{"id":105965,"date":"2026-09-16T13:40:34","date_gmt":"2026-09-16T05:40:34","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/105965.html"},"modified":"2026-09-16T13:40:34","modified_gmt":"2026-09-16T05:40:34","slug":"weclaw-%e6%9e%b6%e6%9e%84%e6%bc%94%e8%bf%9b%e5%8f%b2%ef%bc%9a%e4%bb%8e-0-%e5%88%b0-1-%e6%9e%84%e5%bb%ba%e8%b7%a8%e5%b9%b3%e5%8f%b0-ai-%e5%8a%a9%e6%89%8b%e7%9a%84%e5%ae%8c%e6%95%b4%e5%8e%86%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/105965.html","title":{"rendered":"WeClaw \u67b6\u6784\u6f14\u8fdb\u53f2\uff1a\u4ece 0 \u5230 1 \u6784\u5efa\u8de8\u5e73\u53f0 AI \u52a9\u624b\u7684\u5b8c\u6574\u5386\u7a0b"},"content":{"rendered":"<p>&#x1f44b; Hi&#xff0c;\u5e26\u5a03\u7684\u6211\u70ed\u7231 AI \u5927\u6a21\u578b\u5e94\u7528\u843d\u5730\u3001\u610f\u8bc6\u89e3\u7801\u4e0e AI \u5f00\u53d1\u5de5\u5177\u94fe \u3002 &#x1f4a1; \u521b\u4e1a\u8def\u4e0a&#xff0c;\u7528\u6280\u672f\u6362\u65f6\u95f4&#xff0c;\u4e00\u8d77\u628a AI \u53d8\u6210\u751f\u4ea7\u529b &#x1f680; &gt;<\/p>\n<hr \/>\n<h2>WeClaw \u67b6\u6784\u6f14\u8fdb\u53f2&#xff1a;\u4ece 0 \u5230 1 \u6784\u5efa\u8de8\u5e73\u53f0 AI \u52a9\u624b\u7684\u5b8c\u6574\u5386\u7a0b<\/h2>\n<p>\u7cfb\u5217\u6587\u7ae0\u7b2c 17 \u7bc7 &#8211; \u6536\u5b98\u4e4b\u4f5c&#xff1a;\u6280\u672f\u9009\u578b\u3001\u5173\u952e\u51b3\u7b56\u4e0e\u5b9d\u8d35\u7ecf\u9a8c\u5168\u5206\u4eab<\/p>\n<hr \/>\n<h3>&#x1f4da; \u4e13\u680f\u4fe1\u606f<\/h3>\n<p>\u300a\u4ece\u96f6\u5230\u4e00\u6784\u5efa\u8de8\u5e73\u53f0 AI \u52a9\u624b&#xff1a;WeClaw \u5b9e\u6218\u6307\u5357\u300b\u4e13\u680f<\/p>\n<p>\u672c\u6587\u662f\u6a21\u5757\u4e03\u7b2c 1 \u7bc7&#xff0c;\u4e5f\u662f\u6574\u4e2a\u7cfb\u5217\u7684\u6536\u5b98\u4e4b\u4f5c&#xff0c;\u5c06\u5e26\u60a8\u56de\u987e WeClaw 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\u6761\u8840\u6cea\u7ecf\u9a8c\u548c\u672a\u6765\u89c4\u5212\u3002<\/p>\n<p>\u80cc\u666f&#xff1a;2025 \u5e74\u521d&#xff0c;\u4f5c\u8005\u9700\u8981\u4e00\u4e2a\u80fd\u540c\u65f6\u8fd0\u884c\u5728 Windows\u3001macOS\u3001Linux\u4e0a\u7684AI\u52a9\u624b&#xff0c;\u5e02\u9762\u4e0a\u8981\u4e48\u592a\u91cd&#xff08;Electron \u5e94\u7528&#xff09;&#xff0c;\u8981\u4e48\u592a\u8f7b&#xff08;\u547d\u4ee4\u884c\u5de5\u5177&#xff09;\u3002\u4e8e\u662f\u51b3\u5b9a\u81ea\u5df1\u52a8\u624b&#xff0c;\u4ece\u96f6\u5f00\u59cb\u6784\u5efa\u4e00\u4e2a\u771f\u6b63\u597d\u7528\u7684\u8de8\u5e73\u53f0 AI \u52a9\u624b\u3002<\/p>\n<p>\u6838\u5fc3\u95ee\u9898&#xff1a;\u4e3a\u4ec0\u4e48\u9009\u62e9 PWA\u800c\u975eElectron&#xff1f;\u4e3a\u4ec0\u4e48\u91c7\u7528\u6df7\u5408\u901a\u8baf\u67b6\u6784&#xff1f;\u5982\u4f55\u5728\u8d44\u6e90\u6709\u9650\u7684\u60c5\u51b5\u4e0b\u5feb\u901f\u8fed\u4ee3&#xff1f;\u5982\u4f55\u5e73\u8861\u5f00\u53d1\u6548\u7387\u548c\u7cfb\u7edf\u6027\u80fd&#xff1f;\u5982\u4f55\u4ece\u4e2a\u4eba\u9879\u76ee\u8d70\u5411\u4f01\u4e1a\u7ea7\u5e94\u7528&#xff1f;<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;\u91c7\u7528\u6e10\u8fdb\u5f0f\u6f14\u8fdb\u7b56\u7565&#xff0c;\u6bcf\u4e2a\u9636\u6bb5\u89e3\u51b3\u4e00\u4e2a\u6838\u5fc3\u75db\u70b9&#xff1b;\u6280\u672f\u9009\u578b\u575a\u6301&#034;\u7b80\u5355\u591f\u7528\u5c31\u597d&#034;\u539f\u5219&#xff1b;\u67b6\u6784\u8bbe\u8ba1\u9075\u5faa&#034;\u9ad8\u5185\u805a\u4f4e\u8026\u5408&#034;\u7406\u5ff5&#xff1b;\u56e2\u961f\u5efa\u8bbe\u79c9\u627f&#034;\u6587\u6863\u9a71\u52a8 &#043; \u6d4b\u8bd5\u5148\u884c&#034;\u6587\u5316\u3002<\/p>\n<p>\u5173\u952e\u6210\u679c&#xff1a;<\/p>\n<ul>\n<li>\u4ece 0 \u5230 1 \u5386\u65f6 18 \u4e2a\u6708&#xff0c;\u8fed\u4ee3 47 \u4e2a\u7248\u672c<\/li>\n<li>\u652f\u6301 Windows\/macOS\/Linux\u4e09\u5e73\u53f0<\/li>\n<li>\u65e5\u6d3b\u8dc3\u7528\u6237\u7a81\u7834 10,000&#043;<\/li>\n<li>GitHub Star \u6570\u8fbe\u5230 3,500&#043;<\/li>\n<li>\u751f\u4ea7\u73af\u5883\u53ef\u7528\u6027 99.9%<\/li>\n<\/ul>\n<p>\u9002\u5408\u8bfb\u8005&#xff1a;\u6240\u6709\u5f00\u53d1\u8005&#xff0c;\u7279\u522b\u662f\u60f3\u4ece 0 \u5230 1 \u6784\u5efa\u4ea7\u54c1\u7684\u521b\u4e1a\u8005\u3001\u6280\u672f\u8d1f\u8d23\u4eba\u3001\u72ec\u7acb\u5f00\u53d1\u8005<\/p>\n<p>\u9605\u8bfb\u65f6\u957f&#xff1a;\u7ea6 15 \u5206\u949f<\/p>\n<p>\u5173\u952e\u8bcd&#xff1a;\u67b6\u6784\u6f14\u8fdb \u3001\u6280\u672f\u9009\u578b\u3001\u521b\u4e1a\u7ecf\u9a8c\u3001PWA\u3001\u8de8\u5e73\u53f0\u3001\u4ea7\u54c1\u601d\u7ef4\u3001\u5de5\u7a0b\u5b9e\u8df5<\/p>\n<hr \/>\n<h3>\u4e00\u3001\u4e3a\u4ec0\u4e48\u8981\u5199&#034;\u67b6\u6784\u6f14\u8fdb\u53f2&#034;&#xff1f;\u2014\u2014\u7ad9\u5728\u5de8\u4eba\u7684\u80a9\u8180\u4e0a<\/h3>\n<h4>1.1 \u521d\u5fc3&#xff1a;\u8ba9\u540e\u6765\u8005\u5c11\u8d70\u5f2f\u8def<\/h4>\n<p>2025 \u5e74\u521d&#xff0c;\u5f53\u6211\u51b3\u5b9a\u521b\u5efa WeClaw \u65f6&#xff0c;\u9762\u4e34\u65e0\u6570\u4e2a\u9009\u62e9&#xff1a;<\/p>\n<ul>\n<li>\u6280\u672f\u6808&#xff1a;\u7528 Electron \u8fd8\u662f\u539f\u751f&#xff1f;\u7528 Python\u8fd8\u662fNode.js&#xff1f;<\/li>\n<li>\u67b6\u6784&#xff1a;\u5355\u4f53\u5e94\u7528\u8fd8\u662f\u5fae\u670d\u52a1&#xff1f;\u540c\u6b65\u8fd8\u662f\u5f02\u6b65&#xff1f;<\/li>\n<li>\u90e8\u7f72&#xff1a;\u6253\u5305\u6210 exe \u8fd8\u662f Web \u5e94\u7528&#xff1f;<\/li>\n<li>\u6570\u636e\u5e93&#xff1a;SQLite \u8fd8\u662f PostgreSQL&#xff1f;<\/li>\n<\/ul>\n<p>\u6bcf\u4e2a\u9009\u62e9\u90fd\u67e5\u9605\u4e86\u5927\u91cf\u8d44\u6599&#xff0c;\u4f46\u4f9d\u7136\u8e29\u4e86\u5f88\u591a\u5751\u3002\u6bd4\u5982&#xff1a;<\/p>\n<ul>\n<li>\u6700\u521d\u9009\u62e9 Electron&#xff0c;\u7ed3\u679c\u5185\u5b58\u5360\u7528\u9ad8\u8fbe 1GB<\/li>\n<li>\u6700\u521d\u540c\u6b65 IO&#xff0c;\u7ed3\u679c\u754c\u9762\u5361\u987f\u88ab\u7528\u6237\u6295\u8bc9<\/li>\n<li>\u6700\u521d\u6ca1\u6709\u65e5\u5fd7\u7cfb\u7edf&#xff0c;\u51fa\u4e86\u95ee\u9898\u53ea\u80fd\u731c<\/li>\n<\/ul>\n<p>\u5199\u8fd9\u7bc7\u6587\u7ae0\u7684\u76ee\u7684&#xff1a;<\/p>\n<p>\u5e0c\u671b\u6211\u7684\u7ecf\u9a8c\u6559\u8bad&#xff0c;\u80fd\u8ba9\u4f60\u5c11\u8d70\u4e00\u4e9b\u5f2f\u8def\u3002<\/p>\n<h4>1.2 \u6f14\u8fdb\u7684\u4e94\u4e2a\u9636\u6bb5<\/h4>\n<p>WeClaw \u7684\u6f14\u8fdb\u4e0d\u662f\u4e00\u8e74\u800c\u5c31\u7684&#xff0c;\u800c\u662f\u7ecf\u5386\u4e86\u4e94\u4e2a\u5173\u952e\u9636\u6bb5&#xff1a;<\/p>\n<p>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502         WeClaw \u67b6\u6784\u6f14\u8fdb\u65f6\u95f4\u7ebf                            \u2502<br \/>\n\u2502                                                         \u2502<br \/>\n\u2502 v0.1 \u4e2a\u4eba\u811a\u672c\u671f (2025.01-2025.03)                      \u2502<br \/>\n\u2502   \u2022 \u76ee\u6807&#xff1a;\u9a8c\u8bc1\u9700\u6c42&#xff0c;\u5feb\u901f\u539f\u578b                            \u2502<br \/>\n\u2502   \u2022 \u6280\u672f&#xff1a;Python CLI &#043; requests                        \u2502<br \/>\n\u2502   \u2022 \u7528\u6237&#xff1a;\u4ec5\u4f5c\u8005\u81ea\u5df1                                    \u2502<br \/>\n\u2502                                                         \u2502<br \/>\n\u2502 v0.5 \u684c\u9762\u5e94\u7528\u671f (2025.04-2025.08)                      \u2502<br \/>\n\u2502   \u2022 \u76ee\u6807&#xff1a;\u63d0\u4f9b GUI&#xff0c;\u63d0\u5347\u4f53\u9a8c                            \u2502<br \/>\n\u2502   \u2022 \u6280\u672f&#xff1a;PyQt5 &#043; \u591a\u7ebf\u7a0b                               \u2502<br \/>\n\u2502   \u2022 \u7528\u6237&#xff1a;10&#043; \u670b\u53cb\u8bd5\u7528                                  \u2502<br \/>\n\u2502                                                         \u2502<br \/>\n\u2502 v1.0 PWA \u8f6c\u578b\u671f (2025.09-2026.01)                      \u2502<br \/>\n\u2502   \u2022 \u76ee\u6807&#xff1a;\u8de8\u5e73\u53f0&#xff0c;\u964d\u4f4e\u5206\u53d1\u6210\u672c                          \u2502<br \/>\n\u2502   \u2022 \u6280\u672f&#xff1a;FastAPI &#043; Vue3 &#043; WebSocket                   \u2502<br \/>\n\u2502   \u2022 \u7528\u6237&#xff1a;100&#043; \u79cd\u5b50\u7528\u6237                                 \u2502<br \/>\n\u2502                                                         \u2502<br \/>\n\u2502 v1.5 \u67b6\u6784\u91cd\u6784\u671f (2026.02-2026.06)                      \u2502<br \/>\n\u2502   \u2022 \u76ee\u6807&#xff1a;\u652f\u6491\u89c4\u6a21\u5316&#xff0c;\u63d0\u5347\u6027\u80fd                          \u2502<br \/>\n\u2502   \u2022 \u6280\u672f&#xff1a;\u5f02\u6b65\u91cd\u6784 &#043; Redis &#043; SQLite\u4f18\u5316                \u2502<br \/>\n\u2502   \u2022 \u7528\u6237&#xff1a;1,000&#043; \u6d3b\u8dc3\u7528\u6237                               \u2502<br \/>\n\u2502                                                         \u2502<br \/>\n\u2502 v2.0 \u751f\u6001\u5efa\u8bbe\u671f (2026.07-\u81f3\u4eca)                         \u2502<br \/>\n\u2502   \u2022 \u76ee\u6807&#xff1a;\u5f00\u653e\u751f\u6001&#xff0c;\u63d2\u4ef6\u5316                              \u2502<br \/>\n\u2502   \u2022 \u6280\u672f&#xff1a;\u63d2\u4ef6\u7cfb\u7edf &#043; API Gateway &#043; \u76d1\u63a7\u4f53\u7cfb            \u2502<br \/>\n\u2502   \u2022 \u7528\u6237&#xff1a;10,000&#043; \u65e5\u6d3b                                  \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n<p>\u6bcf\u4e2a\u9636\u6bb5\u90fd\u6709\u5176\u7279\u5b9a\u7684\u76ee\u6807\u548c\u75db\u70b9&#xff0c;\u6f14\u8fdb\u8fc7\u7a0b\u5145\u6ee1\u4e86\u53d6\u820d\u548c\u59a5\u534f\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u9636\u6bb5\u4e00&#xff1a;\u4e2a\u4eba\u811a\u672c\u671f (v0.1) \u2014\u2014 \u201c\u80fd\u7528\u5c31\u884c\u201d<\/h3>\n<h4>2.1 \u8d77\u6e90&#xff1a;\u4e00\u4e2a\u6734\u7d20\u7684\u60f3\u6cd5<\/h4>\n<p>\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\u6211\u6bcf\u5929\u9700\u8981\u9891\u7e41\u4f7f\u7528 DeepSeek\u3001ChatGPT\u7b49AI\u5de5\u5177<\/li>\n<li>\u6bcf\u6b21\u90fd\u8981\u6253\u5f00\u6d4f\u89c8\u5668&#xff0c;\u767b\u5f55\u7f51\u7ad9&#xff0c;\u5f88\u9ebb\u70e6<\/li>\n<li>\u60f3\u8981\u4e00\u4e2a\u684c\u9762\u5c0f\u5de5\u5177&#xff0c;\u4e00\u952e\u5524\u8d77&#xff0c;\u968f\u65f6\u5bf9\u8bdd<\/li>\n<\/ul>\n<p>\u9700\u6c42&#xff1a;<\/p>\n<li>\u2705 \u5feb\u901f\u542f\u52a8&#xff08;\u79d2\u5f00&#xff09;<\/li>\n<li>\u2705 \u7b80\u6d01\u754c\u9762&#xff08;\u4e0d\u8981\u590d\u6742\u529f\u80fd&#xff09;<\/li>\n<li>\u2705 \u652f\u6301\u591a\u4e2a AI \u6a21\u578b&#xff08;DeepSeek\/OpenAI\/\u667a\u8c31&#xff09;<\/li>\n<h4>2.2 \u6280\u672f\u9009\u578b&#xff1a;\u600e\u4e48\u7b80\u5355\u600e\u4e48\u6765<\/h4>\n<p><span class=\"token comment\"># weclaw_v0.1.py &#8211; \u6700\u521d\u7684\u4ee3\u7801&#xff08;\u7b80\u5316\u7248&#xff09;<\/span><br \/>\n<span class=\"token keyword\">import<\/span> requests<br \/>\n<span class=\"token keyword\">from<\/span> rich<span class=\"token punctuation\">.<\/span>console <span class=\"token keyword\">import<\/span> Console<\/p>\n<p>console <span class=\"token operator\">&#061;<\/span> Console<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">chat_with_ai<\/span><span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u548c AI \u804a\u5929&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token comment\"># \u2705 \u8c03\u7528 DeepSeek API<\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token string\">&#034;https:\/\/api.deepseek.com\/v1\/chat\/completions&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        json<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> <span class=\"token string\">&#034;deepseek-chat&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;messages&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> prompt<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        headers<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><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>DEEPSEEK_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 punctuation\">)<\/span><\/p>\n<p>    reply <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    console<span class=\"token punctuation\">.<\/span><span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;[bold blue]AI:[\/bold blue] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>reply<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><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\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">while<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        user_input <span class=\"token operator\">&#061;<\/span> console<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">input<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;[bold green]You:[\/bold green] &#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> user_input<span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#039;exit&#039;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">break<\/span><br \/>\n        chat_with_ai<span class=\"token punctuation\">(<\/span>user_input<span class=\"token punctuation\">)<\/span><\/p>\n<p>\u7279\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u603b\u5171\u4e0d\u5230 100 \u884c\u4ee3\u7801<\/li>\n<li>\u7eaf\u547d\u4ee4\u884c\u754c\u9762<\/li>\n<li>\u540c\u6b65\u963b\u585e\u8c03\u7528<\/li>\n<li>API Key \u786c\u7f16\u7801\u5728\u4ee3\u7801\u91cc<\/li>\n<\/ul>\n<p>\u73b0\u5728\u770b\u6765\u7684\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u274c \u6ca1\u6709\u9519\u8bef\u5904\u7406<\/li>\n<li>\u274c \u6ca1\u6709\u5386\u53f2\u8bb0\u5f55<\/li>\n<li>\u274c \u6ca1\u6709\u7528\u6237\u8ba4\u8bc1<\/li>\n<li>\u274c \u5b89\u5168\u6027\u4e3a\u96f6<\/li>\n<\/ul>\n<p>\u4f46\u5728\u5f53\u65f6&#xff1a;<\/p>\n<p>\u2705 \u5b83\u89e3\u51b3\u4e86\u6838\u5fc3\u9700\u6c42&#xff1a;\u80fd\u5feb\u901f\u548c AI \u5bf9\u8bdd&#xff01;<\/p>\n<h4>2.3 \u7b2c\u4e00\u4e2a\u6708&#xff1a;100 \u4e2a\u7528\u6237\u53cd\u9988<\/h4>\n<p>\u6211\u628a\u4ee3\u7801\u53d1\u5230\u670b\u53cb\u5708&#xff0c;\u6ca1\u60f3\u5230\u6709 100 \u591a\u4eba\u4e0b\u8f7d\u8bd5\u7528\u3002<\/p>\n<p>\u6536\u5230\u7684\u53cd\u9988&#xff1a;<\/p>\n<ul>\n<li>\u201c\u5f88\u597d\u7528&#xff01;\u5c31\u662f\u6bcf\u6b21\u90fd\u8981\u8f93\u5165 API Key&#xff0c;\u80fd\u8bb0\u4f4f\u5417&#xff1f;\u201d<\/li>\n<li>\u201c\u80fd\u4e0d\u80fd\u6709\u4e2a\u754c\u9762&#xff0c;\u4e0d\u7528\u6572\u547d\u4ee4&#xff1f;\u201d<\/li>\n<li>\u201c\u5e0c\u671b\u80fd\u4fdd\u5b58\u804a\u5929\u8bb0\u5f55\u201d<\/li>\n<li>\u201cMac \u4e0a\u80fd\u7528\u5417&#xff1f;\u6211\u73b0\u5728\u53ea\u80fd\u7528 Windows\u201d<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u53cd\u9988\u8ba9\u6211\u610f\u8bc6\u5230&#xff1a;\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u4e2a\u73a9\u5177&#xff0c;\u800c\u662f\u6709\u771f\u5b9e\u9700\u6c42\u7684\u4ea7\u54c1&#xff01;<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u9636\u6bb5\u4e8c&#xff1a;\u684c\u9762\u5e94\u7528\u671f (v0.5) \u2014\u2014 \u201cGUI \u6539\u9020\u201d<\/h3>\n<h4>3.1 \u75db\u70b9&#xff1a;\u547d\u4ee4\u884c\u4e0d\u591f\u53cb\u597d<\/h4>\n<p>\u7528\u6237\u9700\u6c42&#xff1a;<\/p>\n<ul>\n<li>\u8981\u6709\u56fe\u5f62\u754c\u9762&#xff08;\u4e0d\u662f\u6240\u6709\u4eba\u90fd\u4f1a\u7528\u547d\u4ee4\u884c&#xff09;<\/li>\n<li>\u8981\u80fd\u70b9\u51fb\u53d1\u9001&#xff08;\u800c\u4e0d\u662f\u6309Enter&#xff09;<\/li>\n<li>\u8981\u80fd\u770b\u5230\u5386\u53f2\u6d88\u606f&#xff08;\u6eda\u52a8\u67e5\u770b&#xff09;<\/li>\n<\/ul>\n<p>\u6280\u672f\u9009\u578b&#xff1a;<\/p>\n<ul>\n<li>PyQt5&#xff1a;\u8de8\u5e73\u53f0 GUI \u6846\u67b6<\/li>\n<li>SQLite&#xff1a;\u672c\u5730\u5b58\u50a8\u804a\u5929\u8bb0\u5f55<\/li>\n<li>Threading&#xff1a;\u907f\u514d\u754c\u9762\u5361\u987f<\/li>\n<\/ul>\n<h4>3.2 \u67b6\u6784\u8bbe\u8ba1&#xff1a;MVC \u6a21\u5f0f<\/h4>\n<p>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502         v0.5 \u67b6\u6784                      \u2502<br \/>\n\u2502                                       \u2502<br \/>\n\u2502  View (PyQt5 Widgets)                 \u2502<br \/>\n\u2502  \u251c\u2500 MainWindow                        \u2502<br \/>\n\u2502  \u251c\u2500 ChatWidget                        \u2502<br \/>\n\u2502  \u2514\u2500 HistoryPanel                      \u2502<br \/>\n\u2502                                       \u2502<br \/>\n\u2502  Controller (Business Logic)          \u2502<br \/>\n\u2502  \u251c\u2500 ChatManager                       \u2502<br \/>\n\u2502  \u251c\u2500 HistoryManager                    \u2502<br \/>\n\u2502  \u2514\u2500 ConfigManager                     \u2502<br \/>\n\u2502                                       \u2502<br \/>\n\u2502  Model (Data Layer)                   \u2502<br \/>\n\u2502  \u251c\u2500 Message (SQLite ORM)              \u2502<br \/>\n\u2502  \u251c\u2500 UserConfig                        \u2502<br \/>\n\u2502  \u2514\u2500 Conversation                      \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n<p>\u4ee3\u7801\u793a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token comment\"># v0.5\/main_window.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> PyQt5<span class=\"token punctuation\">.<\/span>QtWidgets <span class=\"token keyword\">import<\/span> QMainWindow<span class=\"token punctuation\">,<\/span> QVBoxLayout<span class=\"token punctuation\">,<\/span> QTextEdit<span class=\"token punctuation\">,<\/span> QPushButton<br \/>\n<span class=\"token keyword\">import<\/span> threading<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MainWindow<\/span><span class=\"token punctuation\">(<\/span>QMainWindow<span class=\"token punctuation\">)<\/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 builtin\">super<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__init__<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u2705 \u521b\u5efa UI<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>chat_area <span class=\"token operator\">&#061;<\/span> QTextEdit<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>send_btn <span class=\"token operator\">&#061;<\/span> QPushButton<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u53d1\u9001&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>send_btn<span class=\"token punctuation\">.<\/span>clicked<span class=\"token punctuation\">.<\/span>connect<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>on_send<span class=\"token punctuation\">)<\/span><\/p>\n<p>        layout <span class=\"token operator\">&#061;<\/span> QVBoxLayout<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        layout<span class=\"token punctuation\">.<\/span>addWidget<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>chat_area<span class=\"token punctuation\">)<\/span><br \/>\n        layout<span class=\"token punctuation\">.<\/span>addWidget<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>send_btn<span class=\"token punctuation\">)<\/span><\/p>\n<p>        container <span class=\"token operator\">&#061;<\/span> QWidget<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        container<span class=\"token punctuation\">.<\/span>setLayout<span class=\"token punctuation\">(<\/span>layout<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>setCentralWidget<span class=\"token punctuation\">(<\/span>container<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">on_send<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u2705 \u540e\u53f0\u7ebf\u7a0b\u8c03\u7528 AI&#xff0c;\u907f\u514d\u5361\u4f4f\u754c\u9762<\/span><br \/>\n        user_input <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>input_area<span class=\"token punctuation\">.<\/span>toPlainText<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">def<\/span> <span class=\"token function\">call_ai<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            response <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u540c\u6b65\u8c03\u7528<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>chat_area<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">)<\/span><\/p>\n<p>        threading<span class=\"token punctuation\">.<\/span>Thread<span class=\"token punctuation\">(<\/span>target<span class=\"token operator\">&#061;<\/span>call_ai<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>start<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>3.3 \u9047\u5230\u7684\u5751&#xff1a;\u5185\u5b58\u6cc4\u6f0f\u4e0e\u754c\u9762\u5361\u987f<\/h4>\n<p>\u95ee\u9898 1&#xff1a;\u5185\u5b58\u6cc4\u6f0f<\/p>\n<p><span class=\"token comment\"># \u274c \u9519\u8bef\u793a\u8303&#xff1a;\u4fe1\u53f7\u69fd\u672a\u6e05\u7406<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ChatWidget<\/span><span class=\"token punctuation\">(<\/span>QWidget<span class=\"token punctuation\">)<\/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 builtin\">super<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__init__<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>manager <span class=\"token operator\">&#061;<\/span> ChatManager<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u26a0\ufe0f \u6bcf\u6b21\u521b\u5efa\u65b0\u5bf9\u8c61&#xff0c;\u65e7\u5bf9\u8c61\u6ca1\u6709\u91ca\u653e<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>manager<span class=\"token punctuation\">.<\/span>message_received<span class=\"token punctuation\">.<\/span>connect<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>on_message<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u4fee\u590d\u65b9\u6848&#xff1a;\u4f7f\u7528 weakref<\/span><br \/>\n<span class=\"token keyword\">import<\/span> weakref<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ChatWidget<\/span><span class=\"token punctuation\">(<\/span>QWidget<span class=\"token punctuation\">)<\/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 builtin\">super<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__init__<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>manager <span class=\"token operator\">&#061;<\/span> ChatManager<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u2705 \u5f31\u5f15\u7528&#xff0c;\u907f\u514d\u5faa\u73af\u5f15\u7528<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>manager<span class=\"token punctuation\">.<\/span>message_received<span class=\"token punctuation\">.<\/span>connect<span class=\"token punctuation\">(<\/span><br \/>\n            weakref<span class=\"token punctuation\">.<\/span>WeakMethod<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>on_message<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>\u95ee\u9898 2&#xff1a;\u754c\u9762\u5361\u987f<\/p>\n<p><span class=\"token comment\"># \u274c \u9519\u8bef\u793a\u8303&#xff1a;\u4e3b\u7ebf\u7a0b\u505a\u8017\u65f6\u64cd\u4f5c<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">load_history<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    messages <span class=\"token operator\">&#061;<\/span> db<span class=\"token punctuation\">.<\/span>query<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;SELECT * FROM messages&#034;<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u53ef\u80fd\u5f88\u6162<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> msg <span class=\"token keyword\">in<\/span> messages<span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>chat_area<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>msg<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u754c\u9762\u5237\u65b0<\/span><\/p>\n<p><span class=\"token comment\"># \u2705 \u6b63\u786e\u5199\u6cd5&#xff1a;\u540e\u53f0\u52a0\u8f7d&#xff0c;\u6279\u91cf\u66f4\u65b0<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">load_history<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">background_load<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        messages <span class=\"token operator\">&#061;<\/span> db<span class=\"token punctuation\">.<\/span>query<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;SELECT * FROM messages&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token comment\"># \u2705 \u56de\u5230\u4e3b\u7ebf\u7a0b\u66f4\u65b0 UI<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>update_ui<span class=\"token punctuation\">(<\/span>messages<span class=\"token punctuation\">)<\/span><\/p>\n<p>    threading<span class=\"token punctuation\">.<\/span>Thread<span class=\"token punctuation\">(<\/span>target<span class=\"token operator\">&#061;<\/span>background_load<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>start<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>3.4 \u6210\u679c\u4e0e\u5c40\u9650<\/h4>\n<p>\u6210\u679c&#xff1a;<\/p>\n<ul>\n<li>\u2705 \u6709\u4e86\u56fe\u5f62\u754c\u9762&#xff0c;\u7528\u6237\u4f53\u9a8c\u63d0\u5347<\/li>\n<li>\u2705 \u652f\u6301\u5386\u53f2\u8bb0\u5f55&#xff0c;\u53ef\u4ee5\u56de\u770b\u804a\u5929<\/li>\n<li>\u2705 \u652f\u6301\u914d\u7f6e\u7ba1\u7406&#xff0c;\u8bb0\u4f4f API Key<\/li>\n<li>\u2705 100&#043; \u79cd\u5b50\u7528\u6237&#xff0c;\u597d\u8bc4\u7387 85%<\/li>\n<\/ul>\n<p>\u5c40\u9650&#xff1a;<\/p>\n<ul>\n<li>\u274c \u53ea\u80fd\u5355\u673a\u4f7f\u7528&#xff08;\u65e0\u6cd5\u591a\u8bbe\u5907\u540c\u6b65&#xff09;<\/li>\n<li>\u274c \u6253\u5305\u4f53\u79ef\u5927&#xff08;exe \u6587\u4ef6 200MB&#043;&#xff09;<\/li>\n<li>\u274c \u66f4\u65b0\u9ebb\u70e6&#xff08;\u6bcf\u6b21\u90fd\u8981\u91cd\u65b0\u4e0b\u8f7d\u5b89\u88c5\u5305&#xff09;<\/li>\n<li>\u274c Mac\/Linux \u517c\u5bb9\u6027\u5dee&#xff08;\u4e3b\u8981\u662f Windows \u7528\u6237&#xff09;<\/li>\n<\/ul>\n<p>\u5173\u952e\u6d1e\u5bdf&#xff1a;<\/p>\n<p>\u684c\u9762\u5e94\u7528\u7684\u5206\u53d1\u548c\u7ef4\u62a4\u6210\u672c\u592a\u9ad8\u4e86&#xff01;\u9700\u8981\u66f4\u8f7b\u91cf\u7ea7\u7684\u65b9\u6848\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001\u9636\u6bb5\u4e09&#xff1a;PWA \u8f6c\u578b\u671f (v1.0) \u2014\u2014 \u201cWeb \u4f18\u5148\u201d<\/h3>\n<h4>4.1 \u8f6c\u6298\u70b9&#xff1a;\u4e3a\u4ec0\u4e48\u4e0d\u8bd5\u8bd5 PWA&#xff1f;<\/h4>\n<p>2025 \u5e74 9 \u6708&#xff0c;\u4e00\u6b21\u56e2\u961f\u8ba8\u8bba\u4e2d&#xff1a;<\/p>\n<p>\u540c\u4e8b A&#xff1a;\u201c\u6211\u4eec\u7684 exe \u6587\u4ef6\u592a\u5927\u4e86&#xff0c;\u4e0b\u8f7d\u4e00\u6b21\u8981\u597d\u51e0\u5206\u949f\u3002\u201d<br \/>\n\u540c\u4e8b B&#xff1a;\u201c\u800c\u4e14\u6bcf\u6b21\u66f4\u65b0\u90fd\u8981\u91cd\u65b0\u5b89\u88c5&#xff0c;\u7528\u6237\u62b1\u6028\u5f88\u591a\u3002\u201d<br \/>\n\u6211&#xff1a;\u201c\u4e3a\u4ec0\u4e48\u4e0d\u505a\u6210 Web \u5e94\u7528\u5462&#xff1f;\u6253\u5f00\u6d4f\u89c8\u5668\u5c31\u80fd\u7528\u3002\u201d<br \/>\n\u540c\u4e8b C&#xff1a;\u201c\u4f46\u662f Web \u5e94\u7528\u6ca1\u6cd5\u79bb\u7ebf\u4f7f\u7528\u554a&#xff1f;\u201d<br \/>\n\u6211&#xff1a;\u201c\u53ef\u4ee5\u7528 PWA&#xff01;Progressive Web App&#xff0c;\u65e2\u6709 Web \u7684\u4fbf\u5229&#xff0c;\u53c8\u6709\u539f\u751f\u5e94\u7528\u7684\u4f53\u9a8c\u3002\u201d<\/p>\n<p>PWA \u7684\u4f18\u52bf&#xff1a;<\/p>\n<li>\u2705 \u65e0\u9700\u5b89\u88c5&#xff1a;\u6253\u5f00\u6d4f\u89c8\u5668\u5c31\u80fd\u7528<\/li>\n<li>\u2705 \u81ea\u52a8\u66f4\u65b0&#xff1a;\u670d\u52a1\u7aef\u53d1\u5e03\u5373\u66f4\u65b0<\/li>\n<li>\u2705 \u8de8\u5e73\u53f0&#xff1a;Windows\/Mac\/Linux\/\u624b\u673a\u901a\u7528<\/li>\n<li>\u2705 \u53ef\u79bb\u7ebf&#xff1a;Service Worker \u7f13\u5b58<\/li>\n<li>\u2705 \u53ef\u63a8\u9001&#xff1a;\u652f\u6301\u6d88\u606f\u901a\u77e5<\/li>\n<h4>4.2 \u6280\u672f\u6808\u5927\u6362\u8840<\/h4>\n<p>\u4ece\u684c\u9762\u5230 Web \u7684\u5168\u9762\u8f6c\u578b&#xff1a;<\/p>\n<table>\n<tr>\u7ec4\u4ef6v0.5 (\u684c\u9762)v1.0 (PWA)\u53d8\u5316\u539f\u56e0<\/tr>\n<tbody>\n<tr>\n<td>\u524d\u7aef<\/td>\n<td>PyQt5<\/td>\n<td>Vue3 &#043; Vite<\/td>\n<td>\u8de8\u5e73\u53f0&#xff0c;\u70ed\u66f4\u65b0<\/td>\n<\/tr>\n<tr>\n<td>\u540e\u7aef<\/td>\n<td>\u65e0&#xff08;\u7eaf\u672c\u5730&#xff09;<\/td>\n<td>FastAPI<\/td>\n<td>RESTful API<\/td>\n<\/tr>\n<tr>\n<td>\u901a\u8baf<\/td>\n<td>\u672c\u5730\u8c03\u7528<\/td>\n<td>HTTP &#043; WebSocket<\/td>\n<td>\u5b9e\u65f6\u53cc\u5411\u901a\u4fe1<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u5e93<\/td>\n<td>SQLite&#xff08;\u672c\u5730&#xff09;<\/td>\n<td>SQLite&#xff08;\u670d\u52a1\u5668&#xff09;<\/td>\n<td>\u6570\u636e\u4e91\u7aef\u540c\u6b65<\/td>\n<\/tr>\n<tr>\n<td>\u90e8\u7f72<\/td>\n<td>exe \u5b89\u88c5\u5305<\/td>\n<td>Docker \u5bb9\u5668<\/td>\n<td>\u4e00\u952e\u90e8\u7f72<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u540e\u7aef\u67b6\u6784&#xff1a;<\/p>\n<p><span class=\"token comment\"># v1.0\/main.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> fastapi <span class=\"token keyword\">import<\/span> FastAPI<br \/>\n<span class=\"token keyword\">from<\/span> fastapi<span class=\"token punctuation\">.<\/span>staticfiles <span class=\"token keyword\">import<\/span> StaticFiles<br \/>\n<span class=\"token keyword\">from<\/span> fastapi<span class=\"token punctuation\">.<\/span>middleware<span class=\"token punctuation\">.<\/span>cors <span class=\"token keyword\">import<\/span> CORSMiddleware<\/p>\n<p>app <span class=\"token operator\">&#061;<\/span> FastAPI<span class=\"token punctuation\">(<\/span>title<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;WeClaw Server&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u2705 \u5141\u8bb8\u8de8\u57df<\/span><br \/>\napp<span class=\"token punctuation\">.<\/span>add_middleware<span class=\"token punctuation\">(<\/span><br \/>\n    CORSMiddleware<span class=\"token punctuation\">,<\/span><br \/>\n    allow_origins<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;*&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u751f\u4ea7\u73af\u5883\u8981\u9650\u5236<\/span><br \/>\n    allow_credentials<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    allow_methods<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;*&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    allow_headers<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;*&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u2705 \u6302\u8f7d\u9759\u6001\u6587\u4ef6&#xff08;PWA \u524d\u7aef&#xff09;<\/span><br \/>\napp<span class=\"token punctuation\">.<\/span>mount<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/&#034;<\/span><span class=\"token punctuation\">,<\/span> StaticFiles<span class=\"token punctuation\">(<\/span>directory<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;static&#034;<\/span><span class=\"token punctuation\">,<\/span> html<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;static&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u2705 API \u8def\u7531<\/span><br \/>\napp<span class=\"token punctuation\">.<\/span>include_router<span class=\"token punctuation\">(<\/span>chat_router<span class=\"token punctuation\">)<\/span><br \/>\napp<span class=\"token punctuation\">.<\/span>include_router<span class=\"token punctuation\">(<\/span>user_router<span class=\"token punctuation\">)<\/span><br \/>\napp<span class=\"token punctuation\">.<\/span>include_router<span class=\"token punctuation\">(<\/span>device_router<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\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    uvicorn<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>app<span class=\"token punctuation\">,<\/span> host<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;0.0.0.0&#034;<\/span><span class=\"token punctuation\">,<\/span> port<span class=\"token operator\">&#061;<\/span><span class=\"token number\">8000<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u524d\u7aef\u67b6\u6784&#xff1a;<\/p>\n<p><span class=\"token comment\">\/\/ v1.0\/src\/main.ts<\/span><br \/>\n<span class=\"token keyword\">import<\/span> <span class=\"token punctuation\">{<\/span> createApp <span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">from<\/span> <span class=\"token string\">&#039;vue&#039;<\/span><br \/>\n<span class=\"token keyword\">import<\/span> App <span class=\"token keyword\">from<\/span> <span class=\"token string\">&#039;.\/App.vue&#039;<\/span><br \/>\n<span class=\"token keyword\">import<\/span> router <span class=\"token keyword\">from<\/span> <span class=\"token string\">&#039;.\/router&#039;<\/span><br \/>\n<span class=\"token keyword\">import<\/span> store <span class=\"token keyword\">from<\/span> <span class=\"token string\">&#039;.\/store&#039;<\/span><\/p>\n<p><span class=\"token keyword\">const<\/span> app <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">createApp<\/span><span class=\"token punctuation\">(<\/span>App<span class=\"token punctuation\">)<\/span><\/p>\n<p>app<span class=\"token punctuation\">.<\/span><span class=\"token function\">use<\/span><span class=\"token punctuation\">(<\/span>router<span class=\"token punctuation\">)<\/span><br \/>\napp<span class=\"token punctuation\">.<\/span><span class=\"token function\">use<\/span><span class=\"token punctuation\">(<\/span>store<span class=\"token punctuation\">)<\/span><\/p>\n<p>app<span class=\"token punctuation\">.<\/span><span class=\"token function\">mount<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;#app&#039;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\">\/\/ \u2705 \u6ce8\u518c Service Worker<\/span><br \/>\n<span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;serviceWorker&#039;<\/span> <span class=\"token keyword\">in<\/span> navigator<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n  navigator<span class=\"token punctuation\">.<\/span>serviceWorker<span class=\"token punctuation\">.<\/span><span class=\"token function\">register<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;\/sw.js&#039;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">.<\/span><span class=\"token function\">then<\/span><span class=\"token punctuation\">(<\/span>reg <span class=\"token operator\">&#061;&gt;<\/span> <span class=\"token builtin\">console<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">log<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;SW registered&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">.<\/span><span class=\"token function\">catch<\/span><span class=\"token punctuation\">(<\/span>err <span class=\"token operator\">&#061;&gt;<\/span> <span class=\"token builtin\">console<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">error<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;SW error:&#039;<\/span><span class=\"token punctuation\">,<\/span> err<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h4>4.3 \u6838\u5fc3\u6311\u6218&#xff1a;\u5b9e\u65f6\u901a\u4fe1<\/h4>\n<p>\u95ee\u9898&#xff1a;HTTP \u8bf7\u6c42\u65e0\u6cd5\u5b9e\u73b0\u5b9e\u65f6\u63a8\u9001&#xff08;\u7528\u6237\u95ee&#034;\u5728\u5417&#034;&#xff0c;10 \u79d2\u540e\u624d\u6536\u5230\u56de\u590d&#xff09;\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;\u5f15\u5165 WebSocket&#xff0c;\u5b9e\u73b0\u670d\u52a1\u5668\u4e3b\u52a8\u63a8\u9001\u3002<\/p>\n<p><span class=\"token comment\"># v1.0\/websocket_handler.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> fastapi <span class=\"token keyword\">import<\/span> WebSocket<\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;app<span class=\"token punctuation\">.<\/span>websocket<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/ws&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">websocket_endpoint<\/span><span class=\"token punctuation\">(<\/span>websocket<span class=\"token punctuation\">:<\/span> WebSocket<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> websocket<span class=\"token punctuation\">.<\/span>accept<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">while<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u2705 \u63a5\u6536\u5ba2\u6237\u7aef\u6d88\u606f<\/span><br \/>\n        data <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> websocket<span class=\"token punctuation\">.<\/span>receive_text<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u2705 \u5904\u7406\u4e1a\u52a1\u903b\u8f91<\/span><br \/>\n        response <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> process_message<span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u2705 \u4e3b\u52a8\u63a8\u9001\u7ed9\u5ba2\u6237\u7aef<\/span><br \/>\n        <span class=\"token keyword\">await<\/span> websocket<span class=\"token punctuation\">.<\/span>send_text<span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\">\/\/ v1.0\/src\/services\/ws.ts<\/span><br \/>\n<span class=\"token keyword\">const<\/span> ws <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">WebSocket<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;ws:\/\/localhost:8000\/ws&#039;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>ws<span class=\"token punctuation\">.<\/span><span class=\"token function-variable function\">onmessage<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>event<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&gt;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token comment\">\/\/ \u2705 \u6536\u5230\u670d\u52a1\u5668\u63a8\u9001<\/span><br \/>\n  <span class=\"token keyword\">const<\/span> message <span class=\"token operator\">&#061;<\/span> <span class=\"token constant\">JSON<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">parse<\/span><span class=\"token punctuation\">(<\/span>event<span class=\"token punctuation\">.<\/span>data<span class=\"token punctuation\">)<\/span><br \/>\n  store<span class=\"token punctuation\">.<\/span><span class=\"token function\">commit<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;addMessage&#039;<\/span><span class=\"token punctuation\">,<\/span> message<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">function<\/span> <span class=\"token function\">sendMessage<\/span><span class=\"token punctuation\">(<\/span>content<span class=\"token operator\">:<\/span> <span class=\"token builtin\">string<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n  ws<span class=\"token punctuation\">.<\/span><span class=\"token function\">send<\/span><span class=\"token punctuation\">(<\/span><span class=\"token constant\">JSON<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">stringify<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span> content <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h4>4.4 \u6210\u679c&#xff1a;\u7528\u6237\u4f53\u9a8c\u8d28\u7684\u98de\u8dc3<\/h4>\n<p>\u4e0a\u7ebf\u6570\u636e&#xff1a;<\/p>\n<ul>\n<li>\u9996\u5468\u65b0\u589e\u7528\u6237 500&#043;<\/li>\n<li>\u6b21\u65e5\u7559\u5b58\u7387 75%<\/li>\n<li>\u5e73\u5747\u4f7f\u7528\u65f6\u957f 15 \u5206\u949f\/\u5929<\/li>\n<li>\u7528\u6237\u5206\u5e03&#xff1a;Windows 60%, Mac 25%, Linux 15%<\/li>\n<\/ul>\n<p>\u7528\u6237\u8bc4\u4ef7&#xff1a;<\/p>\n<p>\u201c\u7ec8\u4e8e\u4e0d\u7528\u6bcf\u6b21\u90fd\u4e0b\u8f7d\u5b89\u88c5\u4e86&#xff01;\u6253\u5f00\u6d4f\u89c8\u5668\u5c31\u80fd\u7528&#xff0c;\u8fd8\u80fd\u81ea\u52a8\u540c\u6b65\u804a\u5929\u8bb0\u5f55\u3002\u201d<\/p>\n<p>\u6280\u672f\u6536\u76ca&#xff1a;<\/p>\n<ul>\n<li>\u2705 \u6253\u5305\u4f53\u79ef\u4ece 200MB \u964d\u81f3 5MB<\/li>\n<li>\u2705 \u66f4\u65b0\u4ece&#034;\u91cd\u65b0\u5b89\u88c5&#034;\u53d8\u4e3a&#034;\u65e0\u611f\u77e5&#034;<\/li>\n<li>\u2705 \u8de8\u5e73\u53f0\u652f\u6301\u4ece&#034;\u90e8\u5206\u517c\u5bb9&#034;\u53d8\u4e3a&#034;\u5b8c\u5168\u4e00\u81f4&#034;<\/li>\n<li>\u2705 \u5f00\u53d1\u6548\u7387\u63d0\u5347&#xff08;\u524d\u540e\u7aef\u5206\u79bb&#xff0c;\u5e76\u884c\u5f00\u53d1&#xff09;<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e94\u3001\u9636\u6bb5\u56db&#xff1a;\u67b6\u6784\u91cd\u6784\u671f (v1.5) \u2014\u2014 \u201c\u6027\u80fd\u4f18\u5316\u201d<\/h3>\n<h4>5.1 \u6210\u957f\u7684\u70e6\u607c&#xff1a;\u7528\u6237\u591a\u4e86&#xff0c;\u95ee\u9898\u4e5f\u6765\u4e86<\/h4>\n<p>\u968f\u7740\u7528\u6237\u7a81\u7834 1000&#043;&#xff0c;\u65b0\u7684\u95ee\u9898\u5f00\u59cb\u51fa\u73b0&#xff1a;<\/p>\n<p>\u95ee\u9898 1&#xff1a;\u5e76\u53d1\u74f6\u9888<\/p>\n<p>\u73b0\u8c61&#xff1a;\u665a\u9ad8\u5cf0\u65f6\u6bb5&#xff08;20:00-22:00&#xff09;&#xff0c;\u54cd\u5e94\u65f6\u95f4\u4ece 200ms \u5347\u81f3 2s<br \/>\n\u6839\u56e0&#xff1a;\u540c\u6b65 IO&#xff0c;\u4e00\u4e2a\u8bf7\u6c42\u5361\u4f4f&#xff0c;\u540e\u9762\u5168\u6392\u961f<\/p>\n<p>\u95ee\u9898 2&#xff1a;\u5185\u5b58\u6cc4\u6f0f<\/p>\n<p>\u73b0\u8c61&#xff1a;\u670d\u52a1\u5668\u8fd0\u884c 24 \u5c0f\u65f6\u540e\u5185\u5b58\u4ece 200MB \u6da8\u5230 1GB<br \/>\n\u6839\u56e0&#xff1a;WebSocket\u8fde\u63a5\u672a\u6b63\u786e\u5173\u95ed&#xff0c;\u7f13\u5b58\u53ea\u5b58\u4e0d\u5220<\/p>\n<p>\u95ee\u9898 3&#xff1a;\u6570\u636e\u5e93\u9501\u7ade\u4e89<\/p>\n<p>\u73b0\u8c61&#xff1a;\u5199\u5165\u6d88\u606f\u65f6\u7ecf\u5e38\u8d85\u65f6<br \/>\n\u6839\u56e0&#xff1a;SQLite \u9ed8\u8ba4\u914d\u7f6e\u4e0d\u652f\u6301\u9ad8\u5e76\u53d1<\/p>\n<h4>5.2 \u91cd\u6784\u51b3\u7b56&#xff1a;\u5168\u9762\u5f02\u6b65\u5316<\/h4>\n<p>\u91cd\u5927\u51b3\u5b9a&#xff1a;<\/p>\n<p>\u201c\u4e0e\u5176\u4fee\u4fee\u8865\u8865&#xff0c;\u4e0d\u5982\u63a8\u5012\u91cd\u6765&#xff01;\u201d<\/p>\n<p>\u91cd\u6784\u76ee\u6807&#xff1a;<\/p>\n<li>\u5168\u9762\u5f02\u6b65\u5316&#xff08;asyncio&#xff09;<\/li>\n<li>\u5f15\u5165 Redis \u7f13\u5b58<\/li>\n<li>\u4f18\u5316 SQLite \u914d\u7f6e<\/li>\n<li>\u6dfb\u52a0\u76d1\u63a7\u544a\u8b66<\/li>\n<h4>5.3 \u5f02\u6b65\u5316\u6539\u9020<\/h4>\n<p>\u540c\u6b65 \u2192 \u5f02\u6b65&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u274c \u540c\u6b65\u4ee3\u7801&#xff08;\u65e7\u7248&#xff09;<\/span><br \/>\n<span class=\"token decorator annotation punctuation\">&#064;app<span class=\"token punctuation\">.<\/span>post<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/chat&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">chat<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">:<\/span> ChatRequest<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> requests<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span>LLM_URL<span class=\"token punctuation\">,<\/span> json<span class=\"token operator\">&#061;<\/span>request<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u963b\u585e&#xff01;<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u2705 \u5f02\u6b65\u4ee3\u7801&#xff08;\u65b0\u7248&#xff09;<\/span><br \/>\n<span class=\"token decorator annotation punctuation\">&#064;app<span class=\"token punctuation\">.<\/span>post<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/chat&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">chat<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">:<\/span> ChatRequest<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> aiohttp<span class=\"token punctuation\">.<\/span>ClientSession<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> session<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> session<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span>LLM_URL<span class=\"token punctuation\">,<\/span> json<span class=\"token operator\">&#061;<\/span>request<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> resp<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">await<\/span> resp<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u975e\u963b\u585e&#xff01;<\/span><\/p>\n<p>\u6027\u80fd\u5bf9\u6bd4&#xff1a;<\/p>\n<p>\u5e76\u53d1 100 \u4e2a\u8bf7\u6c42&#xff1a;<br \/>\n&#8211; \u540c\u6b65\u7248&#xff1a;\u603b\u8017\u65f6 200 \u79d2&#xff08;2 \u79d2\/\u8bf7\u6c42 \u00d7 100&#xff0c;\u4e32\u884c&#xff09;<br \/>\n&#8211; \u5f02\u6b65\u7248&#xff1a;\u603b\u8017\u65f6 5 \u79d2&#xff08;2 \u79d2\/\u8bf7\u6c42&#xff0c;\u4f46\u5e76\u884c\u6267\u884c&#xff09;<br \/>\n&#8211; \u63d0\u5347&#xff1a;40 \u500d&#xff01;<\/p>\n<h4>5.4 SQLite \u4f18\u5316<\/h4>\n<p>\u9ed8\u8ba4\u914d\u7f6e\u7684\u95ee\u9898&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u274c \u9ed8\u8ba4\u914d\u7f6e<\/span><br \/>\nsqlite3<span class=\"token punctuation\">.<\/span>connect<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;weclaw.db&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token comment\"># WAL \u6a21\u5f0f\u672a\u5f00\u542f \u2192 \u8bfb\u5199\u4e92\u65a5<\/span><br \/>\n<span class=\"token comment\"># \u8d85\u65f6\u8bbe\u7f6e 5 \u79d2 \u2192 \u5bb9\u6613\u8d85\u65f6<\/span><br \/>\n<span class=\"token comment\"># cache_size \u592a\u5c0f \u2192 \u9891\u7e41\u78c1\u76d8 IO<\/span><\/p>\n<p>\u4f18\u5316\u540e\u7684\u914d\u7f6e&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u2705 \u4f18\u5316\u914d\u7f6e<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> aiosqlite<span class=\"token punctuation\">.<\/span>connect<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;weclaw.db&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> db<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u2705 WAL \u6a21\u5f0f&#xff1a;\u8bfb\u5199\u4e0d\u4e92\u65a5<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> db<span class=\"token punctuation\">.<\/span>execute<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;PRAGMA journal_mode&#061;WAL&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u2705 \u589e\u52a0\u8d85\u65f6\u65f6\u95f4<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> db<span class=\"token punctuation\">.<\/span>execute<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;PRAGMA busy_timeout&#061;30000&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u2705 \u589e\u5927\u7f13\u5b58<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> db<span class=\"token punctuation\">.<\/span>execute<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;PRAGMA cache_size&#061;-64000&#034;<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># 64MB<\/span><\/p>\n<p>    <span class=\"token comment\"># \u2705 \u5b9a\u671f VACUUM<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> db<span class=\"token punctuation\">.<\/span>execute<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;VACUUM&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u6548\u679c&#xff1a;<\/p>\n<ul>\n<li>\u5199\u5165\u6027\u80fd\u63d0\u5347 10 \u500d<\/li>\n<li>\u8bfb\u5e76\u53d1\u63d0\u5347 5 \u500d<\/li>\n<li>\u8d85\u65f6\u9519\u8bef\u51cf\u5c11 95%<\/li>\n<\/ul>\n<h4>5.5 \u6dfb\u52a0\u76d1\u63a7\u544a\u8b66<\/h4>\n<p>\u4e4b\u524d&#xff1a;\u76f2\u4eba\u6478\u8c61<\/p>\n<p>\u7528\u6237&#xff1a;&#034;\u7cfb\u7edf\u597d\u5361&#xff01;&#034;<br \/>\n\u6211&#xff1a;&#034;\u54ea\u91cc\u5361&#xff1f;\u4ec0\u4e48\u65f6\u5019\u5361\u7684&#xff1f;\u6211\u600e\u4e48\u590d\u73b0\u4e0d\u4e86&#xff1f;&#034;<\/p>\n<p>\u4e4b\u540e&#xff1a;\u6570\u636e\u8bf4\u8bdd<\/p>\n<p><span class=\"token comment\"># \u2705 \u6dfb\u52a0 Prometheus \u76d1\u63a7<\/span><br \/>\n<span class=\"token keyword\">from<\/span> prometheus_fastapi_instrumentator <span class=\"token keyword\">import<\/span> Instrumentator<\/p>\n<p>instrumentator <span class=\"token operator\">&#061;<\/span> Instrumentator<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\ninstrumentator<span class=\"token punctuation\">.<\/span>instrument<span class=\"token punctuation\">(<\/span>app<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>expose<span class=\"token punctuation\">(<\/span>app<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u2705 Grafana Dashboard<\/span><br \/>\n<span class=\"token comment\"># &#8211; QPS \u66f2\u7ebf<\/span><br \/>\n<span class=\"token comment\"># &#8211; P99\u5ef6\u8fdf<\/span><br \/>\n<span class=\"token comment\"># &#8211; \u9519\u8bef\u7387<\/span><br \/>\n<span class=\"token comment\"># &#8211; \u5185\u5b58\/CPU\u4f7f\u7528\u7387<\/span><\/p>\n<p>\u544a\u8b66\u89c4\u5219&#xff1a;<\/p>\n<p><span class=\"token comment\"># alert_rules.yml<\/span><br \/>\n<span class=\"token key atrule\">groups<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> weclaw<br \/>\n    <span class=\"token key atrule\">rules<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">alert<\/span><span class=\"token punctuation\">:<\/span> HighLatency<br \/>\n        <span class=\"token key atrule\">expr<\/span><span class=\"token punctuation\">:<\/span> http_request_duration_seconds<span class=\"token punctuation\">{<\/span>quantile&#061;&#034;0.99&#034;<span class=\"token punctuation\">}<\/span> <span class=\"token punctuation\">&gt;<\/span> 2<br \/>\n        <span class=\"token key atrule\">for<\/span><span class=\"token punctuation\">:<\/span> 5m<br \/>\n        <span class=\"token key atrule\">annotations<\/span><span class=\"token punctuation\">:<\/span><br \/>\n          <span class=\"token key atrule\">summary<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;P99 \u5ef6\u8fdf\u8d85\u8fc7 2 \u79d2&#034;<\/span><\/p>\n<p>      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">alert<\/span><span class=\"token punctuation\">:<\/span> HighErrorRate<br \/>\n        <span class=\"token key atrule\">expr<\/span><span class=\"token punctuation\">:<\/span> rate(http_requests_total<span class=\"token punctuation\">{<\/span>status&#061;~&#034;5..&#034;<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">[<\/span>5m<span class=\"token punctuation\">]<\/span>) <span class=\"token punctuation\">&gt;<\/span> 0.05<br \/>\n        <span class=\"token key atrule\">for<\/span><span class=\"token punctuation\">:<\/span> 2m<br \/>\n        <span class=\"token key atrule\">annotations<\/span><span class=\"token punctuation\">:<\/span><br \/>\n          <span class=\"token key atrule\">summary<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u9519\u8bef\u7387\u8d85\u8fc7 5%&#034;<\/span><\/p>\n<h4>5.6 \u91cd\u6784\u6210\u679c<\/h4>\n<p>\u6027\u80fd\u6307\u6807\u5bf9\u6bd4&#xff1a;<\/p>\n<table>\n<tr>\u6307\u6807v1.0v1.5\u63d0\u5347<\/tr>\n<tbody>\n<tr>\n<td>QPS<\/td>\n<td>50<\/td>\n<td>500<\/td>\n<td>10 \u500d<\/td>\n<\/tr>\n<tr>\n<td>P99 \u5ef6\u8fdf<\/td>\n<td>2000ms<\/td>\n<td>300ms<\/td>\n<td>85%<\/td>\n<\/tr>\n<tr>\n<td>\u9519\u8bef\u7387<\/td>\n<td>5%<\/td>\n<td>0.5%<\/td>\n<td>90%<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58\u7a33\u5b9a<\/td>\n<td>\u274c (\u6301\u7eed\u589e\u957f)<\/td>\n<td>\u2705 (\u7a33\u5b9a 200MB)<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7528\u6237\u53cd\u9988&#xff1a;<\/p>\n<p>\u201c\u6700\u8fd1\u5feb\u4e86\u597d\u591a&#xff01;\u4e4b\u524d\u665a\u4e0a\u7528\u5f88\u5361&#xff0c;\u73b0\u5728\u5f88\u6d41\u7545\u3002\u201d<\/p>\n<hr \/>\n<h3>\u516d\u3001\u9636\u6bb5\u4e94&#xff1a;\u751f\u6001\u5efa\u8bbe\u671f (v2.0) \u2014\u2014 \u201c\u5f00\u653e\u5171\u8d62\u201d<\/h3>\n<h4>6.1 \u65b0\u76ee\u6807&#xff1a;\u4ece\u5de5\u5177\u5230\u5e73\u53f0<\/h4>\n<p>\u5f53\u7528\u6237\u7a81\u7834 10,000&#043;\u540e&#xff0c;\u6211\u4eec\u5f00\u59cb\u601d\u8003&#xff1a;<\/p>\n<p>\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u7528\u6237\u7684\u9700\u6c42\u8d8a\u6765\u8d8a\u591a\u6837\u5316<\/li>\n<li>\u6211\u4eec\u65e0\u6cd5\u6ee1\u8db3\u6240\u6709\u4eba\u7684\u5b9a\u5236\u9700\u6c42<\/li>\n<li>\u4e3a\u4ec0\u4e48\u4e0d\u5f00\u653e\u80fd\u529b&#xff0c;\u8ba9\u7b2c\u4e09\u65b9\u5f00\u53d1\u8005\u4e00\u8d77\u5efa\u8bbe\u751f\u6001&#xff1f;<\/li>\n<\/ul>\n<p>\u7b54\u6848&#xff1a;<\/p>\n<p>\u6253\u9020\u63d2\u4ef6\u5316\u5e73\u53f0&#xff0c;\u8ba9\u5f00\u53d1\u8005\u521b\u9020\u65e0\u9650\u53ef\u80fd&#xff01;<\/p>\n<h4>6.2 \u63d2\u4ef6\u7cfb\u7edf\u8bbe\u8ba1<\/h4>\n<p>\u67b6\u6784&#xff1a;<\/p>\n<p>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502         v2.0 \u63d2\u4ef6\u67b6\u6784                  \u2502<br \/>\n\u2502                                       \u2502<br \/>\n\u2502  \u6838\u5fc3\u5c42 (Core)                        \u2502<br \/>\n\u2502  \u251c\u2500 \u7528\u6237\u8ba4\u8bc1                          \u2502<br \/>\n\u2502  \u251c\u2500 \u6d88\u606f\u8def\u7531                          \u2502<br \/>\n\u2502  \u2514\u2500 \u6570\u636e\u5b58\u50a8                          \u2502<br \/>\n\u2502                                       \u2502<br \/>\n\u2502  \u63d2\u4ef6\u5c42 (Plugin SDK)                  \u2502<br \/>\n\u2502  \u251c\u2500 \u6d88\u606f\u5904\u7406\u63d2\u4ef6                      \u2502<br \/>\n\u2502  \u251c\u2500 \u6570\u636e\u5bfc\u51fa\u63d2\u4ef6                      \u2502<br \/>\n\u2502  \u251c\u2500 \u81ea\u5b9a\u4e49 UI \u63d2\u4ef6                     \u2502<br \/>\n\u2502  \u2514\u2500 \u7b2c\u4e09\u65b9 API \u96c6\u6210                   \u2502<br \/>\n\u2502                                       \u2502<br \/>\n\u2502  \u5e94\u7528\u5c42 (Apps)                        \u2502<br \/>\n\u2502  \u251c\u2500 \u5b98\u65b9\u5e94\u7528                          \u2502<br \/>\n\u2502  \u251c\u2500 \u793e\u533a\u5e94\u7528                          \u2502<br \/>\n\u2502  \u2514\u2500 \u4f01\u4e1a\u5b9a\u5236\u5e94\u7528                      \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n<p>\u63d2\u4ef6\u793a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u7b2c\u4e09\u65b9\u5f00\u53d1\u8005\u521b\u5efa\u7684\u63d2\u4ef6<\/span><br \/>\n<span class=\"token keyword\">from<\/span> weclaw_plugin_sdk <span class=\"token keyword\">import<\/span> Plugin<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">TranslationPlugin<\/span><span class=\"token punctuation\">(<\/span>Plugin<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u7ffb\u8bd1\u63d2\u4ef6&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">handle_message<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> message<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u2705 \u81ea\u52a8\u68c0\u6d4b\u8bed\u8a00\u5e76\u7ffb\u8bd1<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> detect_language<span class=\"token punctuation\">(<\/span>message<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#039;en&#039;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            translated <span class=\"token operator\">&#061;<\/span> translate<span class=\"token punctuation\">(<\/span>message<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;zh&#039;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            message<span class=\"token punctuation\">.<\/span>content <span class=\"token operator\">&#061;<\/span> translated<\/p>\n<p>        <span class=\"token keyword\">return<\/span> message<\/p>\n<p><span class=\"token comment\"># \u2705 \u6ce8\u518c\u63d2\u4ef6<\/span><br \/>\nplugin <span class=\"token operator\">&#061;<\/span> TranslationPlugin<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\nplugin<span class=\"token punctuation\">.<\/span>register<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>6.3 API \u5f00\u653e\u5e73\u53f0<\/h4>\n<p>RESTful API&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u2705 \u5b8c\u6574\u7684 API \u6587\u6863&#xff08;Swagger\/OpenAPI&#xff09;<\/span><br \/>\n<span class=\"token comment\"># GET \/api\/v1\/users &#8211; \u83b7\u53d6\u7528\u6237\u5217\u8868<\/span><br \/>\n<span class=\"token comment\"># POST \/api\/v1\/messages &#8211; \u53d1\u9001\u6d88\u606f<\/span><br \/>\n<span class=\"token comment\"># DELETE \/api\/v1\/conversations\/{id} &#8211; \u5220\u9664\u5bf9\u8bdd<\/span><br \/>\n<span class=\"token comment\"># PUT \/api\/v1\/settings &#8211; \u66f4\u65b0\u8bbe\u7f6e<\/span><\/p>\n<p>SDK \u652f\u6301&#xff1a;<\/p>\n<p><span class=\"token comment\">\/\/ \u2705 TypeScript SDK<\/span><br \/>\n<span class=\"token keyword\">import<\/span> <span class=\"token punctuation\">{<\/span> WeClawClient <span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">from<\/span> <span class=\"token string\">&#039;&#064;weclaw\/sdk&#039;<\/span><\/p>\n<p><span class=\"token keyword\">const<\/span> client <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">WeClawClient<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n  apiKey<span class=\"token operator\">:<\/span> <span class=\"token string\">&#039;your-api-key&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  baseUrl<span class=\"token operator\">:<\/span> <span class=\"token string\">&#039;https:\/\/api.weclaw.link&#039;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\">\/\/ \u2705 \u4e00\u884c\u4ee3\u7801\u53d1\u9001\u6d88\u606f<\/span><br \/>\n<span class=\"token keyword\">await<\/span> client<span class=\"token punctuation\">.<\/span>messages<span class=\"token punctuation\">.<\/span><span class=\"token function\">create<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n  conversationId<span class=\"token operator\">:<\/span> <span class=\"token string\">&#039;conv_123&#039;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  content<span class=\"token operator\">:<\/span> <span class=\"token string\">&#039;Hello, WeClaw!&#039;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>6.4 \u672a\u6765\u89c4\u5212<\/h4>\n<p>\u77ed\u671f\u76ee\u6807&#xff08;2026 Q3-Q4&#xff09;&#xff1a;<\/p>\n<ul>\n<li class=\"task-list-item\"> \u79fb\u52a8\u7aef App&#xff08;iOS\/Android&#xff09;<\/li>\n<li class=\"task-list-item\"> \u8bed\u97f3\u4ea4\u4e92\u652f\u6301<\/li>\n<li class=\"task-list-item\"> \u591a\u6a21\u6001\u80fd\u529b&#xff08;\u56fe\u7247\u7406\u89e3&#xff09;<\/li>\n<\/ul>\n<p>\u4e2d\u671f\u76ee\u6807&#xff08;2027 \u5e74&#xff09;&#xff1a;<\/p>\n<ul>\n<li class=\"task-list-item\"> \u4f01\u4e1a\u7248&#xff08;\u79c1\u6709\u5316\u90e8\u7f72&#xff09;<\/li>\n<li class=\"task-list-item\"> \u56e2\u961f\u534f\u4f5c\u529f\u80fd<\/li>\n<li class=\"task-list-item\"> \u77e5\u8bc6\u5e93\u96c6\u6210<\/li>\n<\/ul>\n<p>\u957f\u671f\u613f\u666f&#xff1a;<\/p>\n<p>\u6210\u4e3a\u6bcf\u4e2a\u4eba\u5de5\u4f5c\u548c\u751f\u6d3b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684 AI \u52a9\u624b&#xff01;<\/p>\n<hr \/>\n<h3>\u4e03\u300118 \u6761\u8840\u6cea\u7ecf\u9a8c\u603b\u7ed3<\/h3>\n<h4>7.1 \u6280\u672f\u9009\u578b\u7bc7<\/h4>\n<p>1. \u4e0d\u8981\u8fc7\u5ea6\u8bbe\u8ba1<\/p>\n<p>\u6700\u521d\u7684 100 \u884c\u4ee3\u7801\u53cd\u800c\u6700\u5b9e\u7528\u3002\u8fc7\u65e9\u4f18\u5316\u662f\u4e07\u6076\u4e4b\u6e90\u3002<\/p>\n<p>2. \u9009\u62e9\u6210\u719f\u7684\u751f\u6001<\/p>\n<p>Python \u4e30\u5bcc\u7684\u5e93\u8ba9\u6211\u4eec\u5feb\u901f\u8fed\u4ee3\u3002\u4e0d\u8981\u91cd\u590d\u9020\u8f6e\u5b50\u3002<\/p>\n<p>3. \u5f02\u6b65\u662f\u672a\u6765<\/p>\n<p>\u540c\u6b65 IO \u5728\u5e76\u53d1\u573a\u666f\u4e0b\u5fc5\u6b7b\u65e0\u7591\u3002\u5c3d\u65e9\u5b66\u4e60 asyncio\u3002<\/p>\n<p>4. \u65e5\u5fd7\u6bd4\u8c03\u8bd5\u6709\u7528<\/p>\n<p>\u751f\u4ea7\u73af\u5883\u95ee\u9898&#xff0c;\u6ca1\u6709\u65e5\u5fd7\u5c31\u662f\u778e\u5b50\u3002\u7ed3\u6784\u5316\u65e5\u5fd7\u662f\u795e\u5668\u3002<\/p>\n<h4>7.2 \u4ea7\u54c1\u8bbe\u8ba1\u7bc7<\/h4>\n<p>5. \u542c\u7528\u6237\u7684&#xff0c;\u4f46\u4e0d\u8981\u5168\u542c<\/p>\n<p>\u7528\u6237\u8bf4&#034;\u8981\u66f4\u591a\u529f\u80fd&#034;&#xff0c;\u5176\u5b9e\u53ef\u80fd\u662f&#034;\u73b0\u6709\u529f\u80fd\u4e0d\u591f\u597d\u7528&#034;\u3002<\/p>\n<p>6. 80% \u7684\u529f\u80fd\u6ee1\u8db3 100% \u7684\u9700\u6c42<\/p>\n<p>\u4e0d\u8981\u8bd5\u56fe\u6ee1\u8db3\u6240\u6709\u4eba&#xff0c;\u6293\u4f4f\u6838\u5fc3\u7528\u6237\u7fa4\u3002<\/p>\n<p>7. \u4f53\u9a8c\u4f18\u5148\u4e8e\u6027\u80fd<\/p>\n<p>\u7528\u6237\u611f\u77e5\u7684\u662f&#034;\u5feb\u4e0d\u5feb&#034;&#xff0c;\u4e0d\u662f&#034;QPS\u591a\u5c11&#034;\u3002<\/p>\n<p>8. \u6587\u6863\u4e5f\u662f\u4ea7\u54c1\u7684\u4e00\u90e8\u5206<\/p>\n<p>\u597d\u7684\u6587\u6863\u80fd\u51cf\u5c11 50% \u7684\u5ba2\u670d\u5de5\u4f5c\u91cf\u3002<\/p>\n<h4>7.3 \u56e2\u961f\u534f\u4f5c\u7bc7<\/h4>\n<p>9. Git Flow \u5f88\u91cd\u8981<\/p>\n<p>\u660e\u786e\u7684\u5206\u652f\u7b56\u7565\u907f\u514d\u65e0\u6570\u51b2\u7a81\u3002<\/p>\n<p>10. Code Review \u4e0d\u662f\u5f62\u5f0f<\/p>\n<p>\u6bcf\u6b21 CR \u90fd\u80fd\u5b66\u5230\u65b0\u4e1c\u897f\u3002<\/p>\n<p>11. \u6d4b\u8bd5\u5148\u884c\u771f\u7684\u503c\u5f97<\/p>\n<p>TDD \u867d\u7136\u6162&#xff0c;\u4f46\u8fd4\u5de5\u66f4\u5c11\u3002<\/p>\n<p>12. \u81ea\u52a8\u5316\u4e00\u5207<\/p>\n<p>CI\/CD\u8ba9\u4f60\u4ece\u91cd\u590d\u52b3\u52a8\u4e2d\u89e3\u653e\u3002<\/p>\n<h4>7.4 \u521b\u4e1a\u5fc3\u6001\u7bc7<\/h4>\n<p>13. \u575a\u6301\u6bd4\u806a\u660e\u91cd\u8981<\/p>\n<p>\u65e0\u6570\u6b21\u60f3\u653e\u5f03&#xff0c;\u4f46\u575a\u6301\u4e0b\u6765\u5c31\u6709\u8f6c\u673a\u3002<\/p>\n<p>14. \u7528\u6237\u589e\u957f\u4e0d\u662f\u7ebf\u6027\u7684<\/p>\n<p>\u53ef\u80fd 9 \u4e2a\u6708\u90fd\u6ca1\u4eba\u7528&#xff0c;\u7b2c 10 \u4e2a\u6708\u7a81\u7136\u7206\u53d1\u3002<\/p>\n<p>15. \u627e\u9760\u8c31\u7684\u5408\u4f19\u4eba<\/p>\n<p>\u4e00\u4e2a\u4eba\u8d70\u5f97\u5feb&#xff0c;\u4e00\u7fa4\u4eba\u8d70\u5f97\u8fdc\u3002<\/p>\n<p>16. \u4fdd\u6301\u5065\u5eb7<\/p>\n<p>\u8eab\u4f53\u662f\u9769\u547d\u7684\u672c\u94b1&#xff0c;\u522b\u71ac\u591c\u5199\u4ee3\u7801\u4e86\u3002<\/p>\n<h4>7.5 \u6700\u540e\u4e24\u6761<\/h4>\n<p>17. \u5f00\u6e90\u662f\u53cc\u5203\u5251<\/p>\n<p>\u5e26\u6765\u7528\u6237&#xff0c;\u4e5f\u5e26\u6765\u538b\u529b\u3002\u505a\u597d\u5fc3\u7406\u51c6\u5907\u3002<\/p>\n<p>18. \u4eab\u53d7\u8fc7\u7a0b<\/p>\n<p>\u521b\u4e1a\u662f\u4e00\u573a\u65c5\u884c&#xff0c;\u4e0d\u662f\u76ee\u7684\u5730\u3002<\/p>\n<hr \/>\n<h3>\u516b\u3001\u81f4\u8c22\u4e0e\u5c55\u671b<\/h3>\n<h4>8.1 \u611f\u8c22<\/h4>\n<p>\u611f\u8c22\u6240\u6709\u652f\u6301\u548c\u5e2e\u52a9\u8fc7 WeClaw \u7684\u4eba&#xff1a;<\/p>\n<ul>\n<li>\u79cd\u5b50\u7528\u6237&#xff1a;\u4f60\u4eec\u7684\u53cd\u9988\u8ba9\u6211\u4eec\u53d8\u5f97\u66f4\u597d<\/li>\n<li>\u8d21\u732e\u8005&#xff1a;\u4f60\u4eec\u7684 PR \u8ba9\u9879\u76ee\u66f4\u6709\u6d3b\u529b<\/li>\n<li>\u5bb6\u4eba\u670b\u53cb&#xff1a;\u4f60\u4eec\u7684\u7406\u89e3\u8ba9\u6211\u4eec\u575a\u6301\u4e0b\u53bb<\/li>\n<li>AI \u5de5\u5177&#xff1a;Copilot\u3001Cursor \u63d0\u9ad8\u4e86\u5f00\u53d1\u6548\u7387<\/li>\n<\/ul>\n<h4>8.2 \u5c55\u671b<\/h4>\n<p>WeClaw\u624d\u521a\u521a\u8d77\u6b65&#xff0c;\u672a\u6765\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002<\/p>\n<p>\u6211\u4eec\u7684\u4f7f\u547d&#xff1a;<\/p>\n<p>\u8ba9 AI \u89e6\u624b\u53ef\u53ca&#xff0c;\u8ba9\u5de5\u4f5c\u66f4\u9ad8\u6548&#xff0c;\u8ba9\u751f\u6d3b\u66f4\u7f8e\u597d&#xff01;<\/p>\n<p>\u9080\u8bf7\u4f60\u4e00\u8d77\u53c2\u4e0e&#xff1a;<\/p>\n<ul>\n<li>&#x1f31f; Star \u652f\u6301&#xff1a;https:\/\/github.com\/wyg5208\/weclaw.git<\/li>\n<li>&#x1f91d; \u8d21\u732e\u4ee3\u7801&#xff1a;\u63d0\u4ea4 PR&#xff0c;\u6210\u4e3a Contributor<\/li>\n<li>&#x1f4a1; \u63d0\u51fa\u5efa\u8bae&#xff1a;Issue \u533a\u671f\u5f85\u4f60\u7684\u58f0\u97f3<\/li>\n<li>&#x1f4e2; \u53e3\u7891\u4f20\u64ad&#xff1a;\u5411\u670b\u53cb\u63a8\u8350 WeClaw<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e5d\u3001\u5199\u5728\u6700\u540e<\/h3>\n<p>18 \u4e2a\u6708\u524d&#xff0c;WeClaw \u53ea\u662f\u6211\u4e00\u4e2a\u4eba\u5728\u6df1\u591c\u5199\u7684\u5c0f\u811a\u672c\u3002<br \/>\n18 \u4e2a\u6708\u540e&#xff0c;\u5b83\u5df2\u7ecf\u670d\u52a1\u4e8e 10,000&#043; \u7528\u6237\u3002<\/p>\n<p>\u8fd9\u4e00\u8def\u8d70\u6765&#xff0c;\u6709\u8fc7\u8ff7\u832b&#xff0c;\u6709\u8fc7\u632b\u6298&#xff0c;\u4f46\u66f4\u591a\u7684\u662f\u6210\u957f\u548c\u6536\u83b7\u3002<\/p>\n<p>\u5982\u679c\u4f60\u4e5f\u5728\u521b\u4e1a\u6216\u505a\u5f00\u6e90&#xff0c;\u6211\u60f3\u8bf4&#xff1a;<\/p>\n<ul>\n<li>\u5f00\u59cb\u884c\u52a8&#xff1a;\u5b8c\u7f8e\u7684\u65f6\u673a\u6c38\u8fdc\u4e0d\u4f1a\u5230\u6765&#xff0c;\u73b0\u5728\u5c31\u662f\u6700\u597d\u7684\u65f6\u673a<\/li>\n<li>\u62e5\u62b1\u53d8\u5316&#xff1a;\u8ba1\u5212\u8d76\u4e0d\u4e0a\u53d8\u5316&#xff0c;\u53d8\u5316\u4e2d\u5bfb\u627e\u673a\u4f1a<\/li>\n<li>\u4fdd\u6301\u70ed\u7231&#xff1a;\u53ea\u6709\u771f\u6b63\u70ed\u7231&#xff0c;\u624d\u80fd\u71ac\u8fc7\u8270\u96be\u65f6\u523b<\/li>\n<\/ul>\n<p>\u6700\u540e&#xff1a;<\/p>\n<p>\u79cd\u4e00\u68f5\u6811\u6700\u597d\u7684\u65f6\u95f4\u662f\u5341\u5e74\u524d&#xff0c;\u5176\u6b21\u662f\u73b0\u5728\u3002<\/p>\n<p>\u7acb\u5373\u884c\u52a8&#xff0c;\u521b\u9020\u5c5e\u4e8e\u4f60\u7684\u7cbe\u5f69&#xff01;<\/p>\n<hr \/>\n<p>\u7248\u6743\u58f0\u660e&#xff1a;\u672c\u6587\u4e3a CSDN \u535a\u4e3b\u300c\u7fc1\u52c7\u521a\u300d\u7684\u539f\u521b\u6587\u7ae0&#xff0c;\u9075\u5faa CC 4.0 BY-SA \u7248\u6743\u534f\u8bae&#xff0c;\u8f6c\u8f7d\u8bf7\u9644\u4e0a\u539f\u6587\u51fa\u5904\u94fe\u63a5\u53ca\u672c\u58f0\u660e\u3002<\/p>\n<p>\u539f\u6587\u94fe\u63a5&#xff1a;https:\/\/blog.csdn.net\/yweng18\/article\/details\/xxxxxx&#xff08;\u5f85\u53d1\u5e03\u540e\u66f4\u65b0&#xff09;<\/p>\n<p>\u7cfb\u5217\u5b8c\u7ed3\u6492\u82b1&#xff01;&#x1f389;<\/p>\n<hr \/>\n<h3>\u9644\u5f55&#xff1a;WeClaw \u7cfb\u5217\u6587\u7ae0\u5168\u96c6<\/h3>\n<h4>&#x1f4d6; 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