{"id":996,"date":"2025-02-09T18:48:08","date_gmt":"2025-02-10T02:48:08","guid":{"rendered":"https:\/\/devblogs.microsoft.com\/dotnet-ch\/?p=996"},"modified":"2025-02-09T18:48:08","modified_gmt":"2025-02-10T02:48:08","slug":"%e7%ab%8b%e5%8d%b3%e4%bd%bf%e7%94%a8-net-%e5%92%8c-deepseek-r1-%e6%9e%84%e5%bb%ba%e6%99%ba%e8%83%bd%e5%ba%94%e7%94%a8%e7%a8%8b%e5%ba%8f%ef%bc%81","status":"publish","type":"post","link":"https:\/\/devblogs.microsoft.com\/dotnet-ch\/%e7%ab%8b%e5%8d%b3%e4%bd%bf%e7%94%a8-net-%e5%92%8c-deepseek-r1-%e6%9e%84%e5%bb%ba%e6%99%ba%e8%83%bd%e5%ba%94%e7%94%a8%e7%a8%8b%e5%ba%8f%ef%bc%81\/","title":{"rendered":"\u7acb\u5373\u4f7f\u7528 .NET \u548c DeepSeek R1 \u6784\u5efa\u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\uff01"},"content":{"rendered":"

\u672c\u6587\u7ffb\u8bd1\u81eaMatt Soucoup<\/a>\u7684Build Intelligent Apps with .NET and DeepSeek R1 Today!<\/a><\/em><\/span><\/p>\n

\u6700\u8fd1\uff0cDeepSeek R1 \u6a21\u578b\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002\u6211\u4eec\u88ab\u9891\u7e41\u95ee\u5230\u7684\u4e00\u4e2a\u95ee\u9898\u662f\uff1a\u201c\u6211\u80fd\u5728 .NET \u5e94\u7528\u7a0b\u5e8f\u4e2d\u4f7f\u7528 DeepSeek \u5417\uff1f\u201d\u7b54\u6848\u662f\uff1a\u5f53\u7136\u53ef\u4ee5\uff01\u63a5\u4e0b\u6765\uff0c\u6211\u5c06\u5e26\u60a8\u4e86\u89e3\u5982\u4f55\u901a\u8fc7 GitHub Models \u4e0a\u7684 Microsoft.Extensions.AI<\/a>\uff08MEAI\uff09\u5e93\u4e0e DeepSeek R1 \u7ed3\u5408\u4f7f\u7528\uff0c\u8ba9\u60a8\u80fd\u591f\u7acb\u5373\u5f00\u59cb\u4f53\u9a8c R1 \u6a21\u578b\u7684\u529f\u80fd\u3002\u00a0<\/span><\/p>\n

MEAI \u8ba9\u4f7f\u7528 AI \u670d\u52a1\u53d8\u5f97\u7b80\u5355<\/b><\/span><\/h2>\n

MEAI \u5e93\u63d0\u4f9b\u4e86\u4e00\u5957\u7edf\u4e00\u7684\u62bd\u8c61\u548c\u4e2d\u95f4\u4ef6\uff0c\u4ee5\u7b80\u5316 AI \u670d\u52a1\u5728 .NET \u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u96c6\u6210\u3002\u00a0<\/span><\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0c\u5982\u679c\u60a8\u4f7f\u7528 MEAI \u5f00\u53d1\u5e94\u7528\u7a0b\u5e8f\uff0c\u65e0\u8bba\u5e95\u5c42\u4f7f\u7528\u7684\u662f\u54ea\u79cd\u6a21\u578b\uff0c\u60a8\u7684\u4ee3\u7801\u90fd\u5c06\u4f7f\u7528\u76f8\u540c\u7684 API\u3002\u8fd9\u964d\u4f4e\u4e86\u6784\u5efa .NET AI \u5e94\u7528\u7a0b\u5e8f\u7684\u96be\u5ea6\uff0c\u56e0\u4e3a\u65e0\u8bba\u4f7f\u7528\u54ea\u4e2a AI \u670d\u52a1\uff0c\u60a8\u53ea\u9700\u8bb0\u4f4f\u4e00\u4e2a\u5e93\uff08\u5373 MEAI\uff09\u7684\u64cd\u4f5c\u65b9\u5f0f\u3002\u00a0<\/span><\/p>\n

\u5bf9\u4e8e MEAI\uff0c\u60a8\u5c06\u4e3b\u8981\u4f7f\u7528\u7684\u63a5\u53e3\u662f IChatClient<\/code>\u3002\u00a0<\/span><\/p>\n

\u4e0e <\/b>DeepSeek R1 \u804a\u5929<\/b><\/span><\/h2>\n

GitHub Models \u5141\u8bb8\u60a8\u5c1d\u8bd5\u5927\u91cf\u4e0d\u540c\u7684 AI \u6a21\u578b\uff0c\u800c\u65e0\u9700\u62c5\u5fc3\u6258\u7ba1\u95ee\u9898\u3002\u8fd9\u662f\u514d\u8d39\u5f00\u542f AI \u5f00\u53d1\u4e4b\u65c5\u7684\u7edd\u4f73\u65b9\u5f0f\u3002GitHub Models \u8fd8\u4f1a\u4e0d\u65ad\u66f4\u65b0\u65b0\u6a21\u578b\uff0c\u4f8b\u5982 DeepSeek \u7684 R1<\/a>\u3002\u00a0<\/span><\/p>\n

\"Image<\/a><\/p>\n

\u6211\u4eec\u8981\u6784\u5efa\u7684\u6f14\u793a\u5e94\u7528\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u63a7\u5236\u53f0\u5e94\u7528\u7a0b\u5e8f\uff0c\u76ee\u524d\u6211\u4eec\u5df2\u7ecf\u5c06\u5176\u653e\u5728 GitHub \u4e0a\u4f9b\u60a8\u53c2\u8003\uff0c\u5b58\u50a8\u5e93\u4e3a codemillmatt\/deepseek-dotnet<\/a>\u3002\u60a8\u53ef\u4ee5\u514b\u9686\u6216\u6d3e\u751f\u5b83\u4ee5\u8ddf\u968f\u6559\u7a0b\uff0c\u800c\u6211\u4eec\u4e5f\u4f1a\u5728\u4e0b\u9762\u8bb2\u89e3\u91cd\u8981\u90e8\u5206\u3002\u00a0<\/span><\/p>\n

\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u5b8c\u6210\u4e00\u4e9b\u51c6\u5907\u5de5\u4f5c\uff1a\u00a0<\/span><\/p>\n

    \n
  1. \u524d\u5f80 GitHub \u5e76\u751f\u6210\u4e00\u4e2a\u4e2a\u4eba\u8bbf\u95ee\u4ee4\u724c\uff08PAT\uff09\u3002\u8fd9\u5c06\u662f\u60a8\u8bbf\u95ee GitHub Models \u7684\u5bc6\u94a5\u3002\u8bf7\u6309\u7167\u8fd9\u4e9b\u8bf4\u660e\u521b\u5efa PAT<\/a>\uff0c\u5e76\u786e\u4fdd\u9009\u62e9\u7ecf\u5178\u4ee4\u724c\uff08classic token\uff09\u3002\u00a0<\/span><\/li>\n
  2. \u6253\u5f00 DeepSeek.Console.GHModels<\/b> \u9879\u76ee\u3002\u60a8\u65e2\u53ef\u4ee5\u5728 Visual Studio \u4e2d\u6253\u5f00\u5b8c\u6574\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528 VS Code \u6765\u53ea\u6253\u5f00\u9879\u76ee\u6587\u4ef6\u5939\u3002\u00a0<\/span><\/li>\n
  3. \u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u7528\u6237\u673a\u5bc6\u6761\u76ee\u6765\u5b58\u50a8 GitHub PAT\u3002\u5c06\u5176\u547d\u540d\u4e3a GH_TOKEN<\/b>\uff0c\u7136\u540e\u5c06\u60a8\u751f\u6210\u7684 PAT \u590d\u5236\u8fdb\u53bb\u4f5c\u4e3aGH_TOKEN<\/b>\u7684\u503c\u3002\u00a0<\/span><\/li>\n<\/ol>\n

    \u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u6765\u7b80\u5355\u770b\u4e00\u4e0b\u4ee3\u7801\uff1a\u00a0<\/span><\/p>\n

      \n
    1. \u6253\u5f00 DeepSeek.Console.GHModels<\/b> \u9879\u76ee\u4e2d\u7684 Program.cs<\/b> \u6587\u4ef6\u3002 <\/span><\/li>\n
    2. \u9996\u5148\u8981\u6ce8\u610f\u7684\u662f modelEndpoint<\/code> \u548c <\/span>modelName<\/code> \u53d8\u91cf\u7684\u521d\u59cb\u5316\u3002 \u8fd9\u4e9b\u662f GitHub Models \u670d\u52a1\u7684\u6807\u51c6\u914d\u7f6e\uff0c\u4ed6\u4eec\u59cb\u7ec8\u662f\u4e00\u6837\u7684\u3002<\/span><\/li>\n
    3. \u73b0\u5728\u8fdb\u5165\u6709\u8da3\u7684\u90e8\u5206\uff01\u6211\u4eec\u5c06\u521d\u59cb\u5316\u804a\u5929\u5ba2\u6237\u7aef\u3002 \u8fd9\u91cc\uff0c\u6211\u4eec\u5c06\u8fde\u63a5\u5230 DeepSeek R1 \u6a21\u578b\u3002\n
      IChatClient client = new ChatCompletionsClient(modelEndpoint, new AzureKeyCredential(Configuration[\"GH_TOKEN\"])).AsChatClient(modelName);<\/code><\/pre>\n
      \u8fd9\u91cc\u4f7f\u7528\u4e86 Microsoft.Extensions.AI.AzureAIInference<\/b> \u5305\u6765\u8fde\u63a5 GitHub Models \u670d\u52a1\u3002\u4f46 AsChatClient<\/code> \u51fd\u6570\u8fd4\u56de\u7684\u662f\u4e00\u4e2a IChatClient<\/code> \u5b9e\u73b0\uff0c\u8fd9\u662f\u975e\u5e38\u9177\u7684\u4e00\u70b9\uff01\u56e0\u4e3a\u65e0\u8bba\u6211\u4eec\u4ece GitHub Models \u4e2d\u9009\u62e9\u54ea\u79cd\u6a21\u578b \uff0c\u6211\u4eec\u7684\u5e94\u7528\u7a0b\u5e8f\u4ecd\u7136\u53ef\u4ee5\u57fa\u4e8e IChatClient<\/code> \u63a5\u53e3\u7f16\u5199\u4ee3\u7801\uff01 <\/span><\/li>\n
    4. \u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u95ee\u9898\u6216\u63d0\u793a\u8bcd\u4f20\u9012\u7ed9\u6a21\u578b\u3002\u540c\u65f6\uff0c\u6211\u4eec\u4f1a\u786e\u4fdd\u83b7\u53d6\u6d41\u5f0f\u54cd\u5e94\uff0c\u8fd9\u6837\u6211\u4eec\u5c31\u53ef\u4ee5\u5728\u54cd\u5e94\u5230\u8fbe\u65f6\u5b9e\u65f6\u663e\u793a\u5b83\u3002\n<\/span><\/span><\/p>\n
      var response = client.CompleteStreamingAsync(question);\r\n\r\nawait foreach (var item in response)\r\n{\r\n    Console.Write(item);\r\n}<\/code><\/pre>\n<\/li>\n<\/ol>\n
      \u5c31\u662f\u8fd9\u6837\uff01\u73b0\u5728\u8fd0\u884c\u9879\u76ee\u3002\u83b7\u53d6\u54cd\u5e94\u53ef\u80fd\u9700\u8981\u51e0\u79d2\u949f\uff08\u5f88\u591a\u4eba\u90fd\u5728\u5c1d\u8bd5\u8fd9\u4e2a\u6a21\u578b\uff01\uff09\u3002\u60a8\u4f1a\u6ce8\u610f\u5230\uff0c\u8fd4\u56de\u7684\u5185\u5bb9\u4e0e\u201c\u666e\u901a\u201d\u804a\u5929\u673a\u5668\u4eba\u6709\u6240\u4e0d\u540c\u3002DeepSeek R1 \u662f\u4e00\u4e2a\u63a8\u7406\u6a21\u578b\uff0c\u56e0\u6b64\u5b83\u4f1a\u5c1d\u8bd5\u5206\u6790\u5e76\u63a8\u7406\u95ee\u9898\u3002\u54cd\u5e94\u7684\u7b2c\u4e00\u90e8\u5206\u662f\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u7528 <think><\/b> \u6807\u7b7e\u6807\u8bb0\uff0c\u8fd9\u90e8\u5206\u5185\u5bb9\u76f8\u5f53\u6709\u8da3\u3002\u54cd\u5e94\u7684\u7b2c\u4e8c\u90e8\u5206\u5219\u662f\u5bf9\u60a8\u95ee\u9898\u7684\u6700\u7ec8\u56de\u7b54\u3002\u00a0<\/span><\/p>\n
      \u8fd9\u662f\u4e00\u4e2a\u793a\u4f8b\u54cd\u5e94\u7684\u90e8\u5206\u5185\u5bb9\uff1a\u00a0<\/span><\/p>\n
      <think>\r\nOkay, let's try to figure this out. The problem says: If I have 3 apples and eat 2, how many bananas do I have? Hmm, at first glance, that seems a bit confusing. Let me break it down step by step.\r\n\r\nSo, the person starts with 3 apples. Then they eat 2 of them. That part is straightforward. If you eat 2 apples out of 3, you'd have 1 apple left, right? But then the question shifts to bananas. Wait, where did bananas come from? The original problem only mentions apples. There's no mention of bananas at all.\r\n\r\n...<\/code><\/pre>\n
      \u6211\u5fc5\u987b\u4f7f\u7528 GitHub Models \u5417\uff1f<\/b><\/span><\/h2>\n
      \u60a8\u5e76\u4e0d\u5fc5\u5c40\u9650\u4e8e\u5728 GitHub Models \u4e0a\u8fd0\u884c DeepSeek R1\u3002\u60a8\u4e5f\u53ef\u4ee5\u5728 Azure \u4e0a\u8fd0\u884c\uff0c\u751a\u81f3\u901a\u8fc7 Ollama \u5728\u672c\u5730\uff08\u6216 GitHub Codespaces\uff09\u8fd0\u884c\u3002\u6211\u5728 GitHub \u4ed3\u5e93\u4e2d\u63d0\u4f9b\u4e86\u53e6\u5916\u4e24\u4e2a\u63a7\u5236\u53f0\u5e94\u7528\u7a0b\u5e8f\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002\u00a0<\/span><\/p>\n
      GitHub Models \u7248\u672c\u4e0e\u5176\u4ed6\u65b9\u5f0f\u7684\u4e3b\u8981\u533a\u522b\u5728\u4e8e DeepSeek R1 \u6a21\u578b\u7684\u90e8\u7f72\u4f4d\u7f6e\u3001\u8fde\u63a5\u65f6\u4f7f\u7528\u7684\u51ed\u636e\u4ee5\u53ca\u5177\u4f53\u7684\u6a21\u578b\u540d\u79f0\u3002\u00a0<\/span><\/p>\n
      \u5982\u679c\u60a8\u9009\u62e9\u5728 Azure AI Foundry \u4e0a\u90e8\u7f72\uff0c\u4ee3\u7801\u662f\u5b8c\u5168\u76f8\u540c\u7684\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u8bf4\u660e\u5173\u4e8e\u5982\u4f55\u90e8\u7f72<\/a> DeepSeek R1 \u6a21\u578b\u5230 Azure AI Foundry\u3002\u00a0<\/span><\/p>\n
      \u5982\u679c\u60a8\u60f3\u901a\u8fc7 Ollama \u5728\u672c\u5730\u8fd0\u884c\uff0c\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u4e2a devcontainer \u5b9a\u4e49\uff0c\u60a8\u53ef\u4ee5\u5728 Docker \u4e2d\u4f7f\u7528\u5b83\u6765\u8fd0\u884c Ollama\u3002\u5b83\u4f1a\u81ea\u52a8\u62c9\u53d6\u4e00\u4e2a\u5c0f\u53c2\u6570\u7248\u672c\u7684 DeepSeek R1 \u5e76\u4e3a\u60a8\u542f\u52a8\u3002\u552f\u4e00\u7684\u533a\u522b\u662f\uff0c\u60a8\u9700\u8981\u4f7f\u7528 Microsoft.Extensions.AI.Ollama<\/b> NuGet \u5305\uff0c\u5e76\u901a\u8fc7 OllamaChatClient<\/code> \u521d\u59cb\u5316 IChatClient<\/code>\u3002\u60a8\u4e0e DeepSeek R1 \u7684\u5176\u4ed6\u4ea4\u4e92\u65b9\u5f0f\u662f\u76f8\u540c\u7684\u3002\u00a0<\/span><\/p>\n
      \u6ce8\u610f\uff1a\u5982\u679c\u60a8\u5728 GitHub Codespace \u4e2d\u8fd0\u884c\u6b64\u7a0b\u5e8f\uff0c\u5219\u9700\u8981\u51e0\u5206\u949f\u624d\u80fd\u542f\u52a8\uff0c\u5e76\u4e14\u60a8\u5c06\u4f7f\u7528\u5927\u7ea6 8GB \u7684\u7a7a\u95f4\u2014\u2014\u56e0\u6b64\u8bf7\u6839\u636e\u60a8\u7684 Codespace \u8ba1\u5212\u8fdb\u884c\u4e86\u89e3\u3002\u00a0<\/span><\/p><\/blockquote>\n
      \u5f53\u7136\uff0c\u8fd9\u4e9b\u90fd\u662f\u7b80\u5355\u7684\u63a7\u5236\u53f0\u5e94\u7528\u7a0b\u5e8f\u3002\u5982\u679c\u60a8\u6b63\u5728\u4f7f\u7528 .NET Aspire\uff0c\u4f7f\u7528 Ollama \u548c DeepSeek R1 \u4f1a\u975e\u5e38\u65b9\u4fbf\u3002\u5f97\u76ca\u4e8e .NET Aspire Community Toolkit \u7684 Ollama \u96c6\u6210\uff0c\u60a8\u53ea\u9700\u6dfb\u52a0\u4e00\u884c\u4ee3\u7801\uff0c\u5c31\u53ef\u4ee5\u8f7b\u677e\u5b8c\u6210\u914d\u7f6e\uff01\u00a0<\/span><\/p>\n
      var chat = ollama.AddModel(\"chat\", \"deepseek-r1\");<\/code><\/pre>\n
      \u67e5\u770b\u8fd9\u7bc7\u535a\u5ba2\u6587\u7ae0<\/a>\uff0c\u4e86\u89e3\u5173\u4e8e\u5982\u4f55\u5f00\u59cb\u7684\u6240\u6709\u8be6\u7ec6\u4fe1\u606f\u3002\u00a0<\/span><\/p>\n
      \u603b\u7ed3<\/b><\/span><\/p>\n
      DeepSeek R1 \u662f\u4e00\u4e2a\u4ee4\u4eba\u5174\u594b\u7684\u65b0\u63a8\u7406\u6a21\u578b\uff0c\u6b63\u5728\u5f15\u8d77\u5e7f\u6cdb\u5173\u6ce8\u3002\u60a8\u73b0\u5728\u5c31\u53ef\u4ee5\u4f7f\u7528 Microsoft.Extensions.AI \u5e93\u6784\u5efa\u5229\u7528\u4e86 DeepSeek R1 \u7684 .NET \u5e94\u7528\u7a0b\u5e8f\u3002GitHub Models \u964d\u4f4e\u4e86\u5165\u95e8\u548c\u5b9e\u9a8c\u7684\u95e8\u69db\u3002\u8d76\u5feb\u5c1d\u8bd5\u4e00\u4e0b\u793a\u4f8b\u4ee3\u7801<\/a>\uff0c\u5e76\u67e5\u770b\u6211\u4eec\u5176\u4ed6\u7684 MEAI \u793a\u4f8b<\/a>\uff01\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"
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