{"id":105118,"date":"2026-09-13T21:17:41","date_gmt":"2026-09-13T13:17:41","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/105118.html"},"modified":"2026-09-13T21:17:41","modified_gmt":"2026-09-13T13:17:41","slug":"%e3%80%90ai%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%8e%a5%e5%85%a5sdk%e3%80%91ollama-api-%e6%b5%81%e5%bc%8f%e5%a2%9e%e9%87%8f%e5%93%8d%e5%ba%94","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/105118.html","title":{"rendered":"\u3010AI\u5927\u6a21\u578b\u63a5\u5165SDK\u3011Ollama API \u6d41\u5f0f\u589e\u91cf\u54cd\u5e94"},"content":{"rendered":"

\"\u5934\u50cf\" <\/p>\n

🎬 \u4e2a\u4eba\u4e3b\u9875：\u827e\u8389\u4e1d\u52aa\u529b\u7ec3\u5251<\/font><\/p>\n

\u2744\u4e13\u680f\u4f20\u9001\u95e8：\u300aC\u8bed\u8a00\u300b\u300a\u6570\u636e\u7ed3\u6784\u4e0e\u7b97\u6cd5\u300b\u300aC\/C++\u5e72\u8d27\u5206\u4eab&\u5b66\u4e60\u8fc7\u7a0b\u8bb0\u5f55\u300b \u300aLinux\u64cd\u4f5c\u7cfb\u7edf\u7f16\u7a0b\u8be6\u89e3\u300b\u300a\u7b14\u8bd5\/\u9762\u8bd5\u5e38\u89c1\u7b97\u6cd5：\u4ece\u57fa\u7840\u5230\u8fdb\u9636\u300b\u300aPython\u5e72\u8d27\u5206\u4eab\u300b<\/font><\/p>\n

\u2b50\ufe0f\u4e3a\u5929\u5730\u7acb\u5fc3，\u4e3a\u751f\u6c11\u7acb\u547d，\u4e3a\u5f80\u5723\u7ee7\u7edd\u5b66，\u4e3a\u4e07\u4e16\u5f00\u592a\u5e73 <\/font><\/p>\n

\n

🎬 \u827e\u8389\u4e1d\u7684\u7b80\u4ecb：<\/font><\/p>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\n

\u6587\u7ae0\u76ee\u5f55<\/h4>\n
    \n
  • 1 ~> Ollama \u6d41\u5f0f\u589e\u91cf\u54cd\u5e94 (api\/chat)<\/li>\n
  • \n
      \n
    • 1.1 \u6d41\u5f0f\u4e0e\u975e\u6d41\u5f0f\u57fa\u7840\u6982\u5ff5<\/li>\n
    • \n
        \n
      • 1.1.1 \u6838\u5fc3\u533a\u5206\u70b9<\/li>\n
      • 1.1.2 \u8bf7\u6c42\u516c\u5171\u53c2\u6570<\/li>\n<\/ul>\n<\/li>\n
      • 1.2 curl \u63a5\u53e3\u9a8c\u8bc1<\/li>\n
      • \n
          \n
        • 1.2.1 curl \u5b8c\u6574\u8bf7\u6c42\u793a\u4f8b<\/li>\n
        • 1.2.2 curl \u53c2\u6570\u91ca\u4e49<\/li>\n
        • 1.2.3 \u4e0d\u540c stream \u53c2\u6570\u7ec8\u7aef\u8868\u73b0<\/li>\n<\/ul>\n<\/li>\n
        • 1.3 Ollama \u6d41\u5f0f\u54cd\u5e94\u62a5\u6587\u7ed3\u6784<\/li>\n
        • \n
            \n
          • 1.3.1 \u5206\u7247\u6570\u636e\u7ed3\u6784（done=false，\u6301\u7eed\u8f93\u51fa\u5206\u7247）<\/li>\n
          • 1.3.2 \u7ed3\u675f\u5206\u7247\u6570\u636e\u7ed3\u6784（done=true，\u6d41\u7ed3\u675f\u6807\u8bb0）<\/li>\n
          • 1.3.2 \u5173\u952e\u5b57\u6bb5\u89e3\u6790<\/li>\n<\/ul>\n<\/li>\n
          • 1.4 C++ httplib \u5b9e\u73b0\u6d41\u5f0f sendMessageStream<\/li>\n
          • \n
              \n
            • 1.4.1 \u51fd\u6570\u6574\u4f53\u8bbe\u8ba1<\/li>\n
            • 1.4.2 \u5b8c\u6574\u4e1a\u52a1\u903b\u8f91\u6d41\u7a0b<\/li>\n
            • 1.4.3 \u6838\u5fc3\u5173\u952e\u4ee3\u7801\u7247\u6bb5<\/li>\n<\/ul>\n<\/li>\n
            • 1.5 \u5355\u5143\u6d4b\u8bd5\u5b9e\u73b0<\/li>\n
            • \n
                \n
              • 1.5.1 \u6d4b\u8bd5\u903b\u8f91<\/li>\n
              • 1.5.2 \u6d4b\u8bd5\u4ee3\u7801\u7247\u6bb5<\/li>\n<\/ul>\n<\/li>\n
              • 1.6 \u7f16\u8bd1\u8fd0\u884c\u6d41\u7a0b（CMake+Make）<\/li>\n
              • 1.7 \u5173\u952e\u8e29\u70b9\u4e0e\u6613\u9519\u77e5\u8bc6\u70b9<\/li>\n<\/ul>\n<\/li>\n
              • \u7ed3\u5c3e<\/li>\n<\/ul>\n
                \n

                \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

                \n

                1 ~> Ollama \u6d41\u5f0f\u589e\u91cf\u54cd\u5e94 (api\/chat)<\/h2>\n

                1.1 \u6d41\u5f0f\u4e0e\u975e\u6d41\u5f0f\u57fa\u7840\u6982\u5ff5<\/h3>\n

                1.1.1 \u6838\u5fc3\u533a\u5206\u70b9<\/h4>\n
                  \n
                • \u8bf7\u6c42\u4f53\u53c2\u6570\u552f\u4e00\u5dee\u5f02：stream \u5e03\u5c14\u5b57\u6bb5\n
                    \n
                  • stream:true：\u5f00\u542f\u6d41\u5f0f\u54cd\u5e94，\u5206\u7247\u589e\u91cf\u8fd4\u56de，\u6bcf\u884c\u8f93\u51fa\u4e00\u6761\u72ec\u7acb JSON \u5bf9\u8c61，SSE \u98ce\u683c\u8f93\u51fa<\/li>\n
                  • stream:false：\u5173\u95ed\u6d41\u5f0f\u54cd\u5e94，\u6a21\u578b\u5b8c\u6574\u751f\u6210\u5168\u90e8\u5185\u5bb9\u540e\u4e00\u6b21\u6027\u8fd4\u56de\u5b8c\u6574 JSON \u62a5\u6587<\/li>\n<\/ul>\n<\/li>\n
                  • Ollama \u9ed8\u8ba4\u884c\u4e3a：stream=true，\u9ed8\u8ba4\u5f00\u542f\u6d41\u5f0f\u8f93\u51fa<\/li>\n
                  • \u63a5\u53e3\u5730\u5740：POST \/api\/chat<\/li>\n
                  • \u9ed8\u8ba4\u7aef\u53e3：11434，Ollama \u672c\u5730\u670d\u52a1\u76d1\u542c\u7aef\u53e3<\/li>\n<\/ul>\n

                    1.1.2 \u8bf7\u6c42\u516c\u5171\u53c2\u6570<\/h4>\n
                      \n
                    • model：\u6a21\u578b\u540d\u79f0，\u5fc5\u987b\u4e0eollama pull\u62c9\u53d6\u7684\u6a21\u578b\u540d\u79f0\u5b8c\u5168\u5339\u914d<\/li>\n
                    • messages：\u6d88\u606f\u6570\u7ec4，\u7ef4\u62a4\u5bf9\u8bdd\u4e0a\u4e0b\u6587\n
                        \n
                      • role:user \u7528\u6237\u63d0\u95ee<\/li>\n
                      • role:assistant \u5927\u6a21\u578b\u56de\u590d<\/li>\n
                      • role:system \u7cfb\u7edf\u63d0\u793a\u8bcd<\/li>\n<\/ul>\n<\/li>\n
                      • stream：\u662f\u5426\u5f00\u542f\u6d41\u5f0f<\/li>\n
                      • options：\u63a8\u7406\u914d\u7f6e JSON \u5bf9\u8c61\n
                          \n
                        • temperature：\u6e29\u5ea6\u7cfb\u6570，\u53d6\u503c 0~1；\u6570\u503c\u8d8a\u9ad8\u521b\u9020\u6027\u8d8a\u5f3a，\u8d8a\u4f4e\u8f93\u51fa\u8d8a\u4e25\u8c28\u786e\u5b9a<\/li>\n
                        • num_ctx：Ollama \u4e0a\u4e0b\u6587\u7a97\u53e3 token \u4e0a\u9650，\u5bf9\u5e94\u5176\u4ed6\u5927\u6a21\u578b\u63a5\u53e3\u7684 max_ctx\/max_tokens<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n

                          1.2 curl \u63a5\u53e3\u9a8c\u8bc1<\/h3>\n

                          1.2.1 curl \u5b8c\u6574\u8bf7\u6c42\u793a\u4f8b<\/h4>\n

                          # Ollama api\/chat \u6d41\u5f0f\u8bf7\u6c42 curl\u793a\u4f8b<\/span>
                          \ncurl<\/span> -s<\/span> -X<\/span> POST "http:\/\/127.0.0.1:11434\/api\/chat"<\/span> \\\\<\/span>
                          \n-H<\/span> "Content-Type: application\/json"<\/span> \\\\<\/span>
                          \n-d<\/span> '{
                          \n "model" : "deepseek-r1:1.5b",
                          \n "stream" : true,
                          \n "messages" : [
                          \n {
                          \n "role" : "user",
                          \n "content" : "\u4f60\u662f\u8c01?"
                          \n }
                          \n ],
                          \n "options" : {
                          \n "temperature" : 0.7,
                          \n "num_ctx" : 2048
                          \n }
                          \n}'<\/span><\/p>\n

                          1.2.2 curl \u53c2\u6570\u91ca\u4e49<\/h4>\n
                            \n
                          • -s：\u9759\u9ed8\u6a21\u5f0f，\u5c4f\u853d\u8fdb\u5ea6\u6761\u3001\u8fde\u63a5\u65e5\u5fd7，\u4ec5\u8f93\u51fa\u54cd\u5e94\u5185\u5bb9<\/li>\n
                          • -X POST：\u6307\u5b9a HTTP \u8bf7\u6c42\u65b9\u6cd5\u4e3a POST<\/li>\n
                          • -H "Content\u2011Type: application\/json"：\u8bf7\u6c42\u5934，\u544a\u77e5\u670d\u52a1\u7aef\u8bf7\u6c42\u4f53\u4e3a JSON \u683c\u5f0f<\/li>\n
                          • -d：\u643a\u5e26 POST \u8bf7\u6c42\u4f53 payload；bash \u73af\u5883\u4f7f\u7528\u5355\u5f15\u53f7\u5305\u88f9 JSON，\u907f\u514d shell \u89e3\u6790 JSON \u5185\u90e8\u53cc\u5f15\u53f7<\/li>\n<\/ul>\n

                            1.2.3 \u4e0d\u540c stream \u53c2\u6570\u7ec8\u7aef\u8868\u73b0<\/h4>\n
                              \n
                            • stream=true：\u7ec8\u7aef\u9010\u884c\u5410\u51fa\u5206\u7247 JSON，\u6a21\u578b\u8fb9\u751f\u6210\u8fb9\u8fd4\u56de\u6570\u636e<\/li>\n
                            • stream=false：\u963b\u585e\u7b49\u5f85\u6a21\u578b\u5168\u90e8\u63a8\u7406\u5b8c\u6210，\u4e00\u6b21\u6027\u8f93\u51fa\u5b8c\u6574 JSON \u62a5\u6587<\/li>\n<\/ul>\n

                              1.3 Ollama \u6d41\u5f0f\u54cd\u5e94\u62a5\u6587\u7ed3\u6784<\/h3>\n

                              1.3.1 \u5206\u7247\u6570\u636e\u7ed3\u6784（done=false，\u6301\u7eed\u8f93\u51fa\u5206\u7247）<\/h4>\n

                              {<\/span>
                              \n "model"<\/span>:<\/span>"deepseek\u2011r1:1.5b"<\/span>,<\/span>
                              \n "created_at"<\/span>:<\/span>"2026\u201108\u201128T09:14:11.683204021Z"<\/span>,<\/span>
                              \n "message"<\/span>:<\/span>{<\/span>
                              \n "role"<\/span>:<\/span>"assistant"<\/span>,<\/span>
                              \n "content"<\/span>:<\/span>"\u60a8\u597d"<\/span>
                              \n }<\/span>,<\/span>
                              \n "done"<\/span>:<\/span>false<\/span>
                              \n}<\/span><\/p>\n

                              1.3.2 \u7ed3\u675f\u5206\u7247\u6570\u636e\u7ed3\u6784（done=true，\u6d41\u7ed3\u675f\u6807\u8bb0）<\/h4>\n

                              {<\/span>
                              \n "model"<\/span>:<\/span>"deepseek\u2011r1:1.5b"<\/span>,<\/span>
                              \n "created_at"<\/span>:<\/span>"2026\u201108\u201128T09:14:28.732433305Z"<\/span>,<\/span>
                              \n "message"<\/span>:<\/span>{<\/span>
                              \n "role"<\/span>:<\/span>"assistant"<\/span>,<\/span>
                              \n "content"<\/span>:<\/span>""<\/span>
                              \n }<\/span>,<\/span>
                              \n "done"<\/span>:<\/span>true<\/span>,<\/span>
                              \n "done_reason"<\/span>:<\/span>"stop"<\/span>,<\/span>
                              \n "total_duration"<\/span>:<\/span>31835253469<\/span>,<\/span>
                              \n "load_duration"<\/span>:<\/span>12829999536<\/span>,<\/span>
                              \n "prompt_eval_count"<\/span>:<\/span>6<\/span>,<\/span>
                              \n "prompt_eval_duration"<\/span>:<\/span>764968000<\/span>,<\/span>
                              \n "eval_count"<\/span>:<\/span>40<\/span>,<\/span>
                              \n "eval_duration"<\/span>:<\/span>18124696000<\/span>
                              \n}<\/span><\/p>\n

                              1.3.2 \u5173\u952e\u5b57\u6bb5\u89e3\u6790<\/h4>\n
                                \n
                              • done \u5e03\u5c14\u5b57\u6bb5：\u6d41\u7ed3\u675f\u5224\u5b9a\u6838\u5fc3\u6807\u5fd7\n
                                  \n
                                • false：\u6d41\u5f0f\u8f93\u51fa\u672a\u7ed3\u675f，\u5f53\u524d\u4e3a\u589e\u91cf\u5206\u7247<\/li>\n
                                • true：\u5168\u90e8\u5185\u5bb9\u8f93\u51fa\u5b8c\u6bd5，\u7ed3\u675f\u89e3\u6790\u5faa\u73af<\/li>\n<\/ul>\n<\/li>\n
                                • message.content：\u5f53\u524d\u5206\u7247\u589e\u91cf\u6587\u672c，\u9700\u8981\u4e1a\u52a1\u5c42\u62fc\u63a5\u6240\u6709\u5206\u7247\u5f97\u5230\u5b8c\u6574\u56de\u7b54<\/li>\n
                                • Ollama \u6d41\u5f0f\u7279\u6027：Ollama \u670d\u52a1\u7aef\u5df2\u7ecf\u5b8c\u6210\u539f\u59cb\u6a21\u578b\u8f93\u51fa\u5c01\u88c5，\u8fd4\u56de\u6bcf\u884c\u72ec\u7acb JSON；\u4e0d\u4f7f\u7528\u6807\u51c6 SSE data:\u524d\u7f00，\u5206\u7247\u5206\u9694\u7b26\u4e3a\u6362\u884c\u7b26\\\\n，\u4e0e\u4e91\u7aef SSE \u63a5\u53e3\u683c\u5f0f\u5b58\u5728\u5dee\u5f02\u3002<\/li>\n<\/ul>\n

                                  1.4 C++ httplib \u5b9e\u73b0\u6d41\u5f0f sendMessageStream<\/h3>\n

                                  1.4.1 \u51fd\u6570\u6574\u4f53\u8bbe\u8ba1<\/h4>\n
                                    \n
                                  • \u51fd\u6570\u7b7e\u540d：std::string sendMessageStream(\u6d88\u606f\u5217\u8868, \u8bf7\u6c42\u53c2\u6570\u5b57\u5178, \u56de\u8c03callback)<\/li>\n
                                  • callback \u7b7e\u540d：std::function<void(const std::string& chunk, bool isFinish)>\n
                                      \n
                                    • chunk：\u5355\u6761\u589e\u91cf\u6587\u672c\u7247\u6bb5<\/li>\n
                                    • isFinish：true \u4ee3\u8868\u6d41\u4f20\u8f93\u7ed3\u675f<\/li>\n<\/ul>\n<\/li>\n
                                    • \u8fd4\u56de\u503c：\u62fc\u63a5\u5b8c\u6210\u7684\u5b8c\u6574\u56de\u7b54\u5b57\u7b26\u4e32<\/li>\n
                                    • \u4f9d\u8d56\u5e93：httplib http \u5ba2\u6237\u7aef\u3001JsonCpp JSON \u5e8f\u5217\u5316\u53cd\u5e8f\u5217\u5316\u5e93<\/li>\n<\/ul>\n

                                      1.4.2 \u5b8c\u6574\u4e1a\u52a1\u903b\u8f91\u6d41\u7a0b<\/h4>\n
                                    • \u524d\u7f6e\u6821\u9a8c：\u68c0\u6d4b\u6a21\u578b\u5b9e\u4f8b\u662f\u5426\u53ef\u7528，\u4e0d\u53ef\u7528\u76f4\u63a5\u8fd4\u56de<\/li>\n
                                    • \u89e3\u6790\u5916\u90e8\u4f20\u5165\u63a8\u7406\u53c2\u6570temperature\u3001max_tokens，\u8bbe\u7f6e\u9ed8\u8ba4\u515c\u5e95\u503c<\/li>\n
                                    • \u7ec4\u88c5messages\u6570\u7ec4，\u8f6c\u6362\u4e3a JsonCpp \u5bf9\u8c61<\/li>\n
                                    • \u7ec4\u88c5options，\u6ce8\u610f Ollama \u4e0a\u4e0b\u6587\u53c2\u6570\u5b57\u6bb5\u540d\u662fnum_ctx，\u4e0d\u662f max_tokens<\/li>\n
                                    • \u7ec4\u88c5\u8bf7\u6c42\u4f53，\u5f3a\u5236\u8bbe\u7f6estream:true，\u5e8f\u5217\u5316 JSON \u5b57\u7b26\u4e32<\/li>\n
                                    • \u521b\u5efa httplib \u5ba2\u6237\u7aef，\u52a0\u957f\u8d85\u65f6\u65f6\u95f4\u9002\u914d\u6d41\u5f0f\u957f\u8fde\u63a5<\/li>\n
                                        \n
                                      • \u8fde\u63a5\u8d85\u65f6：30s<\/li>\n
                                      • \u8bfb\u53d6\u8d85\u65f6：300s；\u6d41\u5f0f\u63a8\u7406\u751f\u6210\u8017\u65f6\u8f83\u957f，\u8bfb\u53d6\u8d85\u65f6\u5fc5\u987b\u653e\u5927<\/li>\n<\/ul>\n
                                      • \u5b9a\u4e49\u6d41\u5f0f\u63a5\u6536\u72b6\u6001\u53d8\u91cf<\/li>\n
                                          \n
                                        • buffer：\u63a5\u6536 TCP \u5b57\u8282\u6d41\u7f13\u51b2\u533a；TCP \u5206\u7247\u4f1a\u628a\u591a\u6761 JSON \u5757\u7c98\u5305，\u5fc5\u987b\u672c\u5730\u7f13\u5b58\u7f13\u51b2\u533a，\u6309\u6362\u884c\u5206\u5272<\/li>\n
                                        • gotError：\u8bf7\u6c42\u5f02\u5e38\u6807\u8bb0<\/li>\n
                                        • streamFinish：\u6d41\u662f\u5426\u6b63\u5e38\u7ed3\u675f\u6807\u8bb0<\/li>\n
                                        • fullData：\u672c\u5730\u62fc\u63a5\u5b8c\u6574\u5e94\u7b54\u5b57\u7b26\u4e32<\/li>\n<\/ul>\n
                                        • \u914d\u7f6eresponse_handler\u54cd\u5e94\u5934\u5904\u7406\u5668：\u6355\u83b7 HTTP \u72b6\u6001\u7801，\u975e 200 \u6807\u8bb0\u9519\u8bef\u7ec8\u6b62\u63a5\u6536<\/li>\n
                                        • \u914d\u7f6econtent_receiver\u5185\u5bb9\u63a5\u6536\u5668，\u5904\u7406 TCP \u5b57\u8282\u6d41\n
                                        • \u5c06\u6536\u5230\u5b57\u8282\u8ffd\u52a0\u81f3 buffer \u7f13\u51b2\u533a<\/li>\n
                                        • \u5faa\u73af\u67e5\u627e\u6362\u884c\u7b26\\\\n\u5207\u5206 buffer，\u53d6\u51fa\u5355\u6761 JSON chunk，\u5220\u9664\u5df2\u5904\u7406\u6570\u636e<\/li>\n
                                        • \u8df3\u8fc7\u7a7a\u884c<\/li>\n
                                        • JsonCpp \u53cd\u5e8f\u5217\u5316\u5355\u6761 chunk<\/li>\n
                                        • \u5982\u679cchunkJson["done"] == true：\u8bbe\u7f6e\u7ed3\u675f\u6807\u8bb0，\u8c03\u7528 callback (\u201c\u201d,true)，\u7ec8\u6b62\u89e3\u6790<\/li>\n
                                        • \u5982\u679c\u5b58\u5728message.content，\u53d6\u51fa\u589e\u91cf delta \u7247\u6bb5，\u8ffd\u52a0\u5230 fullData，\u8c03\u7528 callback (delta,false)<\/li>\n<\/li>\n
                                        • \u6267\u884cclient.send(req)\u53d1\u9001 POST \u8bf7\u6c42<\/li>\n
                                        • \u8bf7\u6c42\u7ed3\u675f\u540e\u6821\u9a8cstreamFinish，\u5982\u679c\u6d41\u6ca1\u6709\u6b63\u5e38\u7ed3\u675f\u8f93\u51fa\u9519\u8bef\u65e5\u5fd7，\u89e6\u53d1\u7ed3\u675f\u56de\u8c03<\/li>\n
                                        • \u8fd4\u56de\u62fc\u63a5\u597d\u7684\u5b8c\u6574fullData<\/li>\n

                                          1.4.3 \u6838\u5fc3\u5173\u952e\u4ee3\u7801\u7247\u6bb5<\/h4>\n

                                          \/**
                                          \n * @brief Ollama \u6d41\u5f0f\u5bf9\u8bdd\u63a5\u53e3
                                          \n * @param messages \u5386\u53f2\u6d88\u606f\u4e0a\u4e0b\u6587
                                          \n * @param requestParam \u5916\u90e8\u63a8\u7406\u53c2\u6570\u5b57\u5178
                                          \n * @param callback \u5206\u7247\u56de\u8c03\u51fd\u6570，chunk\u4e3a\u5206\u7247\u6587\u672c，bool\u6807\u8bb0\u662f\u5426\u6d41\u7ed3\u675f
                                          \n * @return \u62fc\u63a5\u5b8c\u6210\u5b8c\u6574\u5e94\u7b54
                                          \n *\/<\/span>
                                          \nstd::<\/span>string OllamaLLMProvider<\/span>::<\/span>sendMessageStream<\/span>(<\/span>
                                          \n const<\/span> std::<\/span>vector<<\/span>Message><\/span>&<\/span> messages,<\/span>
                                          \n const<\/span> std::<\/span>map<<\/span>std::<\/span>string,<\/span> std::<\/span>string><\/span>&<\/span> requestParam,<\/span>
                                          \n std::<\/span>function<<\/span>void<\/span>(<\/span>const<\/span> std::<\/span>string&<\/span>,<\/span> bool<\/span>)<\/span>><\/span> callback)<\/span>
                                          \n{<\/span>
                                          \n \/\/ 1. \u6a21\u578b\u53ef\u7528\u6027\u6821\u9a8c<\/span>
                                          \n if<\/span>(<\/span>!<\/span>isAvailable<\/span>(<\/span>)<\/span>)<\/span>{<\/span>
                                          \n ERR<\/span>(<\/span>"OllamaLLMProvider::sendMessageStream: model is not available"<\/span>)<\/span>;<\/span>
                                          \n return<\/span> ""<\/span>;<\/span>
                                          \n }<\/span><\/p>\n

                                          \/\/ 2. \u89e3\u6790\u63a8\u7406\u53c2\u6570，\u8bbe\u7f6e\u9ed8\u8ba4\u503c<\/span>
                                          \n float<\/span> temperature =<\/span> 0.7f<\/span>;<\/span>
                                          \n int<\/span> maxTokens =<\/span> 1024<\/span>;<\/span>
                                          \n if<\/span>(<\/span>requestParam.<\/span>find<\/span>(<\/span>"temperature"<\/span>)<\/span> !=<\/span> requestParam.<\/span>end<\/span>(<\/span>)<\/span>)<\/span>{<\/span>
                                          \n temperature =<\/span> std::<\/span>stof<\/span>(<\/span>requestParam.<\/span>at<\/span>(<\/span>"temperature"<\/span>)<\/span>)<\/span>;<\/span>
                                          \n }<\/span>
                                          \n if<\/span>(<\/span>requestParam.<\/span>find<\/span>(<\/span>"max_tokens"<\/span>)<\/span> !=<\/span> requestParam.<\/span>end<\/span>(<\/span>)<\/span>)<\/span>{<\/span>
                                          \n maxTokens =<\/span> std::<\/span>stoi<\/span>(<\/span>requestParam.<\/span>at<\/span>(<\/span>"max_tokens"<\/span>)<\/span>)<\/span>;<\/span>
                                          \n }<\/span><\/p>\n

                                          \/\/ 3. \u7ec4\u88c5\u6d88\u606f\u6570\u7ec4<\/span>
                                          \n Json::<\/span>Value messageArray<\/span>(<\/span>Json::<\/span>arrayValue)<\/span>;<\/span>
                                          \n for<\/span>(<\/span>const<\/span> auto<\/span>&<\/span> msg :<\/span> messages)<\/span>{<\/span>
                                          \n Json::<\/span>Value msgObj<\/span>(<\/span>Json::<\/span>objectValue)<\/span>;<\/span>
                                          \n msgObj[<\/span>"role"<\/span>]<\/span> =<\/span> msg.<\/span>_role;<\/span>
                                          \n msgObj[<\/span>"content"<\/span>]<\/span> =<\/span> msg.<\/span>_content;<\/span>
                                          \n messageArray.<\/span>append<\/span>(<\/span>msgObj)<\/span>;<\/span>
                                          \n }<\/span><\/p>\n

                                          \/\/ 4. \u7ec4\u88c5\u8bf7\u6c42\u4f53options，Ollama\u4e0a\u4e0b\u6587\u53c2\u6570\u662fnum_ctx<\/span>
                                          \n Json::<\/span>Value options<\/span>(<\/span>Json::<\/span>objectValue)<\/span>;<\/span>
                                          \n options[<\/span>"temperature"<\/span>]<\/span> =<\/span> temperature;<\/span>
                                          \n options[<\/span>"num_ctx"<\/span>]<\/span> =<\/span> maxTokens;<\/span><\/p>\n

                                          Json::<\/span>Value requestBody<\/span>(<\/span>Json::<\/span>objectValue)<\/span>;<\/span>
                                          \n requestBody[<\/span>"model"<\/span>]<\/span> =<\/span> _modelName;<\/span>
                                          \n requestBody[<\/span>"messages"<\/span>]<\/span> =<\/span> messageArray;<\/span>
                                          \n requestBody[<\/span>"options"<\/span>]<\/span> =<\/span> options;<\/span>
                                          \n requestBody[<\/span>"stream"<\/span>]<\/span> =<\/span> true<\/span>;<\/span> \/\/ \u5f3a\u5236\u5f00\u542f\u6d41\u5f0f<\/span><\/p>\n

                                          \/\/ JSON\u5e8f\u5217\u5316<\/span>
                                          \n Json::<\/span>StreamWriterBuilder writerBuilder;<\/span>
                                          \n std::<\/span>string requestBodyStr =<\/span> Json<\/span>::<\/span>writeString<\/span>(<\/span>writerBuilder,<\/span> requestBody)<\/span>;<\/span><\/p>\n

                                          \/\/ 5. http\u5ba2\u6237\u7aef，\u6d41\u5f0f\u9700\u8981\u653e\u5927\u8bfb\u53d6\u8d85\u65f6<\/span>
                                          \n httplib::<\/span>Client client<\/span>(<\/span>_endpoint.<\/span>c_str<\/span>(<\/span>)<\/span>)<\/span>;<\/span>
                                          \n client.<\/span>set_connection_timeout<\/span>(<\/span>30<\/span>,<\/span> 0<\/span>)<\/span>;<\/span>
                                          \n client.<\/span>set_read_timeout<\/span>(<\/span>300<\/span>,<\/span> 0<\/span>)<\/span>;<\/span>
                                          \n httplib::<\/span>Headers headers =<\/span> {<\/span>{<\/span>"Content\u2011Type"<\/span>,<\/span>"application\/json"<\/span>}<\/span>}<\/span>;<\/span><\/p>\n

                                          \/\/ \u6d41\u5f0f\u72b6\u6001\u53d8\u91cf<\/span>
                                          \n std::<\/span>string buffer;<\/span>
                                          \n bool<\/span> gotError =<\/span> false<\/span>;<\/span>
                                          \n std::<\/span>string errorMsg;<\/span>
                                          \n int<\/span> statusCode =<\/span> 0<\/span>;<\/span>
                                          \n bool<\/span> streamFinish =<\/span> false<\/span>;<\/span>
                                          \n std::<\/span>string fullData;<\/span><\/p>\n

                                          httplib::<\/span>Request req;<\/span>
                                          \n req.<\/span>method =<\/span> "POST"<\/span>;<\/span>
                                          \n req.<\/span>path =<\/span> "\/api\/chat"<\/span>;<\/span>
                                          \n req.<\/span>headers =<\/span> headers;<\/span>
                                          \n req.<\/span>body =<\/span> requestBodyStr;<\/span><\/p>\n

                                          \/\/ \u54cd\u5e94\u5934\u5904\u7406\u5668，\u6355\u83b7HTTP\u72b6\u6001\u7801<\/span>
                                          \n req.<\/span>response_handler =<\/span> [<\/span>&<\/span>]<\/span>(<\/span>const<\/span> httplib::<\/span>Response&<\/span> res)<\/span> -><\/span> bool<\/span>{<\/span>
                                          \n statusCode =<\/span> res.<\/span>status;<\/span>
                                          \n if<\/span>(<\/span>statusCode !=<\/span> 200<\/span>)<\/span>{<\/span>
                                          \n gotError =<\/span> true<\/span>;<\/span>
                                          \n errorMsg =<\/span> "OllamaLLMProvider::sendMessageStream failed, status:"<\/span> +<\/span> std::<\/span>to_string<\/span>(<\/span>statusCode)<\/span>;<\/span>
                                          \n return<\/span> false<\/span>;<\/span> \/\/ \u7ec8\u6b62\u8bf7\u6c42<\/span>
                                          \n }<\/span>
                                          \n return<\/span> true<\/span>;<\/span>
                                          \n }<\/span>;<\/span><\/p>\n

                                          \/\/ TCP\u5185\u5bb9\u63a5\u6536\u5668：\u5904\u7406\u7c98\u5305，\u7f13\u51b2\u533a\u5207\u5206\u6362\u884cJSON\u5757<\/span>
                                          \n req.<\/span>content_receiver =<\/span> [<\/span>&<\/span>]<\/span>(<\/span>const<\/span> char<\/span>*<\/span> data,<\/span> size_t datalen,<\/span> size_t offset,<\/span> size_t totalLength)<\/span> -><\/span> bool<\/span>{<\/span>
                                          \n if<\/span>(<\/span>gotError)<\/span>{<\/span>
                                          \n return<\/span> false<\/span>;<\/span>
                                          \n }<\/span>
                                          \n buffer.<\/span>append<\/span>(<\/span>data,<\/span> datalen)<\/span>;<\/span><\/p>\n

                                          \/\/ \u5faa\u73af\u5206\u5272\u6362\u884c，\u53d6\u51fa\u5b8c\u6574JSON chunk<\/span>
                                          \n size_t pos =<\/span> 0<\/span>;<\/span>
                                          \n while<\/span>(<\/span>(<\/span>pos =<\/span> buffer.<\/span>find<\/span>(<\/span>'\\\\n'<\/span>,<\/span> pos)<\/span>)<\/span> !=<\/span> std::<\/span>string::<\/span>npos)<\/span>
                                          \n {<\/span>
                                          \n std::<\/span>string chunk =<\/span> buffer.<\/span>substr<\/span>(<\/span>0<\/span>,<\/span> pos)<\/span>;<\/span>
                                          \n buffer.<\/span>erase<\/span>(<\/span>0<\/span>,<\/span> pos +<\/span> 1<\/span>)<\/span>;<\/span><\/p>\n

                                          if<\/span>(<\/span>chunk.<\/span>empty<\/span>(<\/span>)<\/span>)<\/span>{<\/span>
                                          \n continue<\/span>;<\/span>
                                          \n }<\/span><\/p>\n

                                          \/\/ JSON\u53cd\u5e8f\u5217\u5316<\/span>
                                          \n Json::<\/span>Value chunkJson;<\/span>
                                          \n Json::<\/span>CharReaderBuilder readerBuilder;<\/span>
                                          \n std::<\/span>string parseErr;<\/span>
                                          \n std::<\/span>istringstream chunkStream<\/span>(<\/span>chunk)<\/span>;<\/span>
                                          \n if<\/span>(<\/span>!<\/span>Json<\/span>::<\/span>parseFromStream<\/span>(<\/span>readerBuilder,<\/span> &<\/span>chunkStream,<\/span> &<\/span>chunkJson,<\/span> &<\/span>parseErr)<\/span>)<\/span>{<\/span>
                                          \n ERR<\/span>(<\/span>"OllamaLLMProvider::sendMessageStream parse chunk json error: {}"<\/span>,<\/span> parseErr)<\/span>;<\/span>
                                          \n continue<\/span>;<\/span>
                                          \n }<\/span><\/p>\n

                                          \/\/ \u5224\u65ad\u6d41\u7ed3\u675f\u6807\u8bb0<\/span>
                                          \n if<\/span>(<\/span>chunkJson.<\/span>get<\/span>(<\/span>"done"<\/span>,<\/span> false<\/span>)<\/span>.<\/span>asBool<\/span>(<\/span>)<\/span>)<\/span>{<\/span>
                                          \n streamFinish =<\/span> true<\/span>;<\/span>
                                          \n callback<\/span>(<\/span>""<\/span>,<\/span> true<\/span>)<\/span>;<\/span>
                                          \n return<\/span> true<\/span>;<\/span>
                                          \n }<\/span><\/p>\n

                                          \/\/ \u63d0\u53d6\u589e\u91cf\u5206\u7247\u5185\u5bb9<\/span>
                                          \n if<\/span>(<\/span>chunkJson.<\/span>isMember<\/span>(<\/span>"message"<\/span>)<\/span> &&<\/span> chunkJson[<\/span>"message"<\/span>]<\/span>.<\/span>isMember<\/span>(<\/span>"content"<\/span>)<\/span>)<\/span>{<\/span>
                                          \n std::<\/span>string delta =<\/span> chunkJson[<\/span>"message"<\/span>]<\/span>[<\/span>"content"<\/span>]<\/span>.<\/span>asString<\/span>(<\/span>)<\/span>;<\/span>
                                          \n fullData +=<\/span> delta;<\/span>
                                          \n callback<\/span>(<\/span>delta,<\/span> false<\/span>)<\/span>;<\/span>
                                          \n }<\/span>
                                          \n }<\/span>
                                          \n return<\/span> true<\/span>;<\/span>
                                          \n }<\/span>;<\/span><\/p>\n

                                          \/\/ \u53d1\u9001http\u8bf7\u6c42<\/span>
                                          \n auto<\/span> respResult =<\/span> client.<\/span>send<\/span>(<\/span>req)<\/span>;<\/span>
                                          \n if<\/span>(<\/span>!<\/span>respResult)<\/span>{<\/span>
                                          \n ERR<\/span>(<\/span>"OllamaLLMProvider::sendMessageStream send request failed, error:{}"<\/span>,<\/span> httplib::<\/span>to_string<\/span>(<\/span>respResult.<\/span>error<\/span>(<\/span>)<\/span>)<\/span>)<\/span>;<\/span>
                                          \n return<\/span> ""<\/span>;<\/span>
                                          \n }<\/span><\/p>\n

                                          \/\/ \u6821\u9a8c\u6d41\u662f\u5426\u6b63\u5e38\u7ed3\u675f，\u505a\u5f02\u5e38\u515c\u5e95<\/span>
                                          \n if<\/span>(<\/span>!<\/span>streamFinish)<\/span>{<\/span>
                                          \n ERR<\/span>(<\/span>"OllamaLLMProvider::sendMessageStream stream not finish, fullData:{}"<\/span>,<\/span> fullData)<\/span>;<\/span>
                                          \n callback<\/span>(<\/span>""<\/span>,<\/span> true<\/span>)<\/span>;<\/span>
                                          \n }<\/span><\/p>\n

                                          return<\/span> fullData;<\/span>
                                          \n}<\/span><\/p>\n

                                          1.5 \u5355\u5143\u6d4b\u8bd5\u5b9e\u73b0<\/h3>\n

                                          1.5.1 \u6d4b\u8bd5\u903b\u8f91<\/h4>\n
                                        • \u6784\u9020\u6a21\u578b\u914d\u7f6e，\u586b\u5165\u6a21\u578b\u540d\u79f0\u3001endpoint \u5730\u5740<\/li>\n
                                        • \u521d\u59cb\u5316 provider，\u6821\u9a8c\u6a21\u578b\u53ef\u7528\u6027isAvailable()<\/li>\n
                                        • \u7ec4\u88c5\u63a8\u7406\u53c2\u6570：temperature\u3001max_tokens<\/li>\n
                                        • \u7ec4\u88c5\u6d88\u606f\u6570\u7ec4，user \u63d0\u95ee<\/li>\n
                                        • \u5b9a\u4e49 lambda \u56de\u8c03\u51fd\u6570：\u6253\u5370\u6bcf\u4e00\u4e2a chunk \u5206\u7247，\u5f53 isFinish \u4e3a true \u6253\u5370[DONE]<\/li>\n
                                        • \u8c03\u7528sendMessageStream\u83b7\u53d6\u5b8c\u6574\u8fd4\u56de\u5b57\u7b26\u4e32<\/li>\n
                                        • \u65ad\u8a00\u8fd4\u56de\u7ed3\u679c\u975e\u7a7a，\u6253\u5370\u5b8c\u6574\u5e94\u7b54\u5185\u5bb9<\/li>\n

                                          1.5.2 \u6d4b\u8bd5\u4ee3\u7801\u7247\u6bb5<\/h4>\n

                                          TEST<\/span>(<\/span>OllamaLLMProviderTest,<\/span> sendMessageStream)<\/span>
                                          \n{<\/span>
                                          \n std::<\/span>map<<\/span>std::<\/span>string,<\/span> std::<\/span>string><\/span> modelParam;<\/span>
                                          \n modelParam[<\/span>"model_name"<\/span>]<\/span> =<\/span> "deepseek\u2011r1:1.5b"<\/span>;<\/span>
                                          \n modelParam[<\/span>"model_desc"<\/span>]<\/span> =<\/span> "\u672c\u5730\u90e8\u7f72deepseek\u2011r1:1.5b\u6a21\u578b"<\/span>;<\/span>
                                          \n modelParam[<\/span>"endpoint"<\/span>]<\/span> =<\/span> "http:\/\/localhost:11434"<\/span>;<\/span><\/p>\n

                                          auto<\/span> provider =<\/span> std::<\/span>make_shared<\/span><<\/span>OllamaLLMProvider><\/span><\/span><\/span>(<\/span>)<\/span>;<\/span>
                                          \n provider-><\/span>initModel<\/span>(<\/span>modelParam)<\/span>;<\/span>
                                          \n ASSERT_TRUE<\/span>(<\/span>provider-><\/span>isAvailable<\/span>(<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

                                          std::<\/span>map<<\/span>std::<\/span>string,<\/span> std::<\/span>string><\/span> requestParam =<\/span> {<\/span>
                                          \n {<\/span>"temperature"<\/span>,<\/span> "0.7"<\/span>}<\/span>,<\/span>
                                          \n {<\/span>"max_tokens"<\/span>,<\/span> "2048"<\/span>}<\/span>
                                          \n }<\/span>;<\/span><\/p>\n

                                          std::<\/span>vector<<\/span>ai_chat_sdk::<\/span>Message><\/span> messages;<\/span>
                                          \n messages.<\/span>push_back<\/span>(<\/span>{<\/span>"user"<\/span>,<\/span> "\u4f60\u662f\u8c01?"<\/span>}<\/span>)<\/span>;<\/span><\/p>\n

                                          \/\/ \u5206\u7247\u56de\u8c03lambda<\/span>
                                          \n auto<\/span> writeChunk =<\/span> [<\/span>&<\/span>]<\/span>(<\/span>const<\/span> std::<\/span>string&<\/span> chunk,<\/span> bool<\/span> last)<\/span> -><\/span> void<\/span>{<\/span>
                                          \n INFO<\/span>(<\/span>"chunk:{}"<\/span>,<\/span> chunk)<\/span>;<\/span>
                                          \n if<\/span>(<\/span>last)<\/span>{<\/span>
                                          \n INFO<\/span>(<\/span>"[DONE]"<\/span>)<\/span>;<\/span>
                                          \n }<\/span>
                                          \n }<\/span>;<\/span><\/p>\n

                                          std::<\/span>string fullResp =<\/span> provider-><\/span>sendMessageStream<\/span>(<\/span>messages,<\/span> requestParam,<\/span> writeChunk)<\/span>;<\/span>
                                          \n ASSERT_FALSE<\/span>(<\/span>fullResp.<\/span>empty<\/span>(<\/span>)<\/span>)<\/span>;<\/span>
                                          \n INFO<\/span>(<\/span>"response:{}"<\/span>,<\/span> fullResp)<\/span>;<\/span>
                                          \n}<\/span><\/p>\n

                                          1.6 \u7f16\u8bd1\u8fd0\u884c\u6d41\u7a0b（CMake+Make）<\/h3>\n
                                        • \u8fdb\u5165 build \u6784\u5efa\u76ee\u5f55<\/li>\n
                                        • \u6267\u884ccmake ..，\u751f\u6210 Makefile \u6784\u5efa\u811a\u672c<\/li>\n
                                        • \u6267\u884cmake\u7f16\u8bd1\u751f\u6210\u53ef\u6267\u884c\u6d4b\u8bd5\u7a0b\u5e8f<\/li>\n
                                        • \u8fd0\u884c.\/testLLM\u6267\u884c\u5355\u5143\u6d4b\u8bd5<\/li>\n
                                        • \u89c2\u5bdf\u65e5\u5fd7\u8f93\u51fa：\u9010\u884c\u6253\u5370\u6bcf\u4e00\u5757 chunk \u5206\u7247，\u6d41\u7ed3\u675f\u6253\u5370[DONE]，\u8f93\u51fa\u62fc\u63a5\u5b8c\u6210\u5b8c\u6574\u56de\u7b54，\u6d4b\u8bd5 PASS<\/li>\n

                                          1.7 \u5173\u952e\u8e29\u70b9\u4e0e\u6613\u9519\u77e5\u8bc6\u70b9<\/h3>\n
                                            \n
                                          • Ollama \u4e0a\u4e0b\u6587\u53c2\u6570\u5b57\u6bb5\u662fnum_ctx，\u4e0d\u662f max_tokens，\u8fd9\u662f\u9ad8\u9891\u8e29\u5751\u70b9<\/li>\n
                                          • TCP \u6d41\u5f0f\u4f20\u8f93\u5b58\u5728\u7c98\u5305，\u4e0d\u80fd\u76f4\u63a5\u6309 HTTP \u8fd4\u56de\u5757\u89e3\u6790，\u5fc5\u987b\u7ef4\u62a4\u672c\u5730buffer\u7f13\u51b2\u533a，\u6309\u6362\u884c\u7b26\u5207\u5206 JSON \u5bf9\u8c61<\/li>\n
                                          • \u6d41\u5f0f\u957f\u8fde\u63a5\u5fc5\u987b\u653e\u5927read_timeout，\u6a21\u578b\u63a8\u7406\u751f\u6210\u6587\u672c\u9700\u8981\u65f6\u95f4，\u8fc7\u5c0f\u4f1a\u76f4\u63a5\u8d85\u65f6\u65ad\u5f00<\/li>\n
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                                          • Ollama \u6d41\u5f0f\u8f93\u51fa\u548c\u6807\u51c6 SSE \u4e91\u7aef\u63a5\u53e3\u5dee\u5f02：Ollama \u8fd4\u56de\u7eaf JSON \u884c，\u6ca1\u6709data:\u524d\u7f00，\u5206\u9694\u7b26\u4e3a\\\\n；\u4e91\u7aef SSE \u4e00\u822c\u4f7f\u7528\\\\n\\\\n\u4f5c\u4e3a\u5206\u9694\u7b26，\u524d\u7f00\u4e3adata:，\u7ed3\u675f\u6807\u8bb0\u4e3a[DONE]<\/li>\n
                                          • deepseek\u2011r1 \u6a21\u578b\u4f1a\u8f93\u51fa `` \u601d\u8003\u8fc7\u7a0b\u6807\u7b7e，\u8be5\u6807\u7b7e\u540c\u6837\u4f1a\u88ab\u62c6\u5206\u4e3a\u591a\u4e2a\u589e\u91cf\u5206\u7247\u8fd4\u56de，\u4e0a\u5c42\u4e1a\u52a1\u9700\u8981\u81ea\u884c\u5904\u7406\u8fc7\u6ee4<\/li>\n<\/ul>\n
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                                            \n

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                                            \n <\/h3>\n

                                            <\/b><\/p>\n

                                            C\/C++ & Linux \u5e95\u5c42\u63a2\u7d22\u8005 | \u4e00\u4e2a\u6b63\u5728\u52aa\u529b\u7ec3\u5251\u7684\u6280\u672f\u535a\u4e3b<\/font><\/p>\n

                                            \n

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                                            \u7ed3\u8bed：\u5e0c\u671b\u5bf9\u5b66\u4e60Linux\u76f8\u5173\u5185\u5bb9\u7684uu\u6709\u6240\u5e2e\u52a9，\u4e0d\u8981\u5fd8\u8bb0\u7ed9\u535a\u4e3b\u201c\u4e00\u952e\u56db\u8fde\u201d\u54e6！<\/font><\/p>\n

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                                            \u3010AI\u5927\u6a21\u578b\u63a5\u5165SDK\u3011Ollama API \u5168\u91cf\u54cd\u5e94\u5b9e\u73b0<\/p>\n

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                                            \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n","protected":false},"excerpt":{"rendered":"

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