environment.GetEnvironmentVariable("AZURE_OPENAI_API_KEY") ?? "");\nvar kernel = builder.Build();\n<\/code><\/pre><\/div>\n\n\n\n
\u6700\u521d\u306e Kernel \u90e8\u5206\uff08\u5f93\u6765\u306e OpenAIClient\u306b\u5f53\u305f\u308b\u3068\u3053\u308d\uff09\u3092 Builder \u30d1\u30bf\u30fc\u30f3\u3067\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
    \n
  1. CreateBuilder \u3067\u30d3\u30eb\u30c0\u30fc\u3092\u4f5c\u6210<\/li>\n\n\n\n
  2. AddAzureOpenAIChatCompletion \u3067\u30c1\u30e3\u30c3\u30c8\/\u5165\u529b\u5019\u88dc\u7528\u306e\u8a2d\u5b9a\u3092\u8ffd\u52a0<\/li>\n\n\n\n
  3. Build \u30e1\u30bd\u30c3\u30c9\u3067 Kernel \u3092\u4f5c\u6210<\/li>\n<\/ol>\n\n\n\n
    \u3068\u3044\u3046\u624b\u9806\u3067\u3059\u3002\u3053\u3053\u3067\u306e\u300ctest-x\u300d\u306f\u3001Azure OpenAI Studio \u3067\u4f5c\u6210\u3057\u305f\u30c7\u30d7\u30ed\u30a4\u540d\u3067\u3059\u3002<\/p>\n\n\n\n
    var kernel_args = new KernelArguments(\n    new OpenAIPromptExecutionSettings()\n    {\n        Temperature = (float)0.5,\n        MaxTokens = 800,\n        TopP = (float)0.95,\n        FrequencyPenalty = 0,\n        PresencePenalty = 0,\n    });\n<\/code><\/pre><\/div>\n\n\n\n
    \u6e29\u5ea6\u3084\u6700\u5927\u30c8\u30fc\u30af\u30f3\u306a\u3069\u306f\u3001OpenAIPromptExecutionSettings \u3067\u4f5c\u6210\u3057\u307e\u3059\u3002\u5148\u306b\u4f5c\u6210\u3057\u305f Kernel \u306b\u6e21\u3059\u305f\u3081\u306b\u3001KernelArguments \u3067\u304f\u308b\u3093\u3067\u304a\u304d\u307e\u3059\u3002\u3053\u306e\u3042\u305f\u308a\u3001KernelArguments \u5185\u3067\u8272\u3005\u3068\u5207\u308a\u66ff\u3048\u308b\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3068\u304b\uff09\u306e\u3067\u3059\u304c\u3001\u3072\u3068\u307e\u305a OpenAI \u306e\u30c1\u30e3\u30c3\u30c8\u304b\u5165\u529b\u5019\u88dc\u3092\u8a66\u3057\u305f\u3044\u3068\u304d\u306f\u3053\u308c\u3067\u5341\u5206\u3067\u3059\u3002<\/p>\n\n\n\n
    Console.WriteLine("\u901a\u5e38\u306e\u30d7\u30ed\u30f3\u30d7\u30c8") ;\nvar result = await kernel.InvokePromptAsync(\n    """\n    Azure OpenAI\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n    """,\n    kernel_args\n    );\n\nConsole.WriteLine(result.GetValue<string>());<\/code><\/pre><\/div>\n\n\n\n
    InvokePromptAsync \u3067\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u547c\u3073\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
    \u5404\u7a2e\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\u306e\u307e\u307e\u3067\u3044\u3044\u5834\u5408\u306f\u3001kernel_args \u306f\u8ffd\u52a0\u3057\u306a\u304f\u3066\u69cb\u3044\u307e\u305b\u3093\u3002\u5fdc\u7b54\u306f\u3001GetValue \u3067 string \u578b\u306b\u30ad\u30e3\u30b9\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
    \u7d50\u679c<\/h2>\n\n\n\n
    stream \u3067\u51fa\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u306e\u3067\u5fdc\u7b54\u304c\u9577\u3044\u306e\u3067\u3059\u304c\u3001\u3053\u3093\u306a\u611f\u3058\u3067 AI \u304b\u3089\u5fdc\u7b54\u304c\u8fd4\u3063\u3066\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
    \"\"<\/a><\/figure>\n\n\n\n
    \u6587\u7ae0\u304c\u9014\u4e2d\u3067\u9014\u5207\u308c\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u306e\u306f\u3001\u30c8\u30fc\u30af\u30f3\u6570\u3092800\u306b\u5236\u9650\u3057\u305f\u305f\u3081\u3067\u3001\u30c1\u30e3\u30c3\u30c8\u578b\u5f0f\u306b\u3057\u3066\u300c\u7d9a\u304d\u300d\u306e\u3088\u3046\u306b\u8981\u6c42\u3059\u308b\u304b\u3001\u6700\u5927\u30c8\u30fc\u30af\u30f3\u6570\u3092\u3082\u3046\u5c11\u3057\u5927\u304d\u3081\u306b\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
    \u3053\u306e\u3042\u305f\u308a\u306e\u8a73\u3057\u3044\u3068\u3053\u308d\u306f\u66f8\u7c4d\u306e\u7b2c7\u7ae0\u306b\u66f8\u3044\u3066\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
    \n