{"id":53711,"date":"2025-02-16T12:23:23","date_gmt":"2025-02-16T04:23:23","guid":{"rendered":"https:\/\/fwq.ai\/blog\/53711\/"},"modified":"2025-02-16T12:23:23","modified_gmt":"2025-02-16T04:23:23","slug":"%e5%9c%a8-net%e5%ba%94%e7%94%a8%e4%b8%ad%e9%9b%86%e6%88%90deepseek-r1","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/53711\/","title":{"rendered":"\u5728.Net\u5e94\u7528\u4e2d\u96c6\u6210DeepSeek-R1"},"content":{"rendered":"<p>DeepSeek R1 \u6a21\u578b\u6700\u8fd1\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002\u6211\u4eec\u88ab\u95ee\u5230\u7684\u4e00\u4e2a\u95ee\u9898\u662f\uff1a\u201c\u6211\u53ef\u4ee5\u5728\u6211\u7684 .NET \u5e94\u7528\u7a0b\u5e8f\u4e2d\u4f7f\u7528 DeepSeek \u5417\uff1f\u201d\u7b54\u6848\u662f\u80af\u5b9a\u7684\uff01\u6211\u5c06\u5f15\u5bfc\u4f60\u4e86\u89e3\u5982\u4f55\u5728 GitHub Models \u4e0a\u5c06\u4e0e DeepSeek R1 \u7ed3\u5408\u4f7f\u7528\uff0c\u4ee5\u4fbf\u4f60\u4eca\u5929\u5c31\u53ef\u4ee5\u5f00\u59cb\u5c1d\u8bd5\u4f7f\u7528 R1 \u6a21\u578b\u3002<\/p>\n<h2>1\u3001MEAI \u8ba9\u4f7f\u7528 AI \u670d\u52a1\u53d8\u5f97\u7b80\u5355<\/h2>\n<p>MEAI \u5e93\u63d0\u4f9b\u4e86\u4e00\u7ec4\u7edf\u4e00\u7684\u62bd\u8c61\u548c\u4e2d\u95f4\u4ef6\uff0c\u4ee5\u7b80\u5316 AI \u670d\u52a1\u4e0e .NET \u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u96c6\u6210\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u5982\u679c\u4f60\u4f7f\u7528 MEAI \u5f00\u53d1\u5e94\u7528\u7a0b\u5e8f\uff0c\u65e0\u8bba\u51b3\u5b9a\u5728\u5e55\u540e\u4f7f\u7528\u54ea\u79cd\u6a21\u578b\uff0c\u4f60\u7684\u4ee3\u7801\u90fd\u5c06\u4f7f\u7528\u76f8\u540c\u7684 API\u3002\u8fd9\u964d\u4f4e\u4e86\u6784\u5efa .NET AI \u5e94\u7528\u7a0b\u5e8f\u6240\u9700\u7684\u6469\u64e6\uff0c\u56e0\u4e3a\u65e0\u8bba\u60a8\u4f7f\u7528\u54ea\u79cd AI \u670d\u52a1\uff0c\u60a8\u53ea\u9700\u8981\u8bb0\u4f4f\u4e00\u4e2a\u5e93\uff08MEAI\uff09\u7684\u505a\u4e8b\u65b9\u5f0f\u3002<\/p>\n<p>\u5bf9\u4e8e MEAI\uff0c\u4f60\u5c06\u4f7f\u7528\u7684\u4e3b\u8981\u754c\u9762\u662f <code>IChatClient<\/code>\u3002<\/p>\n<h2>1\u3001\u8ba9\u6211\u4eec\u4e0e DeepSeek R1 \u804a\u5929<\/h2>\n<p>GitHub Models \u5141\u8bb8\u4f60\u5c1d\u8bd5\u5927\u91cf\u4e0d\u540c\u7684 AI \u6a21\u578b\uff0c\u800c\u65e0\u9700\u62c5\u5fc3\u6258\u7ba1\u3002\u8fd9\u662f\u514d\u8d39\u5f00\u59cb AI \u5f00\u53d1\u4e4b\u65c5\u7684\u597d\u65b9\u6cd5\u3002\u800c\u4e14 GitHub Models \u4f1a\u4e0d\u65ad\u66f4\u65b0\u65b0\u6a21\u578b\uff0c\u4f8b\u5982 DeepSeek \u7684 R1\u3002<\/p>\n<p>\u6211\u4eec\u8981\u6784\u5efa\u7684\u6f14\u793a\u5e94\u7528\u7a0b\u5e8f\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u63a7\u5236\u53f0\u5e94\u7528\u7a0b\u5e8f\uff0c\u53ef\u5728 GitHub \u4e0a\u7684 \u4e0a\u627e\u5230\u3002\u4f60\u53ef\u4ee5\u514b\u9686\u6216\u5206\u53c9\u5b83\u4ee5\u7ee7\u7eed\u64cd\u4f5c\uff0c\u4f46\u6211\u4eec\u4e5f\u4f1a\u5728\u4e0b\u9762\u8ba8\u8bba\u91cd\u8981\u90e8\u5206\u3002<\/p>\n<p>\u9996\u5148\u8ba9\u6211\u4eec\u5904\u7406\u4e00\u4e9b\u5148\u51b3\u6761\u4ef6\uff1a<\/p>\n<ul>\n<li>\u524d\u5f80 GitHub \u5e76\u751f\u6210\u4e2a\u4eba\u8bbf\u95ee\u4ee4\u724c (PAT)\u3002\u8fd9\u5c06\u662f\u4f60\u8bbf\u95ee GitHub Models \u7684\u5bc6\u94a5\u3002\u6309\u7167\u521b\u5efa PAT\u3002\u4f60\u5c06\u9700\u8981\u4e00\u4e2a\u7ecf\u5178\u4ee4\u724c\u3002<\/li>\n<li>\u6253\u5f00 DeepSeek.Console.GHModels \u9879\u76ee\u3002\u4f60\u53ef\u4ee5\u5728 Visual Studio \u4e2d\u6253\u5f00\u5b8c\u6574\u89e3\u51b3\u65b9\u6848\uff0c\u5982\u679c\u4f7f\u7528 VS Code\uff0c\u5219\u53ea\u9700\u6253\u5f00\u9879\u76ee\u6587\u4ef6\u5939\u3002<\/li>\n<li>\u4e3a GitHub PAT \u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u7528\u6237\u673a\u5bc6\u6761\u76ee\u3002\u5c06\u5176\u547d\u540d\u4e3a <code>GH_TOKEN<\/code>\uff0c\u5e76\u7c98\u8d34\u60a8\u751f\u6210\u7684 PAT \u4f5c\u4e3a\u503c\u3002<\/li>\n<\/ul>\n<p>\u73b0\u5728\u8ba9\u6211\u4eec\u7a0d\u5fae\u63a2\u7d22\u4e00\u4e0b\u4ee3\u7801\uff1a<\/p>\n<ul>\n<li>\u6253\u5f00 DeepSeek.Console.GHModels \u9879\u76ee\u4e2d\u7684 Program.cs \u6587\u4ef6\u3002<\/li>\n<li>\u9996\u5148\u8981\u6ce8\u610f\u7684\u4e24\u4ef6\u4e8b\u662f\u6211\u4eec\u521d\u59cb\u5316 <code>modelEndpoint<\/code> \u548c <code>modelName<\/code> \u53d8\u91cf\u7684\u4f4d\u7f6e\u3002\u8fd9\u4e9b\u662f GitHub Models \u670d\u52a1\u7684\u6807\u51c6\uff0c\u5b83\u4eec\u5c06\u59cb\u7ec8\u76f8\u540c\u3002<\/li>\n<li>\u73b0\u5728\u5230\u4e86\u6709\u8da3\u7684\u90e8\u5206\uff01\u6211\u4eec\u5c06\u521d\u59cb\u5316\u6211\u4eec\u7684\u804a\u5929\u5ba2\u6237\u7aef\u3002\u8fd9\u662f\u6211\u4eec\u8fde\u63a5\u5230 DeepSeek R1 \u6a21\u578b\u7684\u5730\u65b9\u3002<\/li>\n<\/ul>\n<pre><code>IChatClient client = new ChatCompletionsClient(modelEndpoint, new AzureKeyCredential(Configuration[\"GH_TOKEN\"])).AsChatClient(modelName);<\/code><\/pre>\n<p>\u8fd9\u4f7f\u7528 <code>Microsoft.Extensions.AI.AzureAIInference<\/code> \u5305\u8fde\u63a5\u5230 GitHub Models \u670d\u52a1\u3002\u4f46\u662f <code>AsChatClient<\/code> \u51fd\u6570\u8fd4\u56de\u4e00\u4e2a <code>IChatClient<\/code> \u5b9e\u73b0\u3002\u8fd9\u592a\u9177\u4e86\u3002\u56e0\u4e3a\u65e0\u8bba\u6211\u4eec\u4ece GitHub Models \u4e2d\u9009\u62e9\u54ea\u4e2a\u6a21\u578b\uff0c\u6211\u4eec\u4ecd\u7136\u4f1a\u6839\u636e <code>IChatClient<\/code> \u63a5\u53e3\u7f16\u5199\u5e94\u7528\u7a0b\u5e8f\uff01<\/p>\n<ul>\n<li>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u95ee\u9898\u6216\u63d0\u793a\u4f20\u9012\u7ed9\u6a21\u578b\u3002\u6211\u4eec\u5c06\u4f7f\u7528\u786e\u4fdd\u6211\u4eec\u5f97\u5230\u6d41\u5f0f\u54cd\u5e94\uff0c\u8fd9\u6837\u6211\u4eec\u5c31\u53ef\u4ee5\u663e\u793a\u5b83\u3002<\/li>\n<\/ul>\n<pre><code>var response = client.CompleteStreamingAsync(question);\n\nawait foreach (var item in response)\n{\n    Console.Write(item);\n}<\/code><\/pre>\n<p>\u5c31\u662f\u8fd9\u6837\uff01\u7ee7\u7eed\u8fd0\u884c\u8be5\u9879\u76ee\u3002\u53ef\u80fd\u9700\u8981\u51e0\u79d2\u949f\u624d\u80fd\u5f97\u5230\u54cd\u5e94\uff08\u5f88\u591a\u4eba\u90fd\u5728\u5c1d\u8bd5\u8fd9\u4e2a\u6a21\u578b\uff01\uff09\u3002\u4f60\u4f1a\u6ce8\u610f\u5230\u54cd\u5e94\u4e0e\u4f60\u5728\u201c\u6b63\u5e38\u201d\u804a\u5929\u673a\u5668\u4eba\u4e2d\u770b\u5230\u7684\u4e0d\u4e00\u6837\u3002DeepSeek R1 \u662f\u4e00\u4e2a\u63a8\u7406\u6a21\u578b\uff0c\u6240\u4ee5\u5b83\u60f3\u8981\u627e\u51fa\u95ee\u9898\u5e76\u63a8\u7406\u3002\u54cd\u5e94\u7684\u7b2c\u4e00\u90e8\u5206\u662f\u5176\u63a8\u7406\uff0c\u4ee5 <code>&lt;think&gt;<\/code> \u5206\u9694\uff0c\u975e\u5e38\u6709\u8da3\u3002\u54cd\u5e94\u7684\u7b2c\u4e8c\u90e8\u5206\u662f\u4f60\u6240\u63d0\u95ee\u9898\u7684\u7b54\u6848\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u54cd\u5e94\u7684\u90e8\u5206\u793a\u4f8b\uff1a<\/p>\n<pre><code>&lt;think&gt;\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.\n\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.\n\n...<\/code><\/pre>\n<h2>2\u3001\u6211\u5fc5\u987b\u4f7f\u7528 GitHub \u6a21\u578b\u5417\uff1f<\/h2>\n<p>\u4f60\u4e0d\u4ec5\u9650\u4e8e\u5728 GitHub Models \u4e0a\u8fd0\u884c DeepSeek R1\u3002\u4f60\u53ef\u4ee5\u5728 Azure \u4e0a\u8fd0\u884c\u5b83\uff0c\u751a\u81f3\u53ef\u4ee5\u5728\u672c\u5730\uff08\u6216\u5728 GitHub Codespaces \u4e0a\uff09\u901a\u8fc7 Ollama \u8fd0\u884c\u5b83\u3002\u6211\u5728 GitHub \u5b58\u50a8\u5e93\u4e2d\u63d0\u4f9b\u4e86\u53e6\u5916 2 \u4e2a\u63a7\u5236\u53f0\u5e94\u7528\u7a0b\u5e8f\uff0c\u5411\u4f60\u5c55\u793a\u4e86\u5982\u4f55\u6267\u884c\u6b64\u64cd\u4f5c\u3002<\/p>\n<p>GitHub Models \u7248\u672c\u4e4b\u95f4\u7684\u6700\u5927\u533a\u522b\u5728\u4e8e DeepSeek R1 \u6a21\u578b\u7684\u90e8\u7f72\u4f4d\u7f6e\u3001\u7528\u4e8e\u8fde\u63a5\u5b83\u7684\u51ed\u636e\u4ee5\u53ca\u7279\u5b9a\u7684\u6a21\u578b\u540d\u79f0\u3002<\/p>\n<p>\u5982\u679c\u4f60\u5728 Azure AI Foundry \u4e0a\u90e8\u7f72\uff0c\u4ee3\u7801\u5b8c\u5168\u76f8\u540c\u3002\u662f\u6709\u5173\u5982\u4f55\u5c06 DeepSeek R1 \u6a21\u578b\u90e8\u7f72\u5230 Azure AI Foundry \u7684\u4e00\u4e9b\u8bf4\u660e\u3002<\/p>\n<p>\u5982\u679c\u4f60\u60f3\u5728 Ollama \u4e0a\u672c\u5730\u8fd0\u884c\uff0c\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u4e2a devcontainer \u5b9a\u4e49\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u5b83\u5728 Docker \u4e2d\u8fd0\u884c Ollama\u3002\u5b83\u4f1a\u81ea\u52a8\u62c9\u4e0b\u4e00\u4e2a\u5c0f\u53c2\u6570\u7248\u672c\u7684 DeepSeek R1 \u5e76\u4e3a\u4f60\u542f\u52a8\u5b83\u3002\u552f\u4e00\u7684\u533a\u522b\u662f\u4f60\u5c06\u4f7f\u7528 <code>Microsoft.Extensions.AI.Ollama<\/code> NuGet \u5305\u5e76\u4f7f\u7528 <code>OllamaChatClient<\/code> \u521d\u59cb\u5316 <code>IChatClient<\/code>\u3002\u4e0e DeepSeek R1 \u7684\u4ea4\u4e92\u662f\u76f8\u540c\u7684\u3002<\/p>\n<blockquote><p>\n  \u6ce8\u610f\uff1a\u5982\u679c\u4f60 \uff0c\u5219\u9700\u8981\u51e0\u5206\u949f\u624d\u80fd\u542f\u52a8\uff0c\u5e76\u4e14\u5c06\u4f7f\u7528\u5927\u7ea6 8GB \u7684\u200b\u200b\u7a7a\u95f4 &#8211; \u56e0\u6b64\u8bf7\u6ce8\u610f\u4f60\u7684 Codespace \u8ba1\u5212\u3002\n<\/p><\/blockquote>\n<p>\u5f53\u7136\uff0c\u8fd9\u4e9b\u90fd\u662f\u7b80\u5355\u7684\u63a7\u5236\u53f0\u5e94\u7528\u7a0b\u5e8f\u3002\u5982\u679c\u4f60\u4f7f\u7528\u7684\u662f .NET Aspire\uff0c\u5219\u53ef\u4ee5\u8f7b\u677e\u4f7f\u7528 Ollama \u548c DeepSeek R1\u3002\u5f97\u76ca\u4e8e .NET Aspire Community Toolkit \u7684 Ollama \u96c6\u6210\uff0c\u53ea\u9700\u6dfb\u52a0\u4e00\u884c\u5373\u53ef\u5b8c\u6210\u6240\u6709\u8bbe\u7f6e\uff01<\/p>\n<pre><code>var chat = ollama.AddModel(\"chat\", \"deepseek-r1\");<\/code><\/pre>\n<p>\u67e5\u770b\uff0c\u4e86\u89e3\u5982\u4f55\u5f00\u59cb\u7684\u6240\u6709\u8be6\u7ec6\u4fe1\u606f\u3002<\/p>\n<h2>3\u3001\u7ed3\u675f\u8bed<\/h2>\n<p>DeepSeek R1 \u662f\u4e00\u4e2a\u4ee4\u4eba\u5174\u594b\u7684\u65b0\u63a8\u7406\u6a21\u578b\uff0c\u5b83\u5f15\u8d77\u4e86\u5f88\u591a\u5173\u6ce8\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528 Microsoft.Extensions.AI \u5e93\u6784\u5efa\u4f7f\u7528\u5b83\u7684 .NET \u5e94\u7528\u7a0b\u5e8f\u3002GitHub Models \u964d\u4f4e\u4e86\u5165\u95e8\u548c\u8bd5\u9a8c\u7684\u963b\u529b\u3002\u7ee7\u7eed\u8bd5\u7528\u5e76\u67e5\u770b\u6211\u4eec\u7684\uff01<\/p>\n<hr>\n","protected":false},"excerpt":{"rendered":"<p>DeepSeek R1 \u6a21\u578b\u6700\u8fd1\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002\u6211\u4eec\u88ab\u95ee\u5230\u7684\u4e00\u4e2a\u95ee\u9898\u662f\uff1a\u201c\u6211\u53ef\u4ee5\u5728\u6211\u7684 .NET \u5e94\u7528\u7a0b\u5e8f\u4e2d\u4f7f\u7528 DeepSeek \u5417\uff1f\u201d\u7b54\u6848\u662f\u80af\u5b9a\u7684\uff01\u6211\u5c06\u5f15\u5bfc\u4f60\u4e86\u89e3\u5982\u4f55\u5728 GitHub Models \u4e0a\u5c06\u4e0e DeepSeek R1 \u7ed3\u5408\u4f7f\u7528\uff0c\u4ee5\u4fbf\u4f60\u4eca\u5929\u5c31\u53ef\u4ee5\u5f00\u59cb\u5c1d\u8bd5\u4f7f\u7528 R1 \u6a21\u578b\u3002 1\u3001MEAI \u8ba9\u4f7f\u7528 AI \u670d\u52a1\u53d8\u5f97\u7b80\u5355 MEAI \u5e93\u63d0\u4f9b\u4e86\u4e00\u7ec4\u7edf\u4e00\u7684\u62bd\u8c61\u548c\u4e2d\u95f4\u4ef6\uff0c\u4ee5\u7b80\u5316 AI \u670d\u52a1\u4e0e .NET \u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u96c6\u6210\u3002 \u6362\u53e5\u8bdd\u8bf4\uff0c\u5982\u679c\u4f60\u4f7f\u7528 MEAI \u5f00\u53d1\u5e94\u7528\u7a0b\u5e8f\uff0c\u65e0\u8bba\u51b3\u5b9a\u5728\u5e55\u540e\u4f7f\u7528\u54ea\u79cd\u6a21\u578b\uff0c\u4f60\u7684\u4ee3\u7801\u90fd\u5c06\u4f7f\u7528\u76f8\u540c\u7684 API\u3002\u8fd9\u964d\u4f4e\u4e86\u6784\u5efa .NET AI \u5e94\u7528\u7a0b\u5e8f\u6240\u9700\u7684\u6469\u64e6\uff0c\u56e0\u4e3a\u65e0\u8bba\u60a8\u4f7f\u7528\u54ea\u79cd AI \u670d\u52a1\uff0c\u60a8\u53ea\u9700\u8981\u8bb0\u4f4f\u4e00\u4e2a\u5e93\uff08MEAI\uff09\u7684\u505a\u4e8b\u65b9\u5f0f\u3002 \u5bf9\u4e8e MEAI\uff0c\u4f60\u5c06\u4f7f\u7528\u7684\u4e3b\u8981\u754c\u9762\u662f IChatClient\u3002 1\u3001\u8ba9\u6211\u4eec\u4e0e DeepSeek R1 \u804a\u5929 GitHub Models \u5141\u8bb8\u4f60\u5c1d\u8bd5\u5927\u91cf\u4e0d\u540c\u7684 AI \u6a21\u578b\uff0c\u800c\u65e0\u9700\u62c5\u5fc3\u6258\u7ba1\u3002\u8fd9\u662f\u514d\u8d39\u5f00\u59cb AI \u5f00\u53d1\u4e4b\u65c5\u7684\u597d\u65b9\u6cd5\u3002\u800c\u4e14 GitHub Models \u4f1a\u4e0d\u65ad\u66f4\u65b0\u65b0\u6a21\u578b\uff0c\u4f8b\u5982 DeepSeek \u7684 R1\u3002 \u6211\u4eec\u8981\u6784\u5efa\u7684\u6f14\u793a\u5e94\u7528\u7a0b\u5e8f\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u63a7\u5236\u53f0\u5e94\u7528\u7a0b\u5e8f\uff0c\u53ef\u5728 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[],"class_list":["post-53711","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/53711","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/comments?post=53711"}],"version-history":[{"count":0,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/53711\/revisions"}],"wp:attachment":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/media?parent=53711"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/categories?post=53711"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/tags?post=53711"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}