{"id":31517,"date":"2025-04-21T14:45:58","date_gmt":"2025-04-21T06:45:58","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/31517.html"},"modified":"2025-04-21T14:45:58","modified_gmt":"2025-04-21T06:45:58","slug":"%e5%b1%b1%e4%b8%9c%e5%a4%a7%e5%ad%a6%e9%a1%b9%e7%9b%ae%e5%ae%9e%e8%ae%ad%ef%bc%882%ef%bc%89-ai%e5%93%8d%e5%ba%94%e6%9c%8d%e5%8a%a1%e5%99%a8%e7%9a%84%e6%90%ad%e5%bb%ba","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/31517.html","title":{"rendered":"\u5c71\u4e1c\u5927\u5b66\u9879\u76ee\u5b9e\u8bad\uff082\uff09 AI\u54cd\u5e94\u670d\u52a1\u5668\u7684\u642d\u5efa"},"content":{"rendered":"<h2>\u5c71\u4e1c\u5927\u5b66\u9879\u76ee\u5b9e\u8bad&#xff08;2&#xff09; AI\u54cd\u5e94\u670d\u52a1\u5668\u7684\u642d\u5efa<\/h2>\n<h3>\u5f80\u671f\u6587\u7ae0<\/h3>\n<p>\u5c71\u4e1c\u5927\u5b66\u9879\u76ee\u5b9e\u8bad&#xff08;1&#xff09; DeepSeek API\u8c03\u7528 <\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\u5c71\u4e1c\u5927\u5b66\u9879\u76ee\u5b9e\u8bad&#xff08;2&#xff09; AI\u54cd\u5e94\u670d\u52a1\u5668\u7684\u642d\u5efa<\/li>\n<li>\n<ul>\n<li>\u5f80\u671f\u6587\u7ae0<\/li>\n<li>1. AI\u670d\u52a1\u5668\u7684\u4f5c\u7528<\/li>\n<li>2. \u6211\u4eec\u7684\u9879\u76ee\u67b6\u6784<\/li>\n<li>3. AI\u670d\u52a1\u5668\u7f16\u5199<\/li>\n<li>\n<ul>\n<li>AI\u670d\u52a1\u5668\u95ee\u7b54\u4ea4\u4e92<\/li>\n<li>\u591a\u8f6e\u5bf9\u8bdd\u5904\u7406<\/li>\n<li>\u4ee3\u7801\u7f16\u5199<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>1. AI\u670d\u52a1\u5668\u7684\u4f5c\u7528<\/h3>\n<p>AI\u670d\u52a1\u5668\u5c31\u662f\u4e0b\u4e0e\u63a5\u53d7deepseek\u6a21\u578b\u4ea4\u4e92, \u83b7\u53d6AI\u56de\u7b54\u540e\u8fd4\u56de\u5230\u5e94\u7528\u4e2d\u7684\u4e2d\u95f4\u670d\u52a1\u5668. \u5176\u529f\u80fd\u5982\u4e0b<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250421064557-6805e9a524775.png\" alt=\"\u670d\u52a1\u5668\u529f\u80fd\" \/><\/p>\n<p>\u5176\u5b9e\u4ece\u4e0a\u56fe\u770b\u51faAI\u670d\u52a1\u5668\u662f\u4e00\u4e2a\u5f88&#034;\u9e21\u808b&#034;\u7684\u529f\u80fd, \u8c8c\u4f3c\u540e\u7aef\u540c\u5b66\u53ef\u4ee5\u76f4\u63a5\u8c03\u7528deepseek\u6a21\u578b, \u4f46\u662f\u8fd9\u6837\u7684\u60c5\u5f62\u4e0d\u5229\u4e8e\u6211\u4eec\u5206\u5de5\u5f00\u53d1\u548c\u6211\u8fdb\u884c\u6a21\u578b\u7684\u7814\u7a76, \u6545\u6211\u6682\u65f6\u5b9e\u73b0\u4e86\u4e00\u4e2aAI\u670d\u52a1\u5668, \u5176\u5728\u540e\u671f\u53ef\u80fd\u878d\u5165\u540e\u7aef\u5f53\u4e2d, \u8be6\u89c1\u4e0b\u90e8\u5206\u67b6\u6784\u7684\u4ecb\u7ecd.<\/p>\n<h3>2. \u6211\u4eec\u7684\u9879\u76ee\u67b6\u6784<\/h3>\n<p>\u6211\u63d0\u51fa\u4e861, 2\u4e24\u79cd\u67b6\u6784, \u52a0\u4e0a\u6211\u4eec\u7ec4\u5458\u63d0\u51fa\u7684\u4e00\u79cd\u67b6\u6784\u5171\u4e09\u79cd<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250421064557-6805e9a54be69.png\" alt=\"\u9879\u76ee\u67b6\u6784\" \/><\/p>\n<p>\u8fd9\u4e09\u79cd\u67b6\u6784\u5404\u6709\u4f18\u52a3, \u6211\u5217\u4e3e\u5982\u4e0b<\/p>\n<ul>\n<li>\u65b9\u68481\n<ul>\n<li>\u51e0\u4e2a\u4f18\u70b9: \u5f00\u53d1\u5404\u81ea\u72ec\u7acb, \u5f88\u9002\u5408\u6211\u4eec\u8fd9\u6837\u7684\u5c0f\u7ec4\u4f5c\u4e1a, \u4e14\u53ef\u6269\u5c55\u6027\u9ad8, \u4ee3\u7801\u8026\u5408\u5ea6\u4f4e. \u9002\u5408\u8de8\u8bed\u8a00\u4f5c\u4e1a, \u50cf\u6211\u4eec\u7ec4\u540e\u7aef\u4f7f\u7528java\u4e14AI\u670d\u52a1\u4f7f\u7528python\u7684\u60c5\u51b5\u4e0b\u4e5f\u53ef\u7b80\u5355\u5730\u4f7f\u7528http\u7b49\u901a\u7528\u534f\u8bae\u8c03\u7528.<\/li>\n<li>\u7f3a\u70b9: \u540e\u671f\u95ee\u9898\u8ffd\u8e2a\u4e0d\u6613, \u4e14\u663e\u800c\u6613\u89c1\u7684\u6548\u7387\u4f4e, \u4f46\u5b9e\u5219\u4e0d\u7136, \u5176\u6548\u7387\u5728\u4ee5\u4e0b\u51e0\u79cd\u60c5\u5f62\u6709\u4f18\u52bf:\n<li>\u540e\u7aef\u548c\u670d\u52a1\u5668\u5728\u4e00\u53f0\u670d\u52a1\u5668\u4e0a\u8fd0\u884c, \u6b64\u65f6\u4e8c\u8005\u95f4\u901a\u4fe1\u8017\u65f6\u5f88\u5c0f, \u5f53\u7136\u901f\u5ea6\u8fd8\u662f\u4e0d\u5982\u65b9\u68482, \u4f46\u521d\u6b65\u8003\u8651\u6211\u4eec\u7684\u7528\u6237\u9700\u6c42\u5e94\u8be5\u591f\u7528.<\/li>\n<li>\u540e\u7aef\u6027\u80fd\u79ef\u538b, \u6bd4\u5982\u8981\u5904\u7406\u641c\u9898\u7b49\u590d\u6742\u4efb\u52a1, \u8fd9\u65f6\u5c06AI\u670d\u52a1\u5668\u5206\u79bb\u5230\u522b\u7684\u670d\u52a1\u5668\u4e0a\u53ef\u4ee5\u51cf\u7f13\u540e\u7aef\u6027\u80fd\u538b\u529b.<\/li>\n<li>AI\u6a21\u578b\u672c\u5730\u90e8\u7f72, \u5f53\u6211\u4eec\u5c06AI\u90e8\u7f72\u5230\u672c\u5730\u65f6, AI\u670d\u52a1\u5668\u53ef\u76f4\u63a5\u627f\u62c5AI\u6a21\u578b\u7684\u8fd0\u4f5c. \u76f8\u5f53\u4e8e\u67b6\u6784\u65b9\u6848\u56fe\u4e2d\u7684\u672c\u5730\u90e8\u7f72\u90e8\u5206.<\/li>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u65b9\u68482\n<ul>\n<li>\u4f18\u70b9:\u6548\u7387\u8f83\u9ad8.<\/li>\n<li>\u7f3a\u70b9:\u4ee3\u7801\u8026\u5408\u5ea6\u9ad8, \u540e\u7eed\u6269\u5c55\u56f0\u96be. \u5728\u672c\u5730\u90e8\u7f72\u65f6\u9700\u8981\u540e\u7aef\u81ea\u884c\u5904\u7406AI\u7684\u8f93\u51fa.<\/li>\n<\/ul>\n<\/li>\n<li>\u65b9\u68483\n<ul>\n<li>\u4f18\u70b9:\u96c6\u6210\u4e86\u65b9\u68481\u7684\u67b6\u6784\u4f18\u52bf\u548c\u65b9\u68482\u7684\u9ad8\u6548\u7387<\/li>\n<li>\u7f3a\u70b9:\u524d\u7aef\u5de5\u4f5c\u91cf\u5927, \u4e14\u9700\u8981\u5728\u6570\u636e\u7edf\u4e00\u5904\u7406\u548cAI\u670d\u52a1\u5668\u4e0d\u5b58\u6570\u636e\u95f4\u505a\u51fa\u9009\u62e9.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u7531\u4e8e\u6211\u4eec\u73b0\u5728\u7684\u9700\u6c42\u8f83\u7b80\u5355, \u53ea\u5728\u591a\u7528\u6237\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\u5904\u7406\u95f4\u6709\u4e9b\u8bb8\u7591\u95ee, \u6545\u4e09\u79cd\u67b6\u6784\u5747\u53ef, \u6211\u4eec\u6682\u5b9a\u65b9\u68481. \u56e0\u6b64\u4e0b\u6587\u4e2d\u6211\u90fd\u5047\u8bbe\u662f\u540e\u7aef\u8c03\u7528AI\u670d\u52a1\u5668.<\/p>\n<p>\u5927\u6a21\u578b\u7684\u6240\u6709\u8c03\u7528\u53c2\u6570\u57fa\u672c\u90fd\u53ef\u4ee5\u5728\u5bf9\u8bdd\u5185\u5bb9\u4e2d\u7ed9\u51fa, \u5176\u5f3a\u5927\u7684\u8bed\u8a00\u5904\u7406\u80fd\u529b\u4f7f\u5f97\u7528\u6237\u4e2a\u6027\u5316\u4fe1\u606f\u7684\u4f20\u9012\u975e\u5e38\u5bb9\u6613. \u4f8b\u5982:\u7528\u6237\u5728\u6570\u636e\u7ed3\u6784\u9886\u57df\u7b54\u9898\u6b63\u786e\u7387\u662f70%, \u6211\u4eec\u53ea\u9700\u8981\u628a\u8fd9\u4e2a\u4fe1\u606f\u544a\u8bc9deepseek\u5373\u53ef, \u65e0\u9700\u5176\u5b83\u5904\u7406. \u56e0\u6b64\u8fd9\u4f7f\u5f97AI\u670d\u52a1\u5668\u4e0e\u540e\u7aef\u7684\u4ea4\u4e92\u5f88\u7b80\u5355. \u6362\u53e5\u8bdd\u8bf4, \u8fd9\u5370\u8bc1\u4e86AI\u670d\u52a1\u5668\u5f88&#034;\u9e21\u808b&#034; .<\/p>\n<h3>3. AI\u670d\u52a1\u5668\u7f16\u5199<\/h3>\n<h4>AI\u670d\u52a1\u5668\u95ee\u7b54\u4ea4\u4e92<\/h4>\n<p>\u6211\u4eec\u7684\u5927\u8bed\u8a00\u6a21\u578b\u9700\u6c42\u5148\u5b9a\u4e3a\u667a\u80fd\u95ee\u7b54, \u667a\u80fd\u7b54\u9898\u548c\u667a\u80fd\u51fa\u9898. \u7531\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684API\u53c2\u6570\u8f83\u5c11, \u56e0\u6b64\u6211\u4eec\u53ea\u9700\u8bbe\u7f6e\u4e0d\u540c\u7684temperature\u548c\u5f15\u5bfc\u8bcd\u5373\u53ef. \u5f15\u5bfc\u8bcd\u4f8b\u5982: {&#034;role&#034;:&#034;system&#034;, &#034;content&#034;:&#034;\u4f60\u5728\u4e3a\u7528\u6237\u51fa\u9898, \u8bf7\u6309\u7167&#039;&lt;\u9898\u76ee&gt;\u9898\u76ee\u5185\u5bb9&lt;\/\u9898\u76ee&gt;&lt;\u7b54\u6848&gt;\u7b54\u6848\u5185\u5bb9&lt;\/\u7b54\u6848&gt;&#039;\u7684\u683c\u5f0f\u51fa\u9898&#034;} \u5f15\u5bfc\u8bcd\u7684\u8bbe\u7f6e\u53ef\u7531\u540e\u7aef\u6216\u670d\u52a1\u5668\u7aef\u5b8c\u6210. \u8fd4\u56de\u5373\u4e3a\u4e00\u6761json\u5bf9\u8bdd\u6216\u8005\u6d41\u6570\u636e\u6216\u8005\u7eaf\u7cb9\u662fAI\u56de\u7b54\u7684\u6587\u672c, \u5185\u5bb9\u4e3aAI\u7684\u56de\u7b54.<\/p>\n<h4>\u591a\u8f6e\u5bf9\u8bdd\u5904\u7406<\/h4>\n<p>\u6211\u4eec\u76ee\u524d\u8bbe\u5b9a\u4e00\u4e2a\u7528\u6237\u53ef\u4ee5\u6709\u82e5\u5e72\u4e2a\u5bf9\u8bdd, \u6bcf\u4e2a\u5bf9\u8bdd\u90fd\u6709\u5176\u552f\u4e00ID, \u56e0\u6b64AI\u670d\u52a1\u5668\u53ea\u5173\u6ce8\u5bf9\u8bddID\u800c\u4e0d\u5173\u6ce8\u7528\u6237, \u5bf9\u4e8e\u7528\u6237\u4fe1\u606f\u540e\u7aef\u8bb8\u901a\u8fc7\u53c2\u6570\u4f20\u9012\u6216\u8005\u76f4\u63a5\u653e\u5728\u4e0eAI\u7684\u5bf9\u8bdd\u4e2d, \u4f8b\u5982&#034;\u7528\u6237\u5728\u6570\u636e\u7ed3\u6784\u9886\u57df\u5386\u53f2\u6b63\u786e\u7387\u4e3a70%, \u8bf7\u636e\u6b64\u51fa\u4e00\u9053\u9898\u76ee, \u4f7f\u5176\u7b26\u5408\u5e76\u80fd\u63d0\u9ad8\u7528\u6237\u6c34\u5e73&#034; . \u8fd9\u79cd\u4e2a\u6027\u5316\u5de5\u4f5c\u53ef\u7531\u540e\u7aef\u6216\u8005AI\u670d\u52a1\u5668\u5b8c\u6210, \u6211\u4eec\u7ec4\u5728\u540e\u671f\u5408\u5e76\u9636\u6bb5\u53ef\u7531\u53cc\u65b9\u540c\u5b66\u5408\u4f5c\u5b8c\u6210.<\/p>\n<p>\u7528\u6237\u5bf9\u8bdd\u4fe1\u606f\u5b58\u50a8\u662f\u4e2a\u5927\u95ee\u9898. \u6211\u4eec\u6682\u65f6\u51b3\u5b9a\u5c06\u5bf9\u8bdd\u8bb0\u5f55\u5b58\u5230\u7528\u6237\u672c\u5730, \u8fd8\u6709\u4e00\u79cd\u53ef\u9009\u65b9\u6848\u662f\u5b58\u5230\u540e\u7aef\u670d\u52a1\u5668\u4e0a\u7684\u6570\u636e\u5e93\u4e2d.\u603b\u800c\u8a00\u4e4b, \u5176\u5927\u6982\u7387\u4e0d\u4f1a\u5b58\u5728AI\u670d\u52a1\u5668\u672c\u5730. \u56e0\u6b64, \u6211\u4eec\u9700\u8981\u5728\u5bf9\u8bdd\u5f00\u59cb\u65f6\u5c06\u5185\u5bb9\u52a0\u8f7d\u8fdbAI\u670d\u52a1\u5668\u4e2d. \u8003\u8651\u5230\u670d\u52a1\u5668\u5173\u65ad\u540e\u91cd\u542f\u7b49\u60c5\u51b5, \u6211\u9009\u62e9\u5904\u7406\u4ee5\u4e0b\u4e24\u79cd\u60c5\u51b5:<\/p>\n<li>\u540e\u7aef\u8c03\u7528\u521d\u59cb\u5316\u51fd\u6570, \u5728AI\u670d\u52a1\u5668\u7f13\u5b58\u4e2d\u6ce8\u518c\u5bf9\u8bddID, \u5e76\u5c06\u540e\u7aef\u7ed9\u7684\u5386\u53f2\u8bb0\u5f55\u5b58\u5165\u670d\u52a1\u5668\u7f13\u5b58\u4e2d.<\/li>\n<li>\u540e\u7aef\u8fdb\u884c\u5bf9\u8bdd\u8bf7\u6c42, \u8fd9\u65f6\u7f13\u5b58\u4e2d\u82e5\u6ca1\u6709\u6b64\u5bf9\u8bdd\u7684ID\u8bb0\u5f55, \u5219\u65b0\u5efa\u4e00\u4e2a ,\u82e5\u6709, \u5219\u8bfb\u53d6\u5386\u53f2\u5bf9\u8bdd\u8bb0\u5f55.<\/li>\n<h4>\u4ee3\u7801\u7f16\u5199<\/h4>\n<p>\u7c7b\u7684\u521d\u59cb\u5316, \u5176\u4e2dsave\u51fd\u6570\u8d1f\u8d23\u5c06\u5185\u5b58\u4e2d\u5386\u53f2\u8bb0\u5f55\u4f20\u56de\u540e\u7aef, \u8003\u8651\u5230\u524d\/\u540e\u7aef\u81ea\u4e3b\u7ef4\u62a4\u7528\u6237\u5bf9\u8bdd\u8bb0\u5f55\u7684\u8bbe\u8ba1, \u4e00\u822c\u7528\u4e0d\u5230.<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">DeepSeekChatServer<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\">#flask\u6846\u67b6<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>app <span class=\"token operator\">&#061;<\/span> Flask<span class=\"token punctuation\">(<\/span>__name__<span class=\"token punctuation\">)<\/span><br \/>\n        CORS<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>app<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token comment\">#\u5bf9\u8bdd\u5185\u5bb9\u5185\u5b58,\u91cd\u8981<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>conversations <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span>  <span class=\"token comment\"># {conversation_id: [messages]}<\/span><br \/>\n        <span class=\"token comment\">#api\u8c03\u7528\u76f8\u5173<\/span><br \/>\n        <span class=\"token comment\">#\u4e00\u822c\u4eba\u7528deepseek\u5b98\u7f51,\u8fd9\u662f\u6211\u4eec\u5b66\u6821\u7684api<\/span><br \/>\n        <span class=\"token comment\">#\u8bb0\u5f97\u628a\/v1\/chat\/completions\u90e8\u5206\u52a0\u4e0a<\/span><br \/>\n        <span class=\"token comment\">#openai\u7684\u5e93\u4f1a\u81ea\u52a8\u7ed9\u4f60\u6dfb\u52a0\u800c\u4f60\u81ea\u5df1\u5199\u7684request\u4e0d\u4f1a<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>api_base <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;http:\/\/\u5b66\u6821\u7ed9\u7684api\/v1\/chat\/completions&#034;<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>api_key <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;sk-\u5dee\u70b9\u5fd8\u4e86\u5220&#034;<\/span> <span class=\"token comment\">#\u586b\u5199\u4f60\u81ea\u5df1\u7684key<\/span><br \/>\n        <span class=\"token comment\">#model\u7c7b\u578b\u4e5f\u6309\u5b98\u7f51\u6765,\u8fd9\u4e2a\u662f\u81ea\u5df1api\u4e0a\u7684\u7c7b\u578b<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>AI_model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;DeepSeek-R1&#034;<\/span><br \/>\n        <span class=\"token comment\"># \u6ce8\u518c\u8def\u7531<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>app<span class=\"token punctuation\">.<\/span>add_url_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;\/chat&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;chat_endpoint&#039;<\/span><span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>chat_endpoint<span class=\"token punctuation\">,<\/span> methods<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;POST&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>app<span class=\"token punctuation\">.<\/span>add_url_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;\/save&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;save_conversation&#039;<\/span><span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>save_conversation<span class=\"token punctuation\">,<\/span> methods<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;POST&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>app<span class=\"token punctuation\">.<\/span>add_url_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;\/load&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;load_conversation&#039;<\/span><span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>load_conversation<span class=\"token punctuation\">,<\/span> methods<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;POST&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8bfb\u53d6\u5386\u53f2\u8bb0\u5f55\u4e0e\u521d\u59cb\u5316\u5bf9\u8bdd\u8bb0\u5f55<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">get_or_create_conversation<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> conversation_id<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        cid <span class=\"token operator\">&#061;<\/span> conversation_id <span class=\"token keyword\">or<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>uuid<span class=\"token punctuation\">.<\/span>uuid4<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> cid <span class=\"token keyword\">not<\/span> <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">[<\/span>cid<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> cid<br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">init_conversation<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        self<span class=\"token punctuation\">,<\/span><br \/>\n        conversation_id<span class=\"token punctuation\">:<\/span> Optional<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        init_messages<span class=\"token punctuation\">:<\/span> Optional<span class=\"token punctuation\">[<\/span>List<span class=\"token punctuation\">[<\/span>Dict<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u521d\u59cb\u5316\u6216\u91cd\u7f6e\u5bf9\u8bdd&#xff0c;\u4e25\u683c\u6821\u9a8c\u6d88\u606f\u683c\u5f0f&#034;&#034;&#034;<\/span><br \/>\n        cid <span class=\"token operator\">&#061;<\/span> conversation_id <span class=\"token keyword\">or<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>uuid<span class=\"token punctuation\">.<\/span>uuid4<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u6821\u9a8c\u521d\u59cb\u5316\u6d88\u606f<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> init_messages <span class=\"token keyword\">is<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>init_messages<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u521d\u59cb\u5316\u6d88\u606f\u5fc5\u987b\u662f\u6d88\u606f\u5217\u8868&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token builtin\">all<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>_validate_message<span class=\"token punctuation\">(<\/span>msg<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> msg <span class=\"token keyword\">in<\/span> init_messages<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6d88\u606f\u683c\u5f0f\u4e0d\u5408\u6cd5&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">[<\/span>cid<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> init_messages<span class=\"token punctuation\">.<\/span>copy<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> init_messages <span class=\"token keyword\">else<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> cid<\/p>\n<p>\u4f20\u8f93\u4fe1\u606f\u5408\u6cd5\u6027\u68c0\u9a8c,\u5982\u679c\u662f\u4fe1\u4efb\u7684\u540e\u7aef\u4f20\u6765\u7684,\u5efa\u8bae\u4e0d\u4f7f\u7528\u4ee5\u63d0\u9ad8\u6548\u7387.<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_validate_message<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> message<span class=\"token punctuation\">:<\/span> Dict<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">bool<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        required_keys <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>message<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">and<\/span> <span class=\"token builtin\">all<\/span><span class=\"token punctuation\">(<\/span>key <span class=\"token keyword\">in<\/span> message <span class=\"token keyword\">for<\/span> key <span class=\"token keyword\">in<\/span> required_keys<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">and<\/span> message<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;assistant&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">and<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>message<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">and<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>message<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>\u4e3b\u8981\u7684\u8bf7\u6c42\u5904\u7406\u90e8\u5206, \u652f\u6301\u6d41\u5f0f\u548c\u975e\u6d41\u5f0f\u8f93\u51fa, \u8ba9deepseek\u7ed9\u6211\u52a0\u4e86\u5f88\u591a\u9519\u8bef\u5904\u7406\u90e8\u5206. \u6ce8\u610fdata, header\u7b49\u90e8\u5206\u5176\u5b9e\u53ef\u4ee5\u5199\u5230\u7c7b\u7684\u5c5e\u6027\u91cc\u4ee5\u63d0\u9ad8\u6548\u7387, \u4e0d\u7528\u6bcf\u6b21\u90fd\u5728\u4ee3\u7801\u91cc\u751f\u6210, \u4f46\u662f\u6211\u4eec\u7684\u9879\u76ee\u8fd8\u6ca1\u56fa\u5b9a, \u5148\u8fd9\u4e48\u5199\u7740.<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_build_headers<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;Content-Type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;application\/json&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;Authorization&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Bearer <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>api_key<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;Accept&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;application\/json&#034;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_response<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> conversation_id<span class=\"token punctuation\">,<\/span> stream<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        messages <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>conversation_id<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        data <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;model&#034;<\/span><span class=\"token punctuation\">:<\/span> self<span class=\"token punctuation\">.<\/span>AI_model<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;messages&#034;<\/span><span class=\"token punctuation\">:<\/span> messages<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;temperature&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.7<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;stream&#034;<\/span><span class=\"token punctuation\">:<\/span> stream<br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        response <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>api_base<span class=\"token punctuation\">,<\/span><br \/>\n            headers<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>_build_headers<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            json<span class=\"token operator\">&#061;<\/span>data<span class=\"token punctuation\">,<\/span><br \/>\n            stream<span class=\"token operator\">&#061;<\/span>stream<br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">if<\/span> response<span class=\"token punctuation\">.<\/span>status_code <span class=\"token operator\">!&#061;<\/span> <span class=\"token number\">200<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;API Error: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>response<span class=\"token punctuation\">.<\/span>text<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">500<\/span><\/p>\n<p>        <span class=\"token keyword\">if<\/span> stream<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">def<\/span> <span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                full_content <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span><br \/>\n                <span class=\"token keyword\">for<\/span> line <span class=\"token keyword\">in<\/span> response<span class=\"token punctuation\">.<\/span>iter_lines<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> line<span class=\"token punctuation\">:<\/span><br \/>\n                        <span class=\"token keyword\">continue<\/span><\/p>\n<p>                    decoded_line <span class=\"token operator\">&#061;<\/span> line<span class=\"token punctuation\">.<\/span>decode<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;utf-8&#039;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> decoded_line<span class=\"token punctuation\">.<\/span>startswith<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;data: &#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                        <span class=\"token keyword\">continue<\/span><\/p>\n<p>                    chunk <span class=\"token operator\">&#061;<\/span> json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>decoded_line<span class=\"token punctuation\">[<\/span><span class=\"token number\">6<\/span><span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token keyword\">if<\/span> chunk<span class=\"token operator\">&#061;&#061;<\/span><span class=\"token string\">&#034;[DONE]&#034;<\/span> <span class=\"token punctuation\">:<\/span><br \/>\n                        <span class=\"token keyword\">break<\/span><\/p>\n<p>                    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                        <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;content&#034;<\/span> <span class=\"token keyword\">in<\/span> chunk<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;choices&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;delta&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                            delta <span class=\"token operator\">&#061;<\/span> chunk<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;choices&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;delta&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n                            full_content <span class=\"token operator\">&#043;&#061;<\/span> delta<br \/>\n                            <span class=\"token keyword\">yield<\/span> delta<br \/>\n                    <span class=\"token keyword\">except<\/span> json<span class=\"token punctuation\">.<\/span>JSONDecodeError<span class=\"token punctuation\">:<\/span><br \/>\n                        <span class=\"token keyword\">yield<\/span> <span class=\"token string\">&#034;[\u6570\u636e\u89e3\u6790\u9519\u8bef]&#034;<\/span><br \/>\n                self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">[<\/span>conversation_id<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n                    <span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;assistant&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> full_content<br \/>\n                <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> Response<span class=\"token punctuation\">(<\/span>generate<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> mimetype<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;text\/event-stream&#039;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            content <span class=\"token operator\">&#061;<\/span> response<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;choices&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;message&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">[<\/span>conversation_id<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;assistant&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> content<br \/>\n            <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;conversation_id&#034;<\/span><span class=\"token punctuation\">:<\/span> conversation_id<span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;response&#034;<\/span><span class=\"token punctuation\">:<\/span> content<br \/>\n            <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u5411\u5916\u66b4\u9732\u7684\u63a5\u53e3\u4e0e\u8fd0\u884c, \u4e5f\u8ba9deepseek\u6dfb\u52a0\u4e86\u5f88\u591a\u9519\u8bef\u5904\u7406.<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">chat_endpoint<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        data <span class=\"token operator\">&#061;<\/span> request<span class=\"token punctuation\">.<\/span>json<br \/>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># \u6821\u9a8c\u57fa\u7840\u53c2\u6570<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#039;message&#039;<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token keyword\">in<\/span> data <span class=\"token keyword\">or<\/span> <span class=\"token keyword\">not<\/span> data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;message&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6d88\u606f\u5185\u5bb9\u4e0d\u80fd\u4e3a\u7a7a&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">400<\/span><br \/>\n            <span class=\"token comment\"># \u5904\u7406\u5bf9\u8bddID<\/span><br \/>\n            cid <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>get_or_create_conversation<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;conversation_id&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token comment\"># \u6784\u9020\u6d88\u606f<\/span><br \/>\n            new_message <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <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><br \/>\n                <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;message&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> self<span class=\"token punctuation\">.<\/span>_validate_message<span class=\"token punctuation\">(<\/span>new_message<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u65e0\u6548\u7684\u6d88\u606f\u7ed3\u6784&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">400<\/span><br \/>\n            <span class=\"token comment\"># \u6dfb\u52a0\u6d88\u606f<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">[<\/span>cid<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>new_message<span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span>generate_response<span class=\"token punctuation\">(<\/span>cid<span class=\"token punctuation\">,<\/span> data<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;stream&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">except<\/span> KeyError<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u8bf7\u6c42\u683c\u5f0f\u9519\u8bef&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">400<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">save_conversation<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        data <span class=\"token operator\">&#061;<\/span> request<span class=\"token punctuation\">.<\/span>json<br \/>\n        cid <span class=\"token operator\">&#061;<\/span> data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;conversation_id&#039;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;conversation_id&#034;<\/span><span class=\"token punctuation\">:<\/span> cid<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;messages&#034;<\/span><span class=\"token punctuation\">:<\/span> self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>cid<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">load_conversation<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        data <span class=\"token operator\">&#061;<\/span> request<span class=\"token punctuation\">.<\/span>json<br \/>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            cid <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>init_conversation<span class=\"token punctuation\">(<\/span><br \/>\n                data<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;conversation_id&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;messages&#039;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;conversation_id&#034;<\/span><span class=\"token punctuation\">:<\/span> cid<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">200<\/span><br \/>\n        <span class=\"token keyword\">except<\/span> KeyError<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u7f3a\u5c11\u5fc5\u8981\u53c2\u6570 messages&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">400<\/span><br \/>\n        <span class=\"token keyword\">except<\/span> ValueError <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>e<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">400<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">run<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> host<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;127.0.0.1&#039;<\/span><span class=\"token punctuation\">,<\/span> port<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5000<\/span><span class=\"token punctuation\">,<\/span> debug<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>app<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>host<span class=\"token operator\">&#061;<\/span>host<span class=\"token punctuation\">,<\/span> port<span class=\"token operator\">&#061;<\/span>port<span class=\"token punctuation\">,<\/span> debug<span class=\"token operator\">&#061;<\/span>debug<span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd0\u884c\u4ee3\u7801<\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#039;__main__&#039;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    server <span class=\"token operator\">&#061;<\/span> DeepSeekChatServer<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    server<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u5b8c\u6574\u4ee3\u7801<\/p>\n<p><span class=\"token keyword\">import<\/span> os<br \/>\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> Dict<span class=\"token punctuation\">,<\/span> List<span class=\"token punctuation\">,<\/span> Optional<br \/>\n<span class=\"token keyword\">import<\/span> uuid<br \/>\n<span class=\"token keyword\">import<\/span> json<br \/>\n<span class=\"token keyword\">from<\/span> flask <span class=\"token keyword\">import<\/span> Flask<span class=\"token punctuation\">,<\/span> request<span class=\"token punctuation\">,<\/span> jsonify<span class=\"token punctuation\">,<\/span> Response<br \/>\n<span class=\"token keyword\">from<\/span> flask_cors <span class=\"token keyword\">import<\/span> CORS<br \/>\n<span class=\"token keyword\">import<\/span> requests<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">DeepSeekChatServer<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\">#flask\u6846\u67b6<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>app <span class=\"token operator\">&#061;<\/span> Flask<span class=\"token punctuation\">(<\/span>__name__<span class=\"token punctuation\">)<\/span><br \/>\n        CORS<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>app<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token comment\">#\u5bf9\u8bdd\u5185\u5bb9\u5185\u5b58,\u91cd\u8981<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>conversations <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span>  <span class=\"token comment\"># {conversation_id: [messages]}<\/span><br \/>\n        <span class=\"token comment\">#api\u8c03\u7528\u76f8\u5173<\/span><br \/>\n        <span class=\"token comment\">#\u4e00\u822c\u4eba\u7528deepseek\u5b98\u7f51,\u8fd9\u662f\u6211\u4eec\u5b66\u6821\u7684api<\/span><br \/>\n        <span class=\"token comment\">#\u8bb0\u5f97\u628a\/v1\/chat\/completions\u90e8\u5206\u52a0\u4e0a<\/span><br \/>\n        <span class=\"token comment\">#openai\u7684\u5e93\u4f1a\u81ea\u52a8\u7ed9\u4f60\u6dfb\u52a0\u800c\u4f60\u81ea\u5df1\u5199\u7684request\u4e0d\u4f1a<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>api_base <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;http:\/\/\u67d0\u4e2aapi:\u67d0\u4e2a\u7aef\u53e3\/v1\/chat\/completions&#034;<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>api_key <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;sk-\u53c8\u5dee\u70b9\u5fd8\u4e86\u5220&#034;<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>AI_model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;DeepSeek-R1&#034;<\/span><br \/>\n        <span class=\"token comment\"># \u6ce8\u518c\u8def\u7531<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>app<span class=\"token punctuation\">.<\/span>add_url_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;\/chat&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;chat_endpoint&#039;<\/span><span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>chat_endpoint<span class=\"token punctuation\">,<\/span> methods<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;POST&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>app<span class=\"token punctuation\">.<\/span>add_url_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;\/save&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;save_conversation&#039;<\/span><span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>save_conversation<span class=\"token punctuation\">,<\/span> methods<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;POST&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>app<span class=\"token punctuation\">.<\/span>add_url_rule<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;\/load&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;load_conversation&#039;<\/span><span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>load_conversation<span class=\"token punctuation\">,<\/span> methods<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;POST&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">get_or_create_conversation<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> conversation_id<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">None<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        cid <span class=\"token operator\">&#061;<\/span> conversation_id <span class=\"token keyword\">or<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>uuid<span class=\"token punctuation\">.<\/span>uuid4<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> cid <span class=\"token keyword\">not<\/span> <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">[<\/span>cid<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> cid<br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">init_conversation<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        self<span class=\"token punctuation\">,<\/span><br \/>\n        conversation_id<span class=\"token punctuation\">:<\/span> Optional<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        init_messages<span class=\"token punctuation\">:<\/span> Optional<span class=\"token punctuation\">[<\/span>List<span class=\"token punctuation\">[<\/span>Dict<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u521d\u59cb\u5316\u6216\u91cd\u7f6e\u5bf9\u8bdd&#xff0c;\u4e25\u683c\u6821\u9a8c\u6d88\u606f\u683c\u5f0f&#034;&#034;&#034;<\/span><br \/>\n        cid <span class=\"token operator\">&#061;<\/span> conversation_id <span class=\"token keyword\">or<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>uuid<span class=\"token punctuation\">.<\/span>uuid4<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u6821\u9a8c\u521d\u59cb\u5316\u6d88\u606f<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> init_messages <span class=\"token keyword\">is<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>init_messages<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u521d\u59cb\u5316\u6d88\u606f\u5fc5\u987b\u662f\u6d88\u606f\u5217\u8868&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token builtin\">all<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>_validate_message<span class=\"token punctuation\">(<\/span>msg<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> msg <span class=\"token keyword\">in<\/span> init_messages<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">raise<\/span> ValueError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6d88\u606f\u683c\u5f0f\u4e0d\u5408\u6cd5&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">[<\/span>cid<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> init_messages<span class=\"token punctuation\">.<\/span>copy<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> init_messages <span class=\"token keyword\">else<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> cid<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_validate_message<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> message<span class=\"token punctuation\">:<\/span> Dict<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">bool<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        required_keys <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>message<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">and<\/span> <span class=\"token builtin\">all<\/span><span class=\"token punctuation\">(<\/span>key <span class=\"token keyword\">in<\/span> message <span class=\"token keyword\">for<\/span> key <span class=\"token keyword\">in<\/span> required_keys<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">and<\/span> message<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;assistant&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">and<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>message<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">and<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>message<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_build_headers<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;Content-Type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;application\/json&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;Authorization&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Bearer <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>api_key<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;Accept&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;application\/json&#034;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_response<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> conversation_id<span class=\"token punctuation\">,<\/span> stream<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        messages <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>conversation_id<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        data <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;model&#034;<\/span><span class=\"token punctuation\">:<\/span> self<span class=\"token punctuation\">.<\/span>AI_model<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;messages&#034;<\/span><span class=\"token punctuation\">:<\/span> messages<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;temperature&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.7<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;stream&#034;<\/span><span class=\"token punctuation\">:<\/span> stream<br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        response <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>api_base<span class=\"token punctuation\">,<\/span><br \/>\n            headers<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>_build_headers<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            json<span class=\"token operator\">&#061;<\/span>data<span class=\"token punctuation\">,<\/span><br \/>\n            stream<span class=\"token operator\">&#061;<\/span>stream<br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">if<\/span> response<span class=\"token punctuation\">.<\/span>status_code <span class=\"token operator\">!&#061;<\/span> <span class=\"token number\">200<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;API Error: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>response<span class=\"token punctuation\">.<\/span>text<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">500<\/span><\/p>\n<p>        <span class=\"token keyword\">if<\/span> stream<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">def<\/span> <span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                full_content <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span><br \/>\n                <span class=\"token keyword\">for<\/span> line <span class=\"token keyword\">in<\/span> response<span class=\"token punctuation\">.<\/span>iter_lines<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> line<span class=\"token punctuation\">:<\/span><br \/>\n                        <span class=\"token keyword\">continue<\/span><\/p>\n<p>                    decoded_line <span class=\"token operator\">&#061;<\/span> line<span class=\"token punctuation\">.<\/span>decode<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;utf-8&#039;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> decoded_line<span class=\"token punctuation\">.<\/span>startswith<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;data: &#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                        <span class=\"token keyword\">continue<\/span><\/p>\n<p>                    chunk <span class=\"token operator\">&#061;<\/span> json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>decoded_line<span class=\"token punctuation\">[<\/span><span class=\"token number\">6<\/span><span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token keyword\">if<\/span> chunk<span class=\"token operator\">&#061;&#061;<\/span><span class=\"token string\">&#034;[DONE]&#034;<\/span> <span class=\"token punctuation\">:<\/span><br \/>\n                        <span class=\"token keyword\">break<\/span><\/p>\n<p>                    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                        <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;content&#034;<\/span> <span class=\"token keyword\">in<\/span> chunk<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;choices&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;delta&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                            delta <span class=\"token operator\">&#061;<\/span> chunk<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;choices&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;delta&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n                            full_content <span class=\"token operator\">&#043;&#061;<\/span> delta<br \/>\n                            <span class=\"token keyword\">yield<\/span> delta<br \/>\n                    <span class=\"token keyword\">except<\/span> json<span class=\"token punctuation\">.<\/span>JSONDecodeError<span class=\"token punctuation\">:<\/span><br \/>\n                        <span class=\"token keyword\">yield<\/span> <span class=\"token string\">&#034;[\u6570\u636e\u89e3\u6790\u9519\u8bef]&#034;<\/span><br \/>\n                self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">[<\/span>conversation_id<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n                    <span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;assistant&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> full_content<br \/>\n                <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> Response<span class=\"token punctuation\">(<\/span>generate<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> mimetype<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;text\/event-stream&#039;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            content <span class=\"token operator\">&#061;<\/span> response<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;choices&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;message&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">[<\/span>conversation_id<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;assistant&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> content<br \/>\n            <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;conversation_id&#034;<\/span><span class=\"token punctuation\">:<\/span> conversation_id<span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;response&#034;<\/span><span class=\"token punctuation\">:<\/span> content<br \/>\n            <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">chat_endpoint<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        data <span class=\"token operator\">&#061;<\/span> request<span class=\"token punctuation\">.<\/span>json<br \/>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># \u6821\u9a8c\u57fa\u7840\u53c2\u6570<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#039;message&#039;<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token keyword\">in<\/span> data <span class=\"token keyword\">or<\/span> <span class=\"token keyword\">not<\/span> data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;message&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6d88\u606f\u5185\u5bb9\u4e0d\u80fd\u4e3a\u7a7a&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">400<\/span><br \/>\n            <span class=\"token comment\"># \u5904\u7406\u5bf9\u8bddID<\/span><br \/>\n            cid <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>get_or_create_conversation<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;conversation_id&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token comment\"># \u6784\u9020\u6d88\u606f<\/span><br \/>\n            new_message <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <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><br \/>\n                <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;message&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> self<span class=\"token punctuation\">.<\/span>_validate_message<span class=\"token punctuation\">(<\/span>new_message<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u65e0\u6548\u7684\u6d88\u606f\u7ed3\u6784&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">400<\/span><br \/>\n            <span class=\"token comment\"># \u6dfb\u52a0\u6d88\u606f<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">[<\/span>cid<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>new_message<span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span>generate_response<span class=\"token punctuation\">(<\/span>cid<span class=\"token punctuation\">,<\/span> data<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;stream&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">except<\/span> KeyError<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u8bf7\u6c42\u683c\u5f0f\u9519\u8bef&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">400<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">save_conversation<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        data <span class=\"token operator\">&#061;<\/span> request<span class=\"token punctuation\">.<\/span>json<br \/>\n        cid <span class=\"token operator\">&#061;<\/span> data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;conversation_id&#039;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;conversation_id&#034;<\/span><span class=\"token punctuation\">:<\/span> cid<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;messages&#034;<\/span><span class=\"token punctuation\">:<\/span> self<span class=\"token punctuation\">.<\/span>conversations<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>cid<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">load_conversation<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        data <span class=\"token operator\">&#061;<\/span> request<span class=\"token punctuation\">.<\/span>json<br \/>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            cid <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>init_conversation<span class=\"token punctuation\">(<\/span><br \/>\n                data<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;conversation_id&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;messages&#039;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;conversation_id&#034;<\/span><span class=\"token punctuation\">:<\/span> cid<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">200<\/span><br \/>\n        <span class=\"token keyword\">except<\/span> KeyError<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u7f3a\u5c11\u5fc5\u8981\u53c2\u6570 messages&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">400<\/span><br \/>\n        <span class=\"token keyword\">except<\/span> ValueError <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> jsonify<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>e<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">400<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">run<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> host<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;127.0.0.1&#039;<\/span><span class=\"token punctuation\">,<\/span> port<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5000<\/span><span class=\"token punctuation\">,<\/span> debug<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>app<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>host<span class=\"token operator\">&#061;<\/span>host<span class=\"token punctuation\">,<\/span> port<span class=\"token operator\">&#061;<\/span>port<span class=\"token punctuation\">,<\/span> debug<span class=\"token operator\">&#061;<\/span>debug<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#039;__main__&#039;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    server <span class=\"token operator\">&#061;<\/span> DeepSeekChatServer<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    server<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb701\u6b21\uff0c\u70b9\u8d5e30\u6b21\uff0c\u6536\u85cf8\u6b21\u3002deepseek AI\u670d\u52a1\u5668\u642d\u5efa,\u7b80\u5355\u5b9e\u73b0\u8c03\u7528deepseek\u4e0e\u5904\u7406\u548c\u4fdd\u5b58\u5bf9\u8bdd\u4fe1\u606f.<\/p>\n","protected":false},"author":2,"featured_media":31515,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[66,53,153,81,50,2544,43],"topic":[],"class_list":{"0":"post-31517","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","6":"hentry","7":"category-server","8":"tag-ai","10":"tag-flask","11":"tag-python","12":"tag-50","13":"tag-2544","14":"tag-43"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5c71\u4e1c\u5927\u5b66\u9879\u76ee\u5b9e\u8bad\uff082\uff09 AI\u54cd\u5e94\u670d\u52a1\u5668\u7684\u642d\u5efa - \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\/31517.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5c71\u4e1c\u5927\u5b66\u9879\u76ee\u5b9e\u8bad\uff082\uff09 AI\u54cd\u5e94\u670d\u52a1\u5668\u7684\u642d\u5efa - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb701\u6b21\uff0c\u70b9\u8d5e30\u6b21\uff0c\u6536\u85cf8\u6b21\u3002deepseek AI\u670d\u52a1\u5668\u642d\u5efa,\u7b80\u5355\u5b9e\u73b0\u8c03\u7528deepseek\u4e0e\u5904\u7406\u548c\u4fdd\u5b58\u5bf9\u8bdd\u4fe1\u606f.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/31517.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-21T06:45:58+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250421064557-6805e9a524775.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=\"6 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/31517.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/31517.html\",\"name\":\"\u5c71\u4e1c\u5927\u5b66\u9879\u76ee\u5b9e\u8bad\uff082\uff09 AI\u54cd\u5e94\u670d\u52a1\u5668\u7684\u642d\u5efa - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2025-04-21T06:45:58+00:00\",\"dateModified\":\"2025-04-21T06:45:58+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/31517.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/31517.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/31517.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5c71\u4e1c\u5927\u5b66\u9879\u76ee\u5b9e\u8bad\uff082\uff09 AI\u54cd\u5e94\u670d\u52a1\u5668\u7684\u642d\u5efa\"}]},{\"@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":"\u5c71\u4e1c\u5927\u5b66\u9879\u76ee\u5b9e\u8bad\uff082\uff09 AI\u54cd\u5e94\u670d\u52a1\u5668\u7684\u642d\u5efa - \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\/31517.html","og_locale":"zh_CN","og_type":"article","og_title":"\u5c71\u4e1c\u5927\u5b66\u9879\u76ee\u5b9e\u8bad\uff082\uff09 AI\u54cd\u5e94\u670d\u52a1\u5668\u7684\u642d\u5efa - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb701\u6b21\uff0c\u70b9\u8d5e30\u6b21\uff0c\u6536\u85cf8\u6b21\u3002deepseek AI\u670d\u52a1\u5668\u642d\u5efa,\u7b80\u5355\u5b9e\u73b0\u8c03\u7528deepseek\u4e0e\u5904\u7406\u548c\u4fdd\u5b58\u5bf9\u8bdd\u4fe1\u606f.","og_url":"https:\/\/www.wsisp.com\/helps\/31517.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2025-04-21T06:45:58+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250421064557-6805e9a524775.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"6 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/31517.html","url":"https:\/\/www.wsisp.com\/helps\/31517.html","name":"\u5c71\u4e1c\u5927\u5b66\u9879\u76ee\u5b9e\u8bad\uff082\uff09 AI\u54cd\u5e94\u670d\u52a1\u5668\u7684\u642d\u5efa - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2025-04-21T06:45:58+00:00","dateModified":"2025-04-21T06:45:58+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/31517.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/31517.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/31517.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u5c71\u4e1c\u5927\u5b66\u9879\u76ee\u5b9e\u8bad\uff082\uff09 AI\u54cd\u5e94\u670d\u52a1\u5668\u7684\u642d\u5efa"}]},{"@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\/31517","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=31517"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/31517\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/31515"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=31517"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=31517"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=31517"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=31517"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}