{"id":100261,"date":"2026-09-04T10:09:12","date_gmt":"2026-09-04T02:09:12","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/100261.html"},"modified":"2026-09-04T10:09:12","modified_gmt":"2026-09-04T02:09:12","slug":"%e5%91%8a%e5%88%abcopilot%ef%bc%9fcodex%e6%9c%ac%e5%9c%b0%e5%8c%96%e9%83%a8%e7%bd%b2%e6%8c%87%e5%8d%97%ef%bc%8c%e5%9f%ba%e4%ba%8e%e5%bc%80%e6%ba%90%e6%a8%a1%e5%9e%8b%e5%ae%9e%e7%8e%b0codex%e8%83%bd","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/100261.html","title":{"rendered":"\u544a\u522bCopilot\uff1fCodex\u672c\u5730\u5316\u90e8\u7f72\u6307\u5357\uff0c\u57fa\u4e8e\u5f00\u6e90\u6a21\u578b\u5b9e\u73b0Codex\u80fd\u529b\u672c\u571f\u5316\uff0c\u8be6\u89e3\u8f7b\u91cf\u7ea7\u90e8\u7f72\u4e0eAPI\u96c6\u6210\u65b9\u6848"},"content":{"rendered":"

\u76ee\u5f55<\/p>\n

\u4e00\u3001\u6a21\u578b\u9009\u578b：\u4e0d\u8981\u5c1d\u8bd5\u7528GPT-4o\u8fd0\u884c\u672c\u5730<\/p>\n

\u4e8c\u3001 \u90e8\u7f72：Ollama (\u6700\u7b80\u65b9\u6848)<\/p>\n

\u4e09\u3001IDE\u63a5\u5165：\u6784\u5efa\u4f60\u7684\u201c\u672c\u5730\u526f\u9a7e\u9a76\u201d<\/p>\n

\u65b9\u6848A：\u7ee7\u7eed（\u6700\u63a8\u8350）<\/p>\n

\u56db\u3001\u6027\u80fd\u4f18\u5316：\u5982\u4f55\u5b9e\u73b0\u201c\u5feb\u5230\u79d2\u7ea7\u201d？<\/p>\n

\u4e94\u3001\u8fdb\u9636：\u5982\u4f55\u96c6\u6210\u5230\u4f60\u7684\u8fd0\u7ef4\/\u7814\u53d1\u6a21\u62df？<\/p>\n

\u516d\u3001\u5bfc\u7ba1\u5316\u4f7f\u7528\u7684\u201c\u7834\u5c40\u201d\u603b\u7ed3<\/p>\n

\n

\"\"<\/p>\n

\u5982\u679c\u60a8\u559c\u6b22\u6b64\u6587\u7ae0，\u8bf7\u6536\u85cf\u3001\u70b9\u8d5e\u3001\u8bc4\u8bba，\u8c22\u8c22，\u795d\u60a8\u5feb\u4e50\u6bcf\u4e00\u5929\u3002<\/span><\/p>\n

\u60f3\u8981\u5b9e\u73b0 Codex \u7684\u5f00\u6e90\u6a21\u578b（Code LLM），\u544a\u522b GitHub Copilot \u7684\u201c\u9ed1\u76d2\u201d\u4e0e\u6570\u636e\u9690\u79c1\u62c5\u5fe7，\u6838\u5fc3\u8def\u5f84\u9009\u62e9\u9002\u5408 Spark \u4ee3\u7801\u8865\u5168\u7684\u5f00\u6e90\u6a21\u578b（Code LLM），\u5e76\u5c06\u5176\u901a\u8fc7Ollama\u6216vLLM\u8fd0\u884c\u8d77\u6765\u3002<\/span><\/span><\/p>\n

\u4ee5\u4e0b\u662f\u5b9e\u73b0\u79c1\u4eba\u672c\u5730\u5316\u201c\u7f16\u7a0b\u52a9\u624b\u201d\u7684\u5b9e\u6218\u65b9\u6848\u3002<\/span><\/span><\/p>\n

\n

\u4e00\u3001\u6a21\u578b\u9009\u578b：\u4e0d\u8981\u5c1d\u8bd5\u7528GPT-4o\u8fd0\u884c\u672c\u5730<\/span><\/span><\/h4>\n

\u5c40\u90e8\u6a21\u578b\u7684\u6838\u5fc3\u662f\u201c\u5feb\u201d\u548c\u201c\u51c6\u201d\u3002\u9488\u5bf9\u4ee3\u7801\u573a\u666f，\u63a8\u8350\u4ee5\u4e0b\u4e09\u4e2a\u68af\u961f：<\/span><\/span><\/p>\n

  • \u6781\u5ba2\u9996\u9009（\u6700\u5f3a\u8865\u5168）：\u00a0DeepSeek-Coder-V2\n
      \n
    • \u76ee\u524d\u5f00\u6e90\u754c\u6700\u5f3a\u4ee3\u7801\u6a21\u578b，\u80fd\u529b\u76f4\u903cGPT-4 Turbo，\u652f\u6301\u8d85\u957f\u4e0a\u4e0b\u6587\u3002<\/li>\n<\/ul>\n<\/li>\n
    • \u8f7b\u91cf\u7ea7\u5e73\u8861（\u901f\u5ea6\u6700\u5feb）：\u00a0Qwen2.5-Coder-7B\n
        \n
      • \u8fd9\u662f\u76ee\u524d7B\u7ea7\u522b\u6a21\u578b\u4e2d\u7684\u5929\u82b1\u677f，\u8865\u5168\u901f\u5ea6\u6781\u5feb，\u9002\u5408\u5927\u591a\u6570\u5e38\u89c4\u903b\u8f91\u3002<\/li>\n<\/ul>\n<\/li>\n
      • \u6781\u4f4e\u529f\u8017（\u5165\u95e8\u7ea7）：\u00a0StarCoder2-3B\n
          \n
        • \u53c2\u6570\u91cf\u6781\u5c0f，\u751a\u81f3\u53ef\u4ee5\u5728\u6ca1\u6709\u663e\u5361\u7684\u7b14\u8bb0\u672c\u4e0a\u8fd0\u884c\u3002<\/li>\n<\/ul>\n<\/li>\n
          \n

          \u4e8c\u3001 \u90e8\u7f72：Ollama (\u6700\u7b80\u65b9\u6848)<\/span><\/span><\/h4>\n

          Ollama \u662f\u76ee\u524d\u672c\u5730\u5316\u90e8\u7f72\u7684\u6700\u4f73\u9009\u62e9，\u5b83\u5b9e\u73b0\u4e86\u590d\u6742\u7684\u73af\u5883\u4f9d\u8d56\u3002<\/span><\/span><\/p>\n

        • \u5b89\u88c5Ollama：\u8bbf\u95eeollama.com\u4e0b\u8f7d\u5b89\u88c5\u3002<\/li>\n
        • \u62c9\u53d6\u6a21\u578b：\u6253\u5f00\u7ec8\u7aef\u8f93\u5165：<\/li>\n

          ollama run qwen2.5-coder:7b<\/p>\n

        • \u6b64\u65f6，\u4e00\u4e2a\u672c\u5730\u4ee3\u7801\u8865\u5168\u670d\u52a1\u5df2\u542f\u52a8，\u7aef\u53e3\u9ed8\u8ba4\u572811434\u3002<\/li>\n
          \n

          \"\"<\/p>\n

          \u4e09\u3001IDE\u63a5\u5165：\u6784\u5efa\u4f60\u7684\u201c\u672c\u5730\u526f\u9a7e\u9a76\u201d<\/span><\/span><\/h4>\n

          \u6709\u4e86\u6a21\u578b，\u9700\u8981\u5c06\u5176\u63a5\u5165VS Code\u3002\u8fd9\u91cc\u63a8\u8350\u4e24\u4e2a\u795e\u5668：<\/span><\/span><\/p>\n

          \u65b9\u6848A：\u7ee7\u7eed（\u6700\u63a8\u8350）<\/span><\/span><\/h5>\n

          \u7ee7\u7eed\u662f VS Code \u548c JetBrains \u7684\u5f00\u6e90\u63d2\u4ef6，\u4e13\u95e8\u7528\u4e8e\u63a5\u5165\u81ea\u5b9a\u4e49 LLM\u3002<\/span><\/span><\/p>\n

            \n
          • \u914d\u7f6e\u6b65\u9aa4：\n
          • \u5728 VS Code \u4e2d\u5b89\u88c5Continue \u63d2\u4ef6\u3002<\/li>\n
          • \u6253\u5f00config.json\u914d\u7f6e\u6587\u4ef6\u3002<\/li>\n
          • \u6dfb\u52a0 Ollama \u4f5c\u4e3a\u63d0\u4f9b\u5546：<\/li>\n<\/li>\n<\/ul>\n

            { \u00a0 "models": [ \u00a0 \u00a0 { \u00a0 \u00a0 \u00a0 "title": "Local Qwen Coder", \u00a0 \u00a0 \u00a0 "provider": "ollama", \u00a0 \u00a0 \u00a0 "model": "qwen2.5-coder:7b" \u00a0 \u00a0 } \u00a0 ], \u00a0 "tabAutocompleteModel": { \u00a0 \u00a0 "title": "Qwen Coder", \u00a0 \u00a0 "provider": "ollama", \u00a0 \u00a0 "model": "qwen2.5-coder:7b" \u00a0 } }<\/p>\n

              \n
            • \u5373\u53ef\u5b9e\u73b0\u4e0eCopilot\u4e00\u6a21\u4e00\u6837\u7684\u884c\u5185\u81ea\u52a8\u8865\u5168\u3002<\/li>\n<\/ul>\n
              \n

              \u56db\u3001\u6027\u80fd\u4f18\u5316：\u5982\u4f55\u5b9e\u73b0\u201c\u5feb\u5230\u79d2\u7ea7\u201d？<\/span><\/span><\/h4>\n

              \u672c\u5730\u5316\u90e8\u7f72\u6700\u5927\u7684\u74f6\u9888\u662f\u63a8\u7406\u5ef6\u8fdf\u3002\u4ee5\u4e0b\u662f\u63d0\u5347\u4f53\u9a8c\u7684\u7ecf\u9a8c：<\/span><\/span><\/p>\n

            • \u663e\u5b58\u4f18\u5316（KV Cache）：\u5982\u679c\u4f60\u6709NVIDIA\u663e\u5361，\u8bf7\u786e\u4fdd\u5b89\u88c5\u4e86CUDA，Ollama\u4f1a\u81ea\u52a8\u8c03\u7528GPU\u63a8\u7406，\u901f\u5ea6\u4f1a\u4ece\u201c\u9010\u5b57\u663e\u793a\u201d\u53d8\u4e3a\u201c\u4e00\u77ac\u751f\u6210\u201d\u3002<\/li>\n
            • \u91cf\u5316\u7248\u672c（Quantization）：\u5982\u679c\u660e\u663e\u5b58\u5728\u4e0d\u8db3，\u8bf7\u62c9\u53d6Q4_K_M\u7248\u672c\u7684\u6a21\u578b（Ollama\u9ed8\u8ba4\u62c9\u53d6\u7684\u5c31\u662f\u91cf\u5316\u7248\u672c）\u3002\u4e0d\u8981\u5c1d\u8bd5\u8dd1\u5168\u7cbe\u5ea6（FP16），\u90a3\u5bf9\u200b\u200b\u666e\u901a\u5bb6\u7528GPU\u6765\u8bf4\u662f\u707e\u96be\u6027\u7684\u3002<\/li>\n
            • \u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236：\u5728Continue\u7684\u914d\u7f6e\u4e2d，contextLength\u4e3a4096，\u907f\u514d\u4e0a\u4e0b\u6587\u8fc7\u957f\u5bfc\u81f4\u8865\u5168\u53d8\u6162\u3002<\/li>\n
              \n

              \"\"<\/p>\n

              \u4e94\u3001\u8fdb\u9636：\u5982\u4f55\u96c6\u6210\u5230\u4f60\u7684\u8fd0\u7ef4\/\u7814\u53d1\u6a21\u62df？<\/span><\/span><\/h4>\n

              \u9664\u4e86 IDE \u63d2\u4ef6，\u4f60\u8fd8\u53ef\u4ee5\u76f4\u63a5\u901a\u8fc7 API \u4e0e\u6a21\u578b\u5bf9\u8bdd：<\/span><\/span><\/p>\n

                \n
              • API \u96c6\u6210\u65b9\u6848：\u00a0Ollama \u9ed8\u8ba4\u63d0\u4f9b\u517c\u5bb9 OpenAI \u7684\u63a5\u53e3\u683c\u5f0f\u3002\u60a8\u53ef\u4ee5\u5728\u60a8\u7684\u81ea\u52a8\u5316\u811a\u672c\u4e2d\u8fd9\u6837\u8c03\u7528：<\/li>\n<\/ul>\n

                import requests<\/p>\n

                def get_code_completion(prompt): \u00a0 \u00a0 response = requests.post("http:\/\/localhost:11434\/api\/generate", json={ \u00a0 \u00a0 \u00a0 \u00a0 "model": "qwen2.5-coder:7b", \u00a0 \u00a0 \u00a0 \u00a0 "prompt": prompt, \u00a0 \u00a0 \u00a0 \u00a0 "stream": False \u00a0 \u00a0 }) \u00a0 \u00a0 return response.json()['response']<\/p>\n

                  \n
                • \u5229\u7528\u8fd9\u4e2a API，\u60a8\u53ef\u4ee5\u7f16\u5199\u81ea\u5df1\u7684CLI \u8fd0\u7ef4\u5de5\u5177，\u8ba9\u6a21\u578b\u81ea\u52a8\u5206\u6790\u590d\u6742\u7684 Shell \u811a\u672c\u5e76\u7ed9\u51fa\u4f18\u5316\u5efa\u8bae\u3002<\/li>\n<\/ul>\n
                  \n

                  \u516d\u3001\u5bfc\u7ba1\u5316\u4f7f\u7528\u7684\u201c\u7834\u5c40\u201d\u603b\u7ed3<\/span><\/span><\/h4>\n
                    \n
                  • \u4f18\u70b9：\n
                      \n
                    • \u9690\u79c1：\u4ee3\u7801\u6c38\u4e0d\u51fa\u7f51，\u5f7b\u5e95\u89e3\u51b3\u516c\u53f8\u5185\u7f51\u4ee3\u7801\u5ba1\u8ba1\u7ea2\u7ebf\u95ee\u9898\u3002<\/li>\n
                    • \u514d\u8d39：\u8017\u8d39\u652f\u4ed8\u9ad8\u6602\u7684\u526f\u9a7e\u9a76\u6708\u8d39\u3002<\/li>\n
                    • \u53ef\u63a7：\u53ef\u4ee5\u9488\u5bf9\u516c\u53f8\u5185\u90e8\u4ee3\u7801\u5e93\u8fdb\u884c\u6743\u9650（Fine-tuning）\u3002<\/li>\n<\/ul>\n<\/li>\n
                    • \u6311\u6218：\n
                        \n
                      • \u786c\u4ef6\u4f9d\u8d56：\u5efa\u8bae\u81f3\u5c11 16GB \u5185\u5b58 + 8GB \u4ee5\u4e0a\u663e\u5b58（RTX 3060\/4060 \u53ca\u4ee5\u4e0a）\u3002<\/li>\n
                      • \u7ef4\u62a4：\u9700\u8981\u81ea\u884c\u66f4\u65b0\u6a21\u578b\u7248\u672c，\u5904\u7406\u5076\u5c14\u7684\u6a21\u578b\u54cd\u5e94\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n

                        \u5efa\u8bae：\u00a0\u5982\u679c\u4f60\u662f\u4e2a\u4eba\u5f00\u53d1\u8005，Ollama + Continue + Qwen2.5-Coder\u662f\u76ee\u524d\u7684\u9ec4\u91d1\u642d\u6863\u3002\u4f60\u53ef\u4ee5\u5148\u5728\u81ea\u5df1\u7684\u7535\u8111\u4e0a\u8dd1\u8d77\u6765，\u5982\u679c\u89c9\u5f97\u6548\u679c\u597d，\u53ef\u4ee5\u5c06\u670d\u52a1\u90e8\u7f72\u5728\u4e00\u53f0\u5185\u7f51\u9ad8\u6027\u80fd\u670d\u52a1\u5668（\u59823090\/4090）\u4e0a，\u8ba9\u6574\u4e2a\u56e2\u961f\u901a\u8fc7API\u5171\u4eab\u8fd9\u4e2a\u201c\u79c1\u4ebaCodex\u201d\u3002<\/span><\/span><\/p>\n

                        \u5982\u679c\u60a8\u559c\u6b22\u6b64\u6587\u7ae0，\u8bf7\u6536\u85cf\u3001\u70b9\u8d5e\u3001\u8bc4\u8bba，\u8c22\u8c22，\u795d\u60a8\u5feb\u4e50\u6bcf\u4e00\u5929\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

                        \u76ee\u5f55
                        \n\u4e00\u3001\u6a21\u578b\u9009\u578b：\u4e0d\u8981\u5c1d\u8bd5\u7528GPT-4o\u8fd0\u884c\u672c\u5730
                        \n\u4e8c\u3001 \u90e8\u7f72：Ollama (\u6700\u7b80\u65b9\u6848)
                        \n\u4e09\u3001IDE\u63a5\u5165：\u6784\u5efa\u4f60\u7684\u201c\u672c\u5730\u526f\u9a7e\u9a76\u201d
                        \n\u65b9\u6848A：\u7ee7\u7eed（\u6700\u63a8\u8350）
                        \n\u56db\u3001\u6027\u80fd\u4f18\u5316：\u5982\u4f55\u5b9e\u73b0\u201c\u5feb\u5230\u79d2\u7ea7\u201d？
                        \n\u4e94\u3001\u8fdb\u9636：\u5982\u4f55\u96c6\u6210\u5230\u4f60\u7684\u8fd0\u7ef4\/\u7814\u53d1\u6a21\u62df？
                        \n\u516d\u3001\u5bfc\u7ba1\u5316\u4f7f\u7528\u7684\u201c\u7834\u5c40\u201d\u603b\u7ed3 \u5982\u679c\u60a8\u559c\u6b22\u6b64\u6587\u7ae0，\u8bf7\u6536\u85cf\u3001\u70b9\u8d5e\u3001\u8bc4\u8bba&#xff<\/p>\n","protected":false},"author":2,"featured_media":100258,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[11481,5058,3070,92,126],"topic":[],"class_list":["post-100261","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-copilotcodex","tag-codex","tag-copilot","tag-github","tag-ollama"],"yoast_head":"\n\u544a\u522bCopilot\uff1fCodex\u672c\u5730\u5316\u90e8\u7f72\u6307\u5357\uff0c\u57fa\u4e8e\u5f00\u6e90\u6a21\u578b\u5b9e\u73b0Codex\u80fd\u529b\u672c\u571f\u5316\uff0c\u8be6\u89e3\u8f7b\u91cf\u7ea7\u90e8\u7f72\u4e0eAPI\u96c6\u6210\u65b9\u6848 - \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\/100261.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u544a\u522bCopilot\uff1fCodex\u672c\u5730\u5316\u90e8\u7f72\u6307\u5357\uff0c\u57fa\u4e8e\u5f00\u6e90\u6a21\u578b\u5b9e\u73b0Codex\u80fd\u529b\u672c\u571f\u5316\uff0c\u8be6\u89e3\u8f7b\u91cf\u7ea7\u90e8\u7f72\u4e0eAPI\u96c6\u6210\u65b9\u6848 - 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