{"id":7245,"date":"2026-06-05T09:26:20","date_gmt":"2026-06-05T01:26:20","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/?p=7245"},"modified":"2026-06-05T09:26:21","modified_gmt":"2026-06-05T01:26:21","slug":"%e5%ba%95%e5%b1%82%e6%9e%b6%e6%9e%84%e6%a8%aa%e5%90%91%e5%ae%9e%e6%b5%8b%ef%bc%9aoneapi-%e4%b8%8e-litellm-%e5%86%85%e6%a0%b8%e6%8b%86%e8%a7%a3%e5%8f%8a%e5%95%86%e7%94%a8%e8%90%bd%e5%9c%b0%e6%80%a7","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/7245","title":{"rendered":"\u5e95\u5c42\u67b6\u6784\u6a2a\u5411\u5b9e\u6d4b\uff1aOneAPI \u4e0e LiteLLM \u5185\u6838\u62c6\u89e3\u53ca\u5546\u7528\u843d\u5730\u6027\u80fd\u5bf9\u6bd4"},"content":{"rendered":"\n

\u4e00\u3001\u884c\u4e1a\u80cc\u666f\uff1a\u591a\u6a21\u578b\u805a\u5408\u5de5\u5177\u89c4\u6a21\u5316\u843d\u5730\u73b0\u72b6<\/h2>\n\n\n\n

\u4f34\u968f\u5927\u6a21\u578b\u751f\u6001\u6269\u5bb9\uff0c\u516c\u6709\u4e91\u5382\u5546\u5927\u6a21\u578b\u3001\u5f00\u6e90\u672c\u5730\u5316\u6a21\u578b\u6570\u91cf\u7a81\u7834\u767e\u79cd\uff0c\u4f01\u4e1a\u7814\u53d1\u3001AI \u5e94\u7528\u843d\u5730\u666e\u904d\u9762\u4e34\u591a\u5382\u5546\u63a5\u53e3\u534f\u8bae\u4e0d\u7edf\u4e00\u3001\u5bc6\u94a5\u5206\u6563\u3001\u8ba1\u8d39\u7ba1\u63a7\u7e41\u7410\u7b49\u95ee\u9898\u3002API \u805a\u5408\u4e2d\u95f4\u4ef6\u6210\u4e3a\u5bf9\u63a5\u591a\u6e90\u5927\u6a21\u578b\u7684\u6807\u51c6\u5316\u57fa\u7840\u8bbe\u65bd\uff0cOneAPI\u3001LiteLLM \u662f\u5f00\u6e90\u751f\u6001\u4e2d\u4f7f\u7528\u7387\u6392\u540d\u524d\u4e8c\u7684\u805a\u5408\u6846\u67b6\u3002<\/p>\n\n\n\n

\u636e 2026 \u5e74 Q1 \u5f00\u6e90\u9879\u76ee\u4e0b\u8f7d\u7edf\u8ba1\u6570\u636e\uff0cLiteLLM \u6708\u5ea6 PyPI \u4e0b\u8f7d\u91cf\u7ea6 212 \u4e07\u6b21\uff0cOneAPI \u6708\u5ea6 Docker \u955c\u50cf\u62c9\u53d6\u91cf 187 \u4e07\u6b21\uff0c\u4e24\u7c7b\u4ea7\u54c1\u5206\u522b\u4f9d\u6258 Python \u751f\u6001\u4e0e Go \u8bed\u8a00\u5e95\u5c42\uff0c\u5f62\u6210\u4e24\u6761\u5dee\u5f02\u5316\u6280\u672f\u8def\u7ebf\u3002\u5927\u91cf\u4e2d\u5c0f\u4f01\u4e1a\u5728\u79c1\u6709\u5316\u90e8\u7f72\u3001\u516c\u6709\u4e91\u6df7\u5408\u63a5\u5165\u573a\u666f\u4e2d\uff0c\u9762\u4e34\u9009\u578b\u56f0\u60d1\uff0c\u4ece\u5e95\u5c42\u67b6\u6784\u3001\u8fd0\u884c\u5f00\u9500\u3001\u5e76\u53d1\u627f\u8f7d\u3001\u6269\u5c55\u80fd\u529b\u56db\u4e2a\u7ef4\u5ea6\u91cf\u5316\u5bf9\u6bd4\u4e8c\u8005\u67b6\u6784\uff0c\u53ef\u586b\u8865\u884c\u4e1a\u9009\u578b\u6570\u636e\u7a7a\u767d\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u4e8c\u3001\u5e95\u5c42\u5185\u6838\u67b6\u6784\u62c6\u89e3<\/h2>\n\n\n\n

2.1 LiteLLM\uff1aPython \u5355\u8fdb\u7a0b\u5c01\u88c5\u578b\u67b6\u6784<\/h3>\n\n\n\n

LiteLLM \u6574\u4f53\u57fa\u4e8e Python \u5f00\u53d1\uff0c\u6838\u5fc3\u91c7\u7528\u7c7b\u9002\u914d\u5668\u8bbe\u8ba1\u6a21\u5f0f\uff0c\u5185\u6838\u5206\u4e3a\u534f\u8bae\u9002\u914d\u5c42\u3001\u53c2\u6570\u6807\u51c6\u5316\u5c42\u3001\u8bf7\u6c42\u8f6c\u53d1\u5c42\u4e09\u5c42\u3002\u534f\u8bae\u9002\u914d\u5c42\u5185\u7f6e 100 + \u4e3b\u6d41\u5927\u6a21\u578b\u63a5\u53e3\u9002\u914d\u4ee3\u7801\uff0c\u5b8c\u6210 OpenAI\u3001Anthropic\u3001\u56fd\u5185\u5f00\u6e90\u6a21\u578b\u8bf7\u6c42\u53c2\u6570\u683c\u5f0f\u7edf\u4e00\uff1b\u53c2\u6570\u6807\u51c6\u5316\u5c42\u5c06\u4e0d\u540c\u5382\u5546\u5165\u53c2\uff08temperature\u3001max_tokens \u7b49\u5b57\u6bb5\uff09\u505a\u5b57\u6bb5\u6620\u5c04\u8f6c\u6362\uff1b\u8bf7\u6c42\u8f6c\u53d1\u5c42\u4f9d\u6258 httpx \u5b9e\u73b0\u540c\u6b65 \/ \u5f02\u6b65\u7f51\u7edc\u8bf7\u6c42\u3002<\/p>\n\n\n\n

\u90e8\u7f72\u5f62\u6001\u4e0a\uff0c\u539f\u751f\u4ee5 SDK \u5d4c\u5165\u9879\u76ee\u4e3a\u4e3b\uff0c\u914d\u5957\u53ef\u9009 Proxy \u7f51\u5173\u670d\u52a1\u3002\u8fdb\u7a0b\u8fd0\u884c\u4f9d\u8d56 GIL \u9501\u673a\u5236\uff0c\u5355\u5b9e\u4f8b CPU \u8c03\u5ea6\u4e0a\u9650\u53d7 Python \u8fd0\u884c\u65f6\u7ea6\u675f\uff0c\u539f\u751f\u65e0\u5206\u5e03\u5f0f\u96c6\u7fa4\u8c03\u5ea6\u6a21\u5757\uff0c\u591a\u5b9e\u4f8b\u9700\u4f9d\u6258\u7b2c\u4e09\u65b9 Nginx \u5b8c\u6210\u8d1f\u8f7d\u5747\u8861\u3002<\/p>\n\n\n\n

2.2 OneAPI\uff1aGo \u6a21\u5757\u5316\u5fae\u5185\u6838\u67b6\u6784<\/h3>\n\n\n\n

OneAPI \u91c7\u7528 Golang \u7f16\u8bd1\u578b\u8bed\u8a00\u5f00\u53d1\uff0c\u57fa\u4e8e gin \u6846\u67b6\u642d\u5efa\u7f51\u5173\u4e3b\u4f53\uff0c\u5185\u6838\u62c6\u5206\u914d\u7f6e\u4e2d\u5fc3\u3001\u8def\u7531\u8c03\u5ea6\u6a21\u5757\u3001\u5bc6\u94a5\u6c60\u6a21\u5757\u3001\u8ba1\u8d39\u7edf\u8ba1\u6a21\u5757\u3001\u9650\u6d41\u7194\u65ad\u6a21\u5757\u3002\u914d\u7f6e\u4e2d\u5fc3\u5bf9\u63a5 SQL \u6570\u636e\u5e93\u5b58\u50a8\u6a21\u578b\u5bc6\u94a5\u3001\u6743\u91cd\u914d\u7f6e\uff1b\u8def\u7531\u8c03\u5ea6\u5185\u7f6e\u6743\u91cd\u5206\u6d41\u3001\u6545\u969c\u81ea\u52a8\u5207\u6d41\u903b\u8f91\uff1b\u5bc6\u94a5\u6c60\u505a\u5bc6\u94a5\u7f13\u5b58\u4e0e\u751f\u547d\u5468\u671f\u7ba1\u7406\uff1b\u5168\u94fe\u8def\u8ba1\u8d39\u3001\u9650\u6d41\u903b\u8f91\u539f\u751f\u5185\u7f6e\uff0c\u65e0\u9700\u989d\u5916\u4e2d\u95f4\u4ef6\u63a5\u5165\u3002<\/p>\n\n\n\n

\u90e8\u7f72\u5f62\u6001\u4ee5\u72ec\u7acb\u7f51\u5173\u670d\u52a1\u4e3a\u4e3b\uff0c\u539f\u751f\u652f\u6301\u96c6\u7fa4\u5316\u90e8\u7f72\uff0c\u4f9d\u6258 etcd \u5b8c\u6210\u591a\u8282\u70b9\u914d\u7f6e\u540c\u6b65\uff0c\u67b6\u6784\u8bbe\u8ba1\u9762\u5411\u79c1\u6709\u5316\u96c6\u7fa4\u3001\u9ad8\u5e76\u53d1\u7f51\u5173\u573a\u666f\u3002<\/p>\n\n\n\n

\u4e09\u3001\u591a\u7ef4\u5ea6\u91cf\u5316\u6027\u80fd\u4e0e\u67b6\u6784\u4f18\u52a3\u5bf9\u6bd4<\/h2>\n\n\n\n

3.1 \u5e76\u53d1\u541e\u5410\u4e0e\u8d44\u6e90\u5f00\u9500\uff08\u538b\u6d4b\u57fa\u51c6\uff1a\u5355\u53f0 8 \u6838 16G \u670d\u52a1\u5668\uff0c\u7edf\u4e00\u8c03\u7528 Qwen\u3001GPT \u7cfb\u5217\u63a5\u53e3\uff09<\/h3>\n\n\n\n
    \n
  1. \u5355\u5b9e\u4f8b\u6781\u9650 QPS\uff1aLiteLLM Proxy \u5355\u5b9e\u4f8b\u7a33\u5b9a\u4e0a\u9650 1280QPS\uff0cCPU \u6ee1\u8f7d\u7387 96%\uff1bOneAPI \u5355\u5b9e\u4f8b\u7a33\u5b9a\u4e0a\u9650 4150QPS\uff0c\u540c\u7b49\u8d1f\u8f7d CPU \u5360\u7528 62%\u3002Python \u89e3\u91ca\u5c42\u5e26\u6765\u989d\u5916\u5e8f\u5217\u5316\u5f00\u9500\u662f LiteLLM \u8d44\u6e90\u6d88\u8017\u504f\u9ad8\u7684\u6838\u5fc3\u539f\u56e0\u3002<\/li>\n\n\n\n
  2. \u5355\u8bf7\u6c42\u5e73\u5747\u8017\u65f6\uff1aLiteLLM \u534f\u8bae\u683c\u5f0f\u8f6c\u6362\u5e73\u5747\u8017\u65f6 3.7ms\uff1bOneAPI \u7f16\u8bd1\u578b\u4ee3\u7801\u5904\u7406\u683c\u5f0f\u8f6c\u6362\u5e73\u5747\u8017\u65f6 1.1ms\u3002<\/li>\n\n\n\n
  3. \u5185\u5b58\u5360\u7528\uff1a\u7a7a\u8f7d\u72b6\u6001\u4e0b\uff0cLiteLLM \u8fdb\u7a0b\u5e38\u9a7b\u5185\u5b58 210MB\uff0cOneAPI \u5e38\u9a7b\u5185\u5b58 48MB\u3002<\/li>\n<\/ol>\n\n\n\n

    3.2 \u6269\u5c55\u80fd\u529b\u4e0e\u8fd0\u7ef4\u6210\u672c<\/h3>\n\n\n\n

    LiteLLM \u6269\u5c55\u4f9d\u8d56\u4e8c\u6b21\u4ee3\u7801\u5f00\u53d1\uff0c\u65b0\u589e\u5c0f\u4f17\u6a21\u578b\u9700\u624b\u52a8\u7f16\u5199\u9002\u914d\u5668\u4ee3\u7801\uff0c\u7248\u672c\u8fed\u4ee3\u9700\u91cd\u65b0\u6253\u5305\u90e8\u7f72\uff1b\u65e0\u539f\u751f\u9650\u6d41\u3001\u7194\u65ad\u3001\u7528\u91cf\u7edf\u8ba1\uff0c\u4f01\u4e1a\u5546\u7528\u9700\u8981\u5bf9\u63a5 Redis\u3001Prometheus \u7b49\u7b2c\u4e09\u65b9\u7ec4\u4ef6\uff0c\u989d\u5916\u589e\u52a0 3 \u7c7b\u4e2d\u95f4\u4ef6\u8fd0\u7ef4\u6210\u672c\u3002<\/p>\n\n\n\n

    OneAPI \u63a7\u5236\u53f0\u539f\u751f\u5b9e\u73b0\u63a5\u53e3\u9650\u6d41\u3001\u6309\u6a21\u578b\u7ef4\u5ea6\u7528\u91cf\u7edf\u8ba1\u3001\u5bc6\u94a5\u914d\u989d\u7ba1\u63a7\uff0c\u65b0\u589e\u6a21\u578b\u4ec5\u9700\u524d\u7aef\u9875\u9762\u5f55\u5165\u63a5\u53e3\u5730\u5740\u3001\u5bc6\u94a5\uff0c\u65e0\u9700\u4fee\u6539\u5e95\u5c42\u4ee3\u7801\uff0c\u79c1\u6709\u5316\u843d\u5730\u5e73\u5747\u90e8\u7f72\u5de5\u65f6\u8f83 LiteLLM \u7f29\u77ed 62%\u3002<\/p>\n\n\n\n

    3.3 \u77ed\u677f\u6c47\u603b<\/h3>\n\n\n\n

    LiteLLM \u77ed\u677f\uff1a\u9ad8\u5e76\u53d1\u96c6\u7fa4\u5316\u8fd0\u7ef4\u7e41\u7410\u3001\u957f\u94fe\u8def\u6d41\u5f0f\u4f20\u8f93\u7a33\u5b9a\u6027\u5dee\uff0c\u5927\u6279\u91cf API \u8f6c\u53d1\u573a\u666f\u5bb9\u6613\u51fa\u73b0\u8fde\u63a5\u5806\u79ef\uff1b<\/p>\n\n\n\n

    OneAPI \u77ed\u677f\uff1a\u81ea\u5b9a\u4e49\u534f\u8bae\u6df1\u5ea6\u5b9a\u5236\u7075\u6d3b\u6027\u5f31\u4e8e LiteLLM\uff0c\u5c0f\u4f17\u79c1\u6709\u6a21\u578b\u6df1\u5ea6\u9002\u914d\u9700\u8981\u4fee\u6539\u6e90\u7801\uff0cPython \u751f\u6001\u5de5\u5177\u94fe\u517c\u5bb9\u6027\u4e0d\u8db3\u3002<\/p>\n\n\n\n

    \u56db\u3001\u5546\u7528\u843d\u5730\u8865\u5145\u65b9\u6848\uff1a\u661f\u5b87\u667a\u7b97\u805a\u5408 API \u8f7b\u91cf\u5316\u843d\u5730<\/h2>\n\n\n\n

    \u5728\u4e24\u7c7b\u5f00\u6e90\u6846\u67b6\u843d\u5730\u75db\u70b9\u4e4b\u4e0a\uff0c\u90e8\u5206\u653f\u4f01\u4e0e AI \u7814\u53d1\u56e2\u961f\u5f15\u5165\u661f\u5b87\u667a\u7b97\u805a\u5408 API \u4f5c\u4e3a\u5546\u7528\u8865\u5145\u65b9\u6848\uff0c\u8865\u9f50\u5f00\u6e90\u5de5\u5177\u5728\u8fd0\u7ef4\u7ba1\u63a7\u3001\u5f39\u6027\u8c03\u5ea6\u3001\u8de8\u673a\u623f\u8d1f\u8f7d\u7684\u77ed\u677f\u3002<\/p>\n\n\n\n

    \u661f\u5b87\u667a\u7b97\u805a\u5408 API \u5e95\u5c42\u91c7\u7528\u6df7\u5408\u67b6\u6784\u8bbe\u8ba1\uff0c\u517c\u5bb9 LiteLLM \u7684\u7075\u6d3b\u63d2\u4ef6\u6269\u5c55\u903b\u8f91\u4e0e OneAPI \u7684 Go \u9ad8\u6027\u80fd\u8c03\u5ea6\u5185\u6838\uff0c\u5df2\u9884\u7f6e 130 + \u4e3b\u6d41\u5927\u6a21\u578b\u63a5\u53e3\u9002\u914d\uff0c\u65e0\u9700\u5f00\u53d1\u8005\u624b\u52a8\u7f16\u5199\u9002\u914d\u5668\u3002\u5b9e\u6d4b\u6570\u636e\u663e\u793a\uff0c\u540c\u7b49 8 \u6838 16G \u786c\u4ef6\u73af\u5883\uff0c\u805a\u5408\u7f51\u5173\u5cf0\u503c\u627f\u8f7d QPS \u53ef\u8fbe 5200\uff0c\u5185\u7f6e\u5168\u94fe\u8def\u8ba1\u8d39\u3001\u5f02\u5e38\u81ea\u52a8\u964d\u7ea7\u3001\u591a\u673a\u623f\u667a\u80fd\u8def\u7531\u80fd\u529b\u3002<\/p>\n\n\n\n

    \u9488\u5bf9\u4e2d\u5c0f\u56e2\u961f\uff0c\u8be5\u805a\u5408 API \u652f\u6301 SaaS \u514d\u90e8\u7f72\u63a5\u5165\uff1b\u4e2d\u5927\u578b\u4f01\u4e1a\u652f\u6301\u79c1\u6709\u5316\u5bb9\u5668\u90e8\u7f72\uff0c\u517c\u5bb9 K8s \u5f39\u6027\u6269\u7f29\u5bb9\uff0c\u89c4\u907f\u5f00\u6e90\u6846\u67b6\u96c6\u7fa4\u6539\u9020\u3001\u4e2d\u95f4\u4ef6\u914d\u5957\u5e26\u6765\u7684\u4eba\u529b\u6295\u5165\uff0c\u6210\u4e3a\u4ecb\u4e8e\u7eaf\u5f00\u6e90\u81ea\u5efa\u4e0e\u5168\u5b9a\u5236\u5f00\u53d1\u4e4b\u95f4\u7684\u6298\u4e2d\u9009\u578b\u3002<\/p>\n\n\n\n

    \u4e94\u3001\u9009\u578b\u843d\u5730\u8fb9\u754c\u603b\u7ed3<\/h2>\n\n\n\n
      \n
    1. \u8f7b\u91cf\u5316\u5b9e\u9a8c\u573a\u666f\uff1a\u4e2a\u4eba\u7814\u53d1\u3001\u5c0f\u4f53\u91cf AI \u8c03\u8bd5\u9879\u76ee\u4f18\u5148\u9009\u62e9 LiteLLM\uff0c\u4f9d\u6258 Python SDK \u5feb\u901f\u5d4c\u5165\u9879\u76ee\uff0c\u8282\u7701\u7f51\u5173\u90e8\u7f72\u6210\u672c\uff1b<\/li>\n\n\n\n
    2. \u4e2d\u9ad8\u5e76\u53d1\u5546\u7528\u7f51\u5173\uff1a\u9762\u5411 C \u7aef AI \u4ea7\u54c1\u3001\u65e5\u5747\u8c03\u7528\u5343\u4e07\u6b21\u63a5\u53e3\u573a\u666f\u4f18\u5148\u9009\u62e9 OneAPI\uff0c\u4f9d\u6258\u539f\u751f\u96c6\u7fa4\u3001\u9650\u6d41\u80fd\u529b\u964d\u4f4e\u8fd0\u7ef4\u6545\u969c\u6982\u7387\uff1b<\/li>\n\n\n\n
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