{"id":69956,"date":"2026-02-01T08:48:57","date_gmt":"2026-02-01T00:48:57","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/69956.html"},"modified":"2026-02-01T08:48:57","modified_gmt":"2026-02-01T00:48:57","slug":"llm-api-gateway-deepseek-v3-llama-3-api-%e6%8e%a8%e7%90%86%e9%81%bf%e5%9d%91%e6%8c%87%e5%8d%97%ef%bc%9a%e8%87%aa%e5%bb%ba-vllm-%e9%9b%86%e7%be%a4-vs-ai-api-gateway-%e6%9e%b6%e6%9e%84%e6%b7%b1","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/69956.html","title":{"rendered":"LLM API Gateway: DeepSeek V3 &amp; Llama 3 API \u63a8\u7406\u907f\u5751\u6307\u5357\uff1a\u81ea\u5efa vLLM \u96c6\u7fa4 vs AI API Gateway \u67b6\u6784\u6df1\u5ea6\u5bf9\u6bd4"},"content":{"rendered":"<p>\u524d\u8a00&#xff1a;2025\u5e74\u662f\u5927\u6a21\u578b\u201c\u767e\u6a21\u5927\u6218\u201d\u8f6c\u5165\u201c\u63a8\u7406\u843d\u5730\u201d\u7684\u5173\u952e\u4e00\u5e74\u3002DeepSeek V3\u3001Llama 3 70B \u7b49\u5f00\u6e90\u6743\u91cd\u7684\u53d1\u5e03&#xff0c;\u8ba9\u5f00\u53d1\u8005\u6709\u4e86\u66f4\u591a\u9009\u62e9\u3002\u4f46\u5f53\u771f\u6b63\u8bd5\u56fe\u5c06\u8fd9\u4e9b\u6a21\u578b\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u65f6&#xff0c;\u6211\u4eec\u4e0d\u4ec5\u8981\u9762\u5bf9\u590d\u6742\u7684 CUDA \u4f9d\u8d56&#xff0c;\u8fd8\u8981\u5904\u7406\u663e\u5b58\u788e\u7247\u3001KV Cache \u4f18\u5316\u4ee5\u53ca\u9ad8\u6602\u7684\u786c\u4ef6\u6210\u672c\u3002\u672c\u6587\u5c06\u4ece\u67b6\u6784\u5e08\u89c6\u89d2&#xff0c;\u6df1\u5ea6\u62c6\u89e3\u76ee\u524d\u4e3b\u6d41\u7684\u4e24\u79cd\u63a8\u7406\u65b9\u6848&#xff1a;\u81ea\u5efa\u9ad8\u6027\u80fd\u63a8\u7406\u96c6\u7fa4 \u4e0e \u4f7f\u7528 API \u805a\u5408\u7f51\u5173\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001 \u81ea\u5efa\u63a8\u7406\u670d\u52a1&#xff1a;\u786c\u6838\u73a9\u5bb6\u7684\u6280\u672f\u9009\u578b<\/h3>\n<p>\u5982\u679c\u4f60\u62e5\u6709\u4e00\u652f\u5f3a\u608d\u7684 ML Ops \u56e2\u961f\u548c\u5145\u8db3\u7684 GPU \u9884\u7b97&#xff0c;\u81ea\u5efa\u670d\u52a1\u65e0\u7591\u80fd\u63d0\u4f9b\u6700\u9ad8\u7684\u638c\u63a7\u529b\u3002\u76ee\u524d\u793e\u533a\u4e2d\u6700\u4e3b\u6d41\u7684\u4e09\u4e2a\u63a8\u7406\u6846\u67b6\u5404\u6709\u5343\u79cb&#xff1a;<\/p>\n<h4>1. vLLM (Berkeley Sky Computing)<\/h4>\n<ul>\n<li>\u67b6\u6784\u7279\u70b9: \u5f15\u5165\u4e86\u64cd\u4f5c\u7cfb\u7edf\u7684\u865a\u62df\u5185\u5b58\u6982\u5ff5&#xff08;PagedAttention&#xff09;&#xff0c;\u89e3\u51b3\u4e86\u663e\u5b58\u788e\u7247\u5316\u95ee\u9898\u3002<\/li>\n<li>\u9002\u7528\u573a\u666f: \u9ad8\u5e76\u53d1\u3001\u9ad8\u541e\u5410\u91cf\u7684\u751f\u4ea7\u73af\u5883\u3002<\/li>\n<li>\u75db\u70b9: \u5bf9\u786c\u4ef6\u540c\u6784\u6027\u8981\u6c42\u9ad8&#xff0c;\u591a\u5361\u901a\u4fe1&#xff08;NCCL&#xff09;\u914d\u7f6e\u590d\u6742&#xff0c;\u9047\u5230 Bug \u5f80\u5f80\u9700\u8981\u6df1\u5165 C&#043;&#043; \/ CUDA \u6e90\u7801\u5b9a\u4f4d\u3002<\/li>\n<\/ul>\n<h4>2. TGI (Text Generation Inference)<\/h4>\n<ul>\n<li>\u67b6\u6784\u7279\u70b9: HuggingFace \u5b98\u65b9\u51fa\u54c1&#xff0c;Rust \u7f16\u5199&#xff0c;\u5bf9 SafeTensors \u683c\u5f0f\u652f\u6301\u6700\u539f\u751f\u3002<\/li>\n<li>\u9002\u7528\u573a\u666f: \u5feb\u901f\u539f\u578b\u5f00\u53d1&#xff0c;HuggingFace \u91cd\u5ea6\u7528\u6237\u3002<\/li>\n<li>\u75db\u70b9: \u5f00\u6e90\u534f\u8bae\u53d8\u66f4&#xff08;Hugging Face Community License&#xff09;&#xff0c;\u5546\u4e1a\u4f7f\u7528\u9700\u8c28\u614e&#xff1b;\u91cf\u5316\u5185\u6838\u652f\u6301\u4e0d\u5982 vLLM \u6fc0\u8fdb\u3002<\/li>\n<\/ul>\n<h4>3. llama.cpp (GGUF)<\/h4>\n<ul>\n<li>\u67b6\u6784\u7279\u70b9: \u6781\u81f4\u7684\u5f02\u6784\u8ba1\u7b97\u652f\u6301&#xff0c;\u751a\u81f3\u53ef\u4ee5\u5728 CPU\u3001Apple Silicon \u4e0a\u8dd1\u5927\u6a21\u578b\u3002<\/li>\n<li>\u9002\u7528\u573a\u666f: \u8fb9\u7f18\u8ba1\u7b97\u3001\u672c\u5730\u79bb\u7ebf\u5e94\u7528\u3002<\/li>\n<li>\u75db\u70b9: \u7b97\u529b\u53d7\u9650\u4e8e\u5185\u5b58\u5e26\u5bbd&#xff0c;Token \u751f\u6210\u901f\u5ea6\u5f88\u96be\u8fbe\u5230\u5546\u4e1a\u5728\u7ebf\u670d\u52a1&#xff08;&gt;50 tokens\/s&#xff09;\u7684\u8981\u6c42\u3002<\/li>\n<\/ul>\n<h4>\u26a0\ufe0f \u81ea\u5efa\u7684\u9690\u6027 TCO&#xff08;\u603b\u62e5\u6709\u6210\u672c&#xff09;<\/h4>\n<p>\u5f88\u591a\u56e2\u961f\u5728\u505a\u9884\u7b97\u65f6\u53ea\u7b97\u4e86\u663e\u5361\u91c7\u8d2d\u6210\u672c&#xff0c;\u5374\u5ffd\u7565\u4e86&#xff1a;<\/p>\n<li>\u95f2\u7f6e\u7b97\u529b\u635f\u8017: \u6d41\u91cf\u6ce2\u8c37\u65f6 8 \u5f20 A100 \u7a7a\u8f6c\u7684\u7535\u8d39\u548c\u6298\u65e7\u3002<\/li>\n<li>\u591a\u6a21\u578b\u9002\u914d\u6210\u672c: \u60f3\u8981\u540c\u65f6\u652f\u6301 DeepSeek&#xff08;MoE\u67b6\u6784&#xff09;\u548c Llama 3&#xff08;Dense\u67b6\u6784&#xff09;&#xff0c;\u5f80\u5f80\u9700\u8981\u7ef4\u62a4\u4e24\u5957\u4e0d\u540c\u7684\u63a8\u7406\u5bb9\u5668\u3002<\/li>\n<hr \/>\n<h3>\u4e8c\u3001 API \u7f51\u5173\u67b6\u6784&#xff1a;\u964d\u672c\u589e\u6548\u7684\u7834\u5c40\u601d\u8def<\/h3>\n<p>\u5bf9\u4e8e\u7edd\u5927\u591a\u6570\u5e94\u7528\u5c42\u5f00\u53d1\u8005&#xff0c;\u76ee\u7684\u662f\u7528\u6a21\u578b\u89e3\u51b3\u4e1a\u52a1\u95ee\u9898&#xff0c;\u800c\u4e0d\u662f\u6210\u4e3a\u6a21\u578b\u8fd0\u7ef4\u4e13\u5bb6\u3002\u8fd1\u5e74\u6765&#xff0c;\u201cAPI Gateway\u201d \u6a21\u5f0f\u9010\u6e10\u6210\u4e3a\u4e3b\u6d41\u2014\u2014\u901a\u8fc7\u4e00\u4e2a\u7edf\u4e00\u7684\u5165\u53e3&#xff0c;\u8def\u7531\u5230\u80cc\u540e\u5e9e\u5927\u7684\u5f02\u6784\u7b97\u529b\u6c60\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201004853-697ea2f5e1f0a.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u4ee5\u76ee\u524d\u5f00\u53d1\u8005\u793e\u533a\u8ba8\u8bba\u8f83\u591a\u7684\u901a\u7528\u7f51\u5173 n1n.ai \u4e3a\u4f8b&#xff0c;\u8fd9\u79cd\u67b6\u6784\u4e3b\u8981\u89e3\u51b3\u4e86\u4e09\u4e2a\u6838\u5fc3\u95ee\u9898&#xff1a;<\/p>\n<h5>1. \u6d88\u9664\u788e\u7247\u5316 (Fragmentation)<\/h5>\n<p>\u73b0\u5728\u7684\u6a21\u578b\u63a5\u53e3\u5343\u5947\u767e\u602a&#xff1a;Anthropic \u662f Header \u9274\u6743&#xff0c;Google \u662f GRPC&#xff0c;OpenAI \u662f Bearer Token\u3002 Gateway \u6a21\u5f0f \u5c06\u6240\u6709\u6a21\u578b&#xff08;Claude 3.5 Sonnet, Gemini 1.5 Pro, GPT-4o, DeepSeek V3&#xff09;\u7edf\u4e00\u5c01\u88c5\u4e3a\u6807\u51c6 OpenAI SDK \u517c\u5bb9\u63a5\u53e3\u3002\u5f00\u53d1\u8005\u53ea\u9700\u8981\u7ef4\u62a4\u4e00\u5957\u4ee3\u7801\u3002<\/p>\n<h5>2. \u5f39\u6027\u4f38\u7f29 (Auto-scaling)<\/h5>\n<p>\u50cf n1n \u8fd9\u7c7b\u670d\u52a1\u5546\u901a\u5e38\u5728\u540e\u7aef\u7ef4\u62a4\u7740\u8de8\u533a\u57df\u7684 Kubernetes \u96c6\u7fa4\u3002\u5f53\u4f60\u5e76\u53d1\u7a81\u7136\u7531 1 \u6da8\u5230 1000 \u65f6&#xff0c;\u7f51\u5173\u4f1a\u81ea\u52a8\u5c06\u8bf7\u6c42\u5206\u53d1\u5230\u7a7a\u95f2\u7684\u8ba1\u7b97\u8282\u70b9&#xff0c;\u800c\u4f60\u4e0d\u9700\u8981\u534a\u591c\u8d77\u6765\u6269\u5bb9\u670d\u52a1\u5668\u3002<\/p>\n<h5>3. \u6210\u672c\u5957\u5229 (Cost Arbitrage)<\/h5>\n<p>\u901a\u8fc7\u540e\u7aef\u5bf9\u4e0d\u540c\u4f9b\u5e94\u5546&#xff08;Azure, AWS, GCP, \u751a\u81f3\u95f2\u5149\u7b97\u529b&#xff09;\u7684\u8c03\u5ea6&#xff0c;\u7f51\u5173\u5f80\u5f80\u80fd\u62ff\u5230\u6bd4\u5b98\u7f51\u66f4\u4f4e\u7684\u4ef7\u683c\u3002\u5bf9\u4e8e Tokens \u6d88\u8017\u91cf\u5927\u7684\u5f00\u53d1\u8005&#xff0c;\u8fd9\u76f4\u63a5\u8f6c\u5316\u4e3a\u7eaf\u5229\u6da6\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001 \u5b9e\u6218&#xff1a;\u4ece vLLM \u8fc1\u79fb\u5230\u6807\u51c6\u5316 API<\/h3>\n<p>\u5982\u679c\u4f60\u7684\u9879\u76ee\u539f\u672c\u662f\u57fa\u4e8e vLLM \u5f00\u53d1\u7684&#xff0c;\u8fc1\u79fb\u5230\u7f51\u5173\u67b6\u6784\u901a\u5e38\u53ea\u9700\u8981\u6539\u52a8 Base URL \u548c API Key\u3002<\/p>\n<p>\u4ee5\u4e0b\u4e0d\u4ec5\u4ec5\u662f\u4ee3\u7801\u6f14\u793a&#xff0c;\u66f4\u662f\u67b6\u6784\u89e3\u8026\u7684\u6700\u4f73\u5b9e\u8df5&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> os<br \/>\n<span class=\"token keyword\">from<\/span> openai <span class=\"token keyword\">import<\/span> OpenAI<\/p>\n<p><span class=\"token comment\"># \u4f20\u7edf\u65b9\u5f0f&#xff1a;\u786c\u7f16\u7801\u6a21\u578b\u914d\u7f6e&#xff0c;\u6269\u5c55\u6027\u5dee<\/span><br \/>\n<span class=\"token comment\"># client &#061; OpenAI(base_url&#061;&#034;http:\/\/192.168.1.100:8000\/v1&#034;, api_key&#061;&#034;EMPTY&#034;)<\/span><\/p>\n<p><span class=\"token comment\"># \u63a8\u8350\u65b9\u5f0f&#xff1a;\u4f7f\u7528\u805a\u5408\u7f51\u5173<\/span><br \/>\nclient <span class=\"token operator\">&#061;<\/span> OpenAI<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token comment\"># \u586b\u5165 n1n \u6216\u5176\u4ed6\u7f51\u5173\u63d0\u4f9b\u7684\u7edf\u4e00\u5bc6\u94a5<\/span><br \/>\n    api_key<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;sk-xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token comment\"># \u4f7f\u7528\u6807\u51c6\u5316\u7684\u805a\u5408\u7aef\u70b9<\/span><br \/>\n    base_url<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;https:\/\/api.n1n.ai\/v1&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">smart_answer<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u52a8\u6001\u9009\u62e9\u6a21\u578b&#xff1a;\u6839\u636e\u4efb\u52a1\u96be\u6613\u5ea6\u5207\u6362<\/span><br \/>\n    <span class=\"token comment\"># \u7b80\u5355\u4efb\u52a1\u7528 mini \u6a21\u578b&#xff0c;\u590d\u6742\u4efb\u52a1\u7528 pro\/ultra \u6a21\u578b<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">1000<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        model <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;claude-3-5-sonnet-20240620&#034;<\/span> <span class=\"token comment\"># \u64c5\u957f\u957f\u6587\u672c\u5206\u6790<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        model <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;gpt-4o-mini&#034;<\/span> <span class=\"token comment\"># \u54cd\u5e94\u5feb&#xff0c;\u6210\u672c\u4f4e<\/span><\/p>\n<p>    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        response <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n            model<span class=\"token operator\">&#061;<\/span>model<span class=\"token punctuation\">,<\/span><br \/>\n            messages<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> question<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            temperature<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.7<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>choices<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>message<span class=\"token punctuation\">.<\/span>content<br \/>\n    <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u7f51\u5173\u901a\u5e38\u6709\u81ea\u52a8\u91cd\u8bd5\u673a\u5236&#xff0c;\u8fd9\u91cc\u53ea\u505a\u515c\u5e95<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Inference failed: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>e<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span><\/p>\n<p><span class=\"token comment\"># \u6d4b\u8bd5\u8c03\u7528<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>smart_answer<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5982\u4f55\u8bc4\u4ef7 DeepSeek V3 \u7684 MoE \u67b6\u6784&#xff1f;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>&#x1f4a1; \u5f00\u53d1\u8005\u798f\u5229<\/h4>\n<p>\u5bf9\u4e8e\u6b63\u5728\u505a\u6280\u672f\u9009\u578b\u7684\u540c\u884c&#xff0c;\u5efa\u8bae\u5148\u901a\u8fc7 API \u4f4e\u6210\u672c\u9a8c\u8bc1\u4e1a\u52a1\u95ed\u73af&#xff0c;\u518d\u8003\u8651\u662f\u5426\u9700\u8981\u91cd\u8d44\u4ea7\u81ea\u5efa\u3002 \u76ee\u524d n1n.ai \u5f00\u653e\u4e86 \u5f00\u53d1\u8005\u4f53\u9a8c\u901a\u9053&#xff0c;\u6ce8\u518c\u540e\u53ef\u76f4\u63a5\u8c03\u6d4b\u5168\u7cfb\u4e3b\u6d41\u5927\u6a21\u578b\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001 \u603b\u7ed3<\/h3>\n<ul>\n<li>Build (\u81ea\u5efa)&#xff1a;\u9002\u5408\u6709\u6570\u636e\u9690\u79c1\u7edd\u5bf9\u7ea2\u7ebf\u3001\u9700\u8981\u6781\u5ea6\u5b9a\u5236\u5316\u5fae\u8c03&#xff08;\u5982\u4fee\u6539 Attention \u7b97\u5b50&#xff09;\u7684\u79d1\u7814\u673a\u6784\u6216\u6838\u5fc3\u91d1\u878d\u4e1a\u52a1\u3002<\/li>\n<li>Buy (API)&#xff1a;\u9002\u5408 95% \u7684\u5e94\u7528\u5f00\u53d1\u56e2\u961f&#xff0c;Time-to-Market&#xff08;\u4e0a\u5e02\u65f6\u95f4&#xff09;\u662f\u751f\u547d\u7ebf\u3002<\/li>\n<\/ul>\n<p>\u6280\u672f\u67b6\u6784\u6ca1\u6709\u94f6\u5f39&#xff0c;\u53ea\u6709\u53d6\u820d\u3002\u4f46\u5728 AI \u57fa\u7840\u8bbe\u65bd\u65e5\u76ca\u5b8c\u5584\u7684\u4eca\u5929&#xff0c;\u5c3d\u53ef\u80fd\u5c06\u975e\u6838\u5fc3\u4e1a\u52a1\u5916\u5305\u7ed9\u4e13\u4e1a\u7684\u57fa\u7840\u8bbe\u65bd\u670d\u52a1\u5546&#xff0c;\u6216\u8bb8\u662f\u66f4\u806a\u660e\u7684\u5de5\u7a0b\u51b3\u7b56\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00&#xff1a;2025\u5e74\u662f\u5927\u6a21\u578b\u201c\u767e\u6a21\u5927\u6218\u201d\u8f6c\u5165\u201c\u63a8\u7406\u843d\u5730\u201d\u7684\u5173\u952e\u4e00\u5e74\u3002DeepSeek V3\u3001Llama 3 70B \u7b49\u5f00\u6e90\u6743\u91cd\u7684\u53d1\u5e03&#xff0c;\u8ba9\u5f00\u53d1\u8005\u6709\u4e86\u66f4\u591a\u9009\u62e9\u3002\u4f46\u5f53\u771f\u6b63\u8bd5\u56fe\u5c06\u8fd9\u4e9b\u6a21\u578b\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u65f6&#xff0c;\u6211\u4eec\u4e0d\u4ec5\u8981\u9762\u5bf9\u590d\u6742\u7684 CUDA \u4f9d\u8d56&#xff0c;\u8fd8\u8981\u5904\u7406\u663e\u5b58\u788e\u7247\u3001KV Cache \u4f18\u5316\u4ee5\u53ca\u9ad8\u6602\u7684\u786c\u4ef6\u6210\u672c\u3002\u672c\u6587\u5c06\u4ece\u67b6\u6784\u5e08\u89c6\u89d2&#xff0c;\u6df1\u5ea6\u62c6\u89e3\u76ee\u524d\u4e3b\u6d41\u7684\u4e24\u79cd\u63a8\u7406\u65b9\u6848&#xff1a;\u81ea\u5efa\u9ad8\u6027\u80fd\u63a8\u7406\u96c6\u7fa4 \u4e0e \u4f7f\u7528 API \u805a\u5408\u7f51\u5173\u3002 \u4e00\u3001<\/p>\n","protected":false},"author":2,"featured_media":69955,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1418,347,2681],"topic":[],"class_list":["post-69956","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-gateway","tag-llama","tag-vllm"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>LLM API Gateway: DeepSeek V3 &amp; Llama 3 API \u63a8\u7406\u907f\u5751\u6307\u5357\uff1a\u81ea\u5efa vLLM \u96c6\u7fa4 vs AI API Gateway \u67b6\u6784\u6df1\u5ea6\u5bf9\u6bd4 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/69956.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LLM API Gateway: DeepSeek V3 &amp; Llama 3 API \u63a8\u7406\u907f\u5751\u6307\u5357\uff1a\u81ea\u5efa vLLM \u96c6\u7fa4 vs AI API Gateway \u67b6\u6784\u6df1\u5ea6\u5bf9\u6bd4 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u524d\u8a00&#xff1a;2025\u5e74\u662f\u5927\u6a21\u578b\u201c\u767e\u6a21\u5927\u6218\u201d\u8f6c\u5165\u201c\u63a8\u7406\u843d\u5730\u201d\u7684\u5173\u952e\u4e00\u5e74\u3002DeepSeek V3\u3001Llama 3 70B \u7b49\u5f00\u6e90\u6743\u91cd\u7684\u53d1\u5e03&#xff0c;\u8ba9\u5f00\u53d1\u8005\u6709\u4e86\u66f4\u591a\u9009\u62e9\u3002\u4f46\u5f53\u771f\u6b63\u8bd5\u56fe\u5c06\u8fd9\u4e9b\u6a21\u578b\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u65f6&#xff0c;\u6211\u4eec\u4e0d\u4ec5\u8981\u9762\u5bf9\u590d\u6742\u7684 CUDA \u4f9d\u8d56&#xff0c;\u8fd8\u8981\u5904\u7406\u663e\u5b58\u788e\u7247\u3001KV Cache \u4f18\u5316\u4ee5\u53ca\u9ad8\u6602\u7684\u786c\u4ef6\u6210\u672c\u3002\u672c\u6587\u5c06\u4ece\u67b6\u6784\u5e08\u89c6\u89d2&#xff0c;\u6df1\u5ea6\u62c6\u89e3\u76ee\u524d\u4e3b\u6d41\u7684\u4e24\u79cd\u63a8\u7406\u65b9\u6848&#xff1a;\u81ea\u5efa\u9ad8\u6027\u80fd\u63a8\u7406\u96c6\u7fa4 \u4e0e \u4f7f\u7528 API \u805a\u5408\u7f51\u5173\u3002 \u4e00\u3001\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/69956.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-01T00:48:57+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201004853-697ea2f5e1f0a.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/69956.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/69956.html\",\"name\":\"LLM API Gateway: DeepSeek V3 &amp; Llama 3 API \u63a8\u7406\u907f\u5751\u6307\u5357\uff1a\u81ea\u5efa vLLM \u96c6\u7fa4 vs AI API Gateway \u67b6\u6784\u6df1\u5ea6\u5bf9\u6bd4 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-02-01T00:48:57+00:00\",\"dateModified\":\"2026-02-01T00:48:57+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/69956.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/69956.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/69956.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"LLM API Gateway: DeepSeek V3 &amp; Llama 3 API \u63a8\u7406\u907f\u5751\u6307\u5357\uff1a\u81ea\u5efa vLLM \u96c6\u7fa4 vs AI API Gateway \u67b6\u6784\u6df1\u5ea6\u5bf9\u6bd4\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"LLM API Gateway: DeepSeek V3 &amp; Llama 3 API \u63a8\u7406\u907f\u5751\u6307\u5357\uff1a\u81ea\u5efa vLLM \u96c6\u7fa4 vs AI API Gateway \u67b6\u6784\u6df1\u5ea6\u5bf9\u6bd4 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/69956.html","og_locale":"zh_CN","og_type":"article","og_title":"LLM API Gateway: DeepSeek V3 &amp; Llama 3 API \u63a8\u7406\u907f\u5751\u6307\u5357\uff1a\u81ea\u5efa vLLM \u96c6\u7fa4 vs AI API Gateway \u67b6\u6784\u6df1\u5ea6\u5bf9\u6bd4 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u524d\u8a00&#xff1a;2025\u5e74\u662f\u5927\u6a21\u578b\u201c\u767e\u6a21\u5927\u6218\u201d\u8f6c\u5165\u201c\u63a8\u7406\u843d\u5730\u201d\u7684\u5173\u952e\u4e00\u5e74\u3002DeepSeek V3\u3001Llama 3 70B \u7b49\u5f00\u6e90\u6743\u91cd\u7684\u53d1\u5e03&#xff0c;\u8ba9\u5f00\u53d1\u8005\u6709\u4e86\u66f4\u591a\u9009\u62e9\u3002\u4f46\u5f53\u771f\u6b63\u8bd5\u56fe\u5c06\u8fd9\u4e9b\u6a21\u578b\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u65f6&#xff0c;\u6211\u4eec\u4e0d\u4ec5\u8981\u9762\u5bf9\u590d\u6742\u7684 CUDA \u4f9d\u8d56&#xff0c;\u8fd8\u8981\u5904\u7406\u663e\u5b58\u788e\u7247\u3001KV Cache \u4f18\u5316\u4ee5\u53ca\u9ad8\u6602\u7684\u786c\u4ef6\u6210\u672c\u3002\u672c\u6587\u5c06\u4ece\u67b6\u6784\u5e08\u89c6\u89d2&#xff0c;\u6df1\u5ea6\u62c6\u89e3\u76ee\u524d\u4e3b\u6d41\u7684\u4e24\u79cd\u63a8\u7406\u65b9\u6848&#xff1a;\u81ea\u5efa\u9ad8\u6027\u80fd\u63a8\u7406\u96c6\u7fa4 \u4e0e \u4f7f\u7528 API \u805a\u5408\u7f51\u5173\u3002 \u4e00\u3001","og_url":"https:\/\/www.wsisp.com\/helps\/69956.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-02-01T00:48:57+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260201004853-697ea2f5e1f0a.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"2 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/69956.html","url":"https:\/\/www.wsisp.com\/helps\/69956.html","name":"LLM API Gateway: DeepSeek V3 &amp; Llama 3 API \u63a8\u7406\u907f\u5751\u6307\u5357\uff1a\u81ea\u5efa vLLM \u96c6\u7fa4 vs AI API Gateway \u67b6\u6784\u6df1\u5ea6\u5bf9\u6bd4 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-02-01T00:48:57+00:00","dateModified":"2026-02-01T00:48:57+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/69956.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/69956.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/69956.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"LLM API Gateway: DeepSeek V3 &amp; Llama 3 API \u63a8\u7406\u907f\u5751\u6307\u5357\uff1a\u81ea\u5efa vLLM \u96c6\u7fa4 vs AI API Gateway \u67b6\u6784\u6df1\u5ea6\u5bf9\u6bd4"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/69956","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=69956"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/69956\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/69955"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=69956"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=69956"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=69956"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=69956"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}