{ "version": "https://jsonfeed.org/version/1", "title": "\u79d1\u6280", "description": "", "home_page_url": "go/tech", "feed_url": "feed/tech.json", "icon": "https://cdn.v2ex.com/navatar/67f7/fb87/445_large.png?m=1760740184", "favicon": "https://cdn.v2ex.com/navatar/67f7/fb87/445_normal.png?m=1760740184", "items": [ { "author": { "url": "member/iloveyou", "name": "iloveyou", "avatar": "https://cdn.v2ex.com/avatar/943b/5fd1/3924_large.png?m=1760512392" }, "url": "t/1204350", "title": "\u7f8e\u4f0a\u8fd8\u4e0d\u5982\u7ee7\u7eed\u6253\u5462\uff0c\u4e00\u505c\u6218 AI \u79d1\u6280\u80a1\u53c8\u652f\u68f1\u8d77\u6765\u4e86\uff0c\u7f8e\u5149\u3001\u95ea\u8fea\u53c8\u8981\u6da8\u4ef7\u4e86\uff0c\u666e\u901a\u4eba\u5565\u597d\u5904\u4e5f\u6ca1\u635e\u5230\u9664\u4e86\u5931\u4e1a", "id": "t/1204350", "date_published": "2026-04-08T08:20:27+00:00", "content_html": "" }, { "author": { "url": "member/sinowealth66", "name": "sinowealth66", "avatar": "https://cdn.v2ex.com/gravatar/6a21252b05f2af549593d18850324748?s=73&d=retro" }, "url": "t/1198034", "title": "\u53f7\u6c60(CC Max)", "id": "t/1198034", "date_published": "2026-03-13T06:35:12+00:00", "content_html": "

\u81ea\u5efa\u53f7\u6c60 \u00b7 \u4e13\u4e1a\u7ef4\u62a4 \u00b7 \u5168\u7f51\u5e95\u4ef7

\n

\u7a33\u5b9a\u81ea\u8425\u8d26\u53f7\u6c60\uff0c\u56e2\u961f\u957f\u671f\u7ef4\u62a4\uff0c\u53ef\u7528\u7a33\u5b9a\uff0c\u91cf\u5927\u4ece\u4f18

\n

\u6838\u5fc3\u4f18\u52bf

\n

\n
• \u2705 \u81ea\u5efa\u6c60\u6e90\uff0c\u4e00\u624b\u4f9b\u5e94
\n
• \u2705 \u4e13\u4e1a\u56e2\u961f 7\u00d724 \u5c0f\u65f6\u7ef4\u62a4
\n
• \u2705 \u9ad8\u53ef\u7528\u3001\u4f4e\u6545\u969c\u7387
\n
• \u2705 \u91cf\u5927\u4ef7\u4f18\uff0c\u957f\u671f\u5408\u4f5c\u66f4\u5212\u7b97
\n

\n

\u5f53\u524d\u6210\u672c\u4ef7

\n

** 0.7 **\n\u91cf\u5927\u4ece\u4f18\uff0c\u652f\u6301\u6279\u91cf\uff0c\u4ef7\u683c\u53ef\u8c08

\n

\u8054\u7cfb\u65b9\u5f0f

\n

\u7eff\u6ce1\u6ce1\uff1ad3N6cmoxMjMxMjM=

\n" }, { "author": { "url": "member/lidedongsn", "name": "lidedongsn", "avatar": "https://cdn.v2ex.com/avatar/9fc3/67ed/598700_large.png?m=1723790849" }, "url": "t/1196877", "title": "\u94fa\u5929\u76d6\u5730\u7684 OpenClaw\uff0c\u5230\u5e95\u80fd\u505a\u4ec0\u4e48\uff1f\uff08\u4e0d\u5439\u4e0d\u9ed1\uff09", "id": "t/1196877", "date_published": "2026-03-09T07:38:57+00:00", "content_html": "" }, { "author": { "url": "member/Kinnikuman", "name": "Kinnikuman", "avatar": "https://cdn.v2ex.com/avatar/5951/a7f8/645335_large.png?m=1692927861" }, "url": "t/1187262", "date_modified": "2026-01-21T02:49:25+00:00", "content_html": "

\u6280\u672f\u7684\u53d1\u5c55\u662f\u4e00\u4e2a\u6e10\u8fdb\u7684\u8fc7\u7a0b\uff0c\u5373\u4f7f\u6ca1\u6709\u67d0\u4e2a\u7279\u5b9a\u7684\u91cc\u7a0b\u7891\uff0c\u4f46\u968f\u7740\u76f8\u5173\u79d1\u6280\u7b49\u6280\u672f\u7684\u8fdb\u6b65\uff0c\u5728\u4e0d\u540c\u6761\u4ef6\u548c\u63a8\u52a8\u4e0b\u6162\u6162\u7684\u4e5f\u4f1a\u53d1\u5c55\u51fa\u67d0\u4e9b\u725b\u903c\u7684\u6280\u672f\u3002

\n

\u4e2d\u672c\u806a\u5728\u6bd4\u7279\u5e01\u767d\u76ae\u4e66\u4e2d\u53d1\u660e\u7684\u533a\u5757\u94fe\u6280\u672f\uff0c\u5f53\u65f6\u79d1\u6280\u5e76\u4e0d\u53d1\u8fbe\uff0c\u751a\u81f3\u6ca1\u6709\u591a\u5c11\u8bbe\u5907\u4f1a\u53bb\u8dd1\u4e00\u4e2a\u53bb\u4e2d\u5fc3\u5316\u7684\u533a\u5757\u94fe\uff0c\u4f46\u8fd9\u4e2a\u53bb\u4e2d\u5fc3\u5316\u6982\u5ff5\u5c31\u6162\u6162\u751f\u957f\u53d1\u82bd\u3002\u6211\u89c9\u5f97\u533a\u5757\u94fe\u6280\u672f\u662f\u53d1\u5c55\u7684\u6bd4\u8f83\u65e9\u7684\uff0c\u4e5f\u5c31\u662f\u8bf4\u4e2d\u672c\u806a\u8fd9\u9879\u53d1\u660e\u5f88\u8d85\u524d\uff0c\u4e00\u76f4\u6df1\u6e0a\u7684\u5f71\u54cd\u5230\u73b0\u5728 web3 \u3002\u4f46\u5982\u679c\u5f53\u65f6\u6ca1\u6709\u4e2d\u672c\u806a\uff0c\u540e\u9762\u79d1\u6280\u7684\u8fdb\u6b65\uff0c\u5927\u6982\u7387\u4e5f\u4f1a\u6709\u53bb\u4e2d\u5fc3\u5316\u7684\u6982\u5ff5\u51fa\u6765\u3002

\n

\u5728 17 \u5e74\u8c37\u6b4c\u56e2\u961f\u53d1\u8868\u7684\u8bba\u6587\u63d0\u51fa Transformer \u67b6\u6784\uff0c\u6df1\u6e0a\u5f71\u54cd\u4e86\u73b0\u5728\u7684 LLM \u53d1\u5c55\u3002\u60f3\u8d77\u6765 23 \u5e74\u672b gpt 3.5 \u7684\u51fa\u73b0\uff0c\u8bba\u575b\u91cc\u5404\u79cd\u8ba8\u8bba\uff0c\u4ee5\u53ca\u53bb sms \u5e73\u53f0\u63a5\u7801\u6ce8\u518c gpt \u8d26\u53f7\u6765\u4f7f\u7528\u3002\u90a3\u65f6\u5019\u6211\u4eec\u4e00\u8d77\u89c1\u8bc1\u4e86 LLM \u7684 wow moment \u8bde\u751f\u3002\u4f46\u518d\u53cd\u60f3\u4e00\u4e0b\uff0c\u53ea\u6709\u5f53\u663e\u5361\u7b97\u529b\u8db3\u591f\u5f3a\u5927\u65f6\u5019\uff0cAI \u5b66\u672f\u754c+\u5de5\u4e1a\u754c\u624d\u80fd\u9760\u591a\u5e74\u7d2f\u8ba1\u8bad\u7ec3\u51fa\u60ca\u8273\u4e16\u754c\u7684\u5927\u6a21\u578b\u3002\u5982\u679c Transformer \u8bba\u6587\u6ca1\u6709\u53d1\u8868\u51fa\u6765\uff0c\u90a3 LLM \u5c31\u4e0d\u4f1a\u6709\u4e86\u5417\uff1f\u672a\u5fc5\uff0c\u53ef\u80fd\u4f1a\u63a8\u8fdf\u51e0\u5e74\uff0c\u4f46\u79d1\u6280\u8fdb\u6b65\u6c38\u8fdc\u4e0d\u4f1a\u505c\u6b62\u3002

\n

\u4ee5\u53ca\u73b0\u5728\u7684\u91cf\u5b50\u8ba1\u7b97\uff0c\u8111\u673a\u63a5\u53e3\uff0c\u81ea\u52a8\u9a7e\u9a76\u7b49\u3002\u672a\u6765\u8fd8\u4f1a\u6709\u5f88\u591a\u6280\u672f\u7684\u5230\u6765\u3002

\n

---

\n

\u65e0\u8981\u70b9\uff0c\u53ea\u662f\u6628\u665a\u7684\u6d74\u5ba4\u6c89\u601d\u3002

\n", "date_published": "2026-01-21T02:25:51+00:00", "title": "\u533a\u5757\u94fe/LLM \u8fd9\u4e9b\u6280\u672f\u968f\u7740\u79d1\u6280\u53d1\u5c55\u603b\u4f1a\u5230\u6765", "id": "t/1187262" }, { "author": { "url": "member/zhouzoki", "name": "zhouzoki", "avatar": "https://cdn.v2ex.com/avatar/5f60/81b5/716757_large.png?m=1775910363" }, "url": "t/1183880", "title": "\u4eac\u4e1c\u90fd\u662f\u7528\u5565\u811a\u672c\u62a2\u7684\u5440", "id": "t/1183880", "date_published": "2026-01-07T16:21:10+00:00", "content_html": "

XD \u90a3\u4e2a\u4eac\u4e1c 298 \u7684\u8054\u540d\u4f1a\u5458\u5361\uff0c\u624b\u62a2\u6839\u672c\u6ca1\u529e\u6cd5\u62a2\u5f97\u5230\u8bf6\u3002\u3002\u3002

\n" }, { "author": { "url": "member/qq1147", "name": "qq1147", "avatar": "https://cdn.v2ex.com/gravatar/352306d963150f8c63a864c26336b86b?s=73&d=retro" }, "url": "t/1183663", "date_modified": "2026-01-08T07:01:28+00:00", "content_html": "

\u76f8\u4fe1\u5927\u5bb6\u516c\u53f8\u90fd\u5728\u5927\u529b\u7684\u63a8\u52a8 AI \u5e94\u7528\u5427\u3002\u4f5c\u4e3a\u4e00\u9897\u87ba\u4e1d\u9489\uff0c\u770b\u4e0d\u5230\u9886\u5bfc\u5c42\u9ad8\u77bb\u8fdc\u77a9\u7684\u65b9\u5411\uff0c\u80fd\u5207\u5b9e\u611f\u53d7\u5230\u7684\uff0c\u4e5f\u5c31\u53ea\u6709 Vibe Coding \u5e26\u6765\u7684\u5de5\u4f5c\u4e0a\u7684\u4fbf\u5229\u3002

\n

\u6240\u4ee5\u60f3\u95ee\u4e0b\u5927\u5bb6\uff0c2026 \u5e74\u521d\u7684\u5f53\u4e0b\uff0cAI \u6709\u4e3a\u4efb\u4f55\u884c\u4e1a\u5e26\u6765\u9769\u547d\u6027\u7684\u53d8\u9769\u5417\uff0c\u6216\u8005\u5de5\u4f5c\u751f\u6d3b\u4e2d\u56e0\u4e3a AI \u5e26\u6765\u7684\u5f7b\u5e95\u7684\u6539\u53d8\uff1f

\n

\u6211\u6700\u5927\u7684\u611f\u53d7\u5c31\u662f 25 \u5e74\u4e0b\u534a\u5e74\u57fa\u672c\u6ca1\u7528\u8fc7\u641c\u7d22\u5f15\u64ce\u4e86\uff0c\u6709\u95ee\u9898\u5148\u95ee\u8c46\u5305\uff0c\u89e3\u7b54\u4e0d\u4e86\u518d\u767e\u5ea6\u641c\u7d22\u3002

\n", "date_published": "2026-01-07T02:30:44+00:00", "title": "\u9664\u4e86 Vibe Coding\uff0c\u5404\u4f4d\u6240\u5728\u7684\u884c\u4e1a\u6709\u56e0\u4e3a AI \u5e94\u7528\u5e26\u6765\u9769\u547d\u6027\u8fdb\u5c55\uff0c\u6216\u8005\u5e95\u5c42\u53d8\u9769\u7684\u5417\uff1f", "id": "t/1183663" }, { "author": { "url": "member/ytll21", "name": "ytll21", "avatar": "https://cdn.v2ex.com/gravatar/cbd114cf9096fc7eb0ae0c550a497865?s=73&d=retro" }, "url": "t/1183473", "date_modified": "2026-01-07T03:16:22+00:00", "content_html": "

https://mp.weixin.qq.com/s/VZs_aLT_RHHFafpJJxcuLg

\u5168\u7403\u9996\u6b3e\u53ef\u91cf\u4ea7\u5168\u56fa\u6001\u7535\u6c60\u95ee\u4e16

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\u636e\u4ecb\u7ecd\uff0cDonut Lab \u7684\u5168\u56fa\u6001\u7535\u6c60\u63d0\u4f9b 400Wh/kg \u7684\u80fd\u91cf\u5bc6\u5ea6\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u66f4\u957f\u7684\u7eed\u822a\u91cc\u7a0b\u3001\u66f4\u8f7b\u7684\u7ed3\u6784\uff0c\u4ee5\u53ca\u5728\u8f66\u8f86\u548c\u4ea7\u54c1\u8bbe\u8ba1\u4e2d\u524d\u6240\u672a\u6709\u7684\u7075\u6d3b\u6027\u3002\u8be5\u7535\u6c60\u4ec5\u9700 5 \u5206\u949f\u5373\u53ef\u5145\u6ee1\u7535\uff0c\u4e14\u65e0\u9700\u5c06\u5145\u7535\u9650\u5236\u5728 80%\u4ee5\u5185\uff0c\u5e76\u652f\u6301\u5b89\u5168\u3001\u91cd\u590d\u4e14\u53ef\u9760\u7684\u5168\u989d\u653e\u7535\u3002

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\u8fd9\u51e0\u5929\u6700\u7206\u7684\u65b0\u95fb\u4f1a\u56f4\u7ed5 Manus \u5427\uff0c\u56fd\u5185\u5bf9\u8fd9\u5bb6\u516c\u53f8\u7684\u4e89\u8bae\u5f88\u5927\uff0c\u4eca\u5929\u8fce\u6765\u53ef\u4ee5\u8bf4\u662f\u6700\u597d\u7684\u7ed3\u5c40\uff1a\u88ab Meta \u6570\u5341\u4ebf\u7f8e\u5143\u6536\u8d2d\uff01\uff01\uff01

2025 \u5e74 11 \u6708 16 \u65e5\uff0c\u7531\u7ea2\u5c71\u5f00\u6e90\u5e73\u53f0\u4e3b\u529e\u7684\u201c2025 \u7ea2\u5c71\u5f00\u6e90\u5927\u4f1a\u201d\uff0c\u5728\u5317\u4eac\u9999\u5c71\u9890\u548c\u5bbe\u9986\u7ea2\u5c71\u5385\u6210\u529f\u843d\u4e0b\u5e37\u5e55\u3002\u4e3a\u8868\u5f70\u5728\u5f00\u6e90\u9886\u57df\u505a\u51fa\u5353\u8d8a\u8d21\u732e\u7684\u9879\u76ee\uff0c\u5927\u4f1a\u7279\u522b\u8bbe\u7acb 2025 \u5e74\u5ea6\u7ea2\u5c71\u5f00\u6e90\u5e73\u53f0\u660e\u661f\u9879\u76ee\u9881\u5956\u73af\u8282\u3002

Excelize \u5f00\u6e90\u793e\u533a\u8363\u83b7\u4e86 2025 \u7ea2\u5c71\u5f00\u6e90\u660e\u661f\u9879\u76ee\u4e09\u7b49\u5956\uff0c\u6d3b\u52a8\u8be6\u60c5\u8be6\u89c1\u6587\u7ae0\uff1a2025 \u7ea2\u5c71\u5f00\u6e90\u5927\u4f1a\u5706\u6ee1\u6536\u5b98\uff0c\u5171\u7b51\u5f00\u6e90\u751f\u6001\u65b0\u672a\u6765

Excelize \u662f\u7528\u4e8e\u64cd\u4f5c\u7535\u5b50\u8868\u683c\u529e\u516c\u6587\u6863\u7684\u5f00\u6e90\u57fa\u7840\u5e93\uff0c\u5f00\u6e90\u5730\u5740\uff1agithub.com/xuri/excelize\uff0c\u9075\u5faa BSD 3-clause \u5f00\u6e90\u534f\u8bae\uff0c\u57fa\u4e8e ISO/IEC 29500 \u56fd\u9645\u6807\u51c6\u3002\u53ef\u4ee5\u4f7f\u7528\u5b83\u6765\u8bfb\u53d6\u3001\u5199\u5165\u7531 Excel \u3001WPS \u3001OpenOffice \u7b49\u529e\u516c\u8f6f\u4ef6\u521b\u5efa\u7684\u7535\u5b50\u8868\u683c\u6587\u6863\u3002\u652f\u6301 XLAM / XLSM / XLSX / XLTM / XLTX \u7b49\u591a\u79cd\u6587\u6863\u683c\u5f0f\uff0c\u9ad8\u5ea6\u517c\u5bb9\u5e26\u6709\u6837\u5f0f\u3001\u56fe\u7247 (\u8868)\u3001\u900f\u89c6\u8868\u3001\u5207\u7247\u5668\u7b49\u590d\u6742\u7ec4\u4ef6\u7684\u6587\u6863\uff0c\u5e76\u63d0\u4f9b\u6d41\u5f0f\u8bfb\u5199\u652f\u6301\uff0c\u7528\u4e8e\u5904\u7406\u5305\u542b\u5927\u89c4\u6a21\u6570\u636e\u7684\u5de5\u4f5c\u7c3f\u3002\u53ef\u5e94\u7528\u4e8e\u5404\u7c7b\u62a5\u8868\u5e73\u53f0\u3001\u4e91\u8ba1\u7b97\u3001\u8fb9\u7f18\u8ba1\u7b97\u7b49\u7cfb\u7edf\u3002\u81ea 2016 \u5e74\u5f00\u6e90\u4ee5\u6765\u5df2\u6210\u4e3a\u4e91\u539f\u751f\u5e94\u7528\u5c24\u5176\u662f Go \u8bed\u8a00\u5f00\u53d1\u8005\u5728\u5904\u7406\u7535\u5b50\u8868\u683c\u529e\u516c\u6587\u6863\u65f6\u7684\u70ed\u95e8\u9009\u62e9\uff0c\u6b63\u5728\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5927\u578b\u4e92\u8054\u7f51\u516c\u53f8\u3001\u4e2d\u5c0f\u4f01\u4e1a\u5ba2\u6237\u548c\u521d\u521b\u516c\u53f8\u3002

Excelize \u5f00\u6e90\u57fa\u7840\u5e93\u66fe\u8363\u83b7 2025 \u4e0a\u6d77\u5f00\u6e90\u521b\u65b0\u83c1\u82f1\u5956\u2014\u2014\u4f18\u79c0\u5f00\u6e90\u9879\u76ee\u5956\u30012025 \u5e74 GitCode \u767e\u5927\u5f00\u6e90\u9879\u76ee\u30012022 \u5e74\u4e2d\u56fd\u5f00\u6e90\u521b\u65b0\u5927\u8d5b\u4e00\u7b49\u5956\u30012018 \u5e74\u5f00\u6e90\u4e2d\u56fd\u7801\u4e91\u6700\u6709\u4ef7\u503c\u5f00\u6e90\u9879\u76ee GVP (Gitee Most Valuable Project) \u7b49\u5956\u9879\u3002

\u53ef\u5708\u53ef\u70b9\u7684\u529f\u80fd\u3002

\u5389\u5bb3\u4e4b\u5904\u5728\u4e8e\u878d\u5165\u4e86\u7269\u7406\u5b66\u89c4\u5f8b\uff08\u722c wiki \u6570\u636e\uff09

\u4e0d\u8db3\u4e5f\u5f88\u660e\u663e\uff0c\u8be5\u529f\u80fd\u4ecd\u5728\u521d\u7ea7\u9636\u6bb5\uff0c\u671f\u5f85\u540e\u7eed\u3002

\u6709\u60f3\u4f53\u9a8c\u7684\u4f6c\uff0c\u70b9\u4e0b\u65b9\u94fe\u63a5\u3002

\n
• \n

  \u72ee\u5b50\nhttps://gemini.google.com/app/3ee4af9bf4f58dd6

  \n
\n
• \n

  \u98de\u9e1f\nhttps://gemini.google.com/app/15a406316b57d25f

  \n
\n

google antigravity, \u514d\u8d39\u53ef\u4ee5\u7528 Gemini 3 Pro \u3001Claude Sonnet 4.5,\u5927\u5bb6\u6709\u8bd5\u8fc7\u600e\u4e48\u6837\u561b\uff0c\u8fd9\u4e5f\u592a\u58d5\u4e86

\u5b98\u65b9\u94fe\u63a5\u9547\u697c\uff0c\u9700\u8981\u7684\u4f6c\u81ea\u53d6\uff1a

https://blog.google/products/gemini/gemini-3/#plan-anything

https://gemini.google.com/app/

\u6700\u8fd1\u53d1\u73b0\u673a\u5668\u4e4b\u5fc3\u7684\u65b0\u95fb\u9700\u8981\u8ba2\u9605\u624d\u80fd\u770b\u8fc7\u5f80\u65b0\u95fb\u4e86\uff0c\u73b0\u5728\u8fd8\u6709\u6ca1\u6709\u514d\u8d39\u7684\u5e73\u66ff\u8d44\u8baf\u5e73\u53f0

\u897f\u5b89\u6709\u54ea\u4e9b\u505a OCR \u505a\u7684\u6bd4\u8f83\u597d\u7684\u4f01\u4e1a\u554a\uff0c\u6709\u9879\u76ee\u9700\u8981\u5408\u4f5c\n\u6709\u610f\u7684\u53ef\u4ee5\u804a\u804a

1 \u539f\u7406

\u8fd9\u4e2a\u65b9\u6848\u5229\u7528 emby \u652f\u6301 strm \u6587\u4ef6\u53ef\u4ee5\u5feb\u901f\u5165\u5e93\uff0c\u5207\u901a\u8fc7 openlist \u7b49\u652f\u6301\u7f51\u76d8\u7684 302 \u91cd\u5b9a\u5411\uff0c\u5b9e\u73b0\u5feb\u901f\u8d77\u64ad\uff0c\u4ee5\u4e0b\u5185\u5bb9\u4e2d\u63d0\u5230\u7684\u6240\u6709\u5de5\u5177\u5747\u4e3a\u5f00\u6e90\u9879\u76ee\uff0c\u5f53\u7136\u4e5f\u6709\u5176\u4ed6\u53ef\u9009\u7684\u5de5\u5177\u66ff\u4ee3\uff0c\u4f8b\u5982 cd2 \u53ef\u4ee5\u7528 rclone \u66ff\u4ee3\uff0cauto_symlink \u53ef\u4ee5\u7528\u5176\u4ed6 strm \u5de5\u5177\u66ff\u4ee3\uff0cemby2alist \u53ef\u4ee5\u7528 go-emby2openlist \u66ff\u4ee3\u7b49\u3002(\u540c\u65f6\u4e5f\u63a8\u8350\u4f7f\u7528 auto_symlink \u4f5c\u8005\u7684 symedia \u548c fastemby \u9879\u76ee)

2 \u5173\u4e8e\u66f4\u4f18\u65b9\u6848\u7684\u8ba8\u8bba

2.1 115 \u7f51\u76d8 302 \u98ce\u63a7/\u5c01\u53f7

\u76ee\u524d\u5df2\u77e5 115 \u7f51\u76d8\u5728\u591a\u4e2a\u5730\u533a\u6216\u8d85\u8fc7\u4e00\u5b9a\u8fde\u63a5\u6570\u4f7f\u7528 302 \u91cd\u5b9a\u5411\u53ef\u80fd\u4f1a\u89e6\u53d1\u98ce\u63a7\uff0c\u60f3\u8bf7\u95ee\u4e0b\u5404\u4f4d\u662f\u5426\u6709\u66f4\u597d\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5982\u662f\u5426\u53ef\u4ee5\u505a\u591a\u7f51\u76d8\u8d44\u6e90\u7684\u8d1f\u8f7d\u5747\u8861(\u4e5f\u53ef\u4ee5\u63a8\u8350\u76f8\u5e94\u7684 vps \u8d70\u4ee3\u7406\u7684\u65b9\u5f0f)

3 openlist

3.1 \u4f5c\u7528

\n
• \u7f51\u76d8\u6302\u8f7d\uff0c\u53ef\u901a\u8fc7 webdav \u7684\u65b9\u5f0f\u8bbf\u95ee
\n
• \u7f51\u76d8 302 \u91cd\u5b9a\u5411
\n

3.2 docker \u90e8\u7f72

mkdir -p /media/docker/alist\ndocker run -d \\\n--restart=always \\\n-p 5244:5244 \\\n-p 6801:6800 \\\n-e PUID=0 \\\n-e PGID=0 \\\n-e UMASK=022 \\\n--name=openlist \\\n-e TZ=Asia/Shanghai \\\nopenlistteam/openlist:beta\n

4 cd2

4.1 \u4f5c\u7528

\n
• \u7f51\u76d8\u6302\u8f7d\uff0c\u53ef\u901a\u8fc7\u672c\u5730\u6620\u5c04\u8def\u5f84\u8bbf\u95ee(\u8fd9\u91cc\u4e5f\u53ef\u4ee5\u7528 rclone \uff0c\u4f46\u662f\u636e\u5176\u4ed6\u535a\u4e3b\u8bf4 rclone \u7684\u901f\u5ea6\u4f1a\u6bd4 cd2 \u6162)
\n
• \u5957\u5a03\u6302\u8f7d alist \u7684 webdav \uff0c\u4ee5\u652f\u6301 cd2 \u6682\u4e0d\u652f\u6301\u7684\u7f51\u76d8(\u5982\u5938\u514b\u7f51\u76d8\u7b49)
\n

4.2 docker \u90e8\u7f72

\u6ce8\u610f\u70b9\uff1a\n\u8fd9\u91cc\u6620\u5c04\u4e86\u4e24\u4e2a\u5a92\u4f53\u76ee\u5f55\uff0c\u4e00\u4e2a\u662fcloud_media\uff0c\u4e00\u4e2a\u662fwebdav_media\u3002

\n
• cloud_media\u7528\u4e8e\u6302\u8f7d\u652f\u6301 302 \u91cd\u5b9a\u5411\u7684\u7f51\u76d8\uff0c\u5982 115 \uff0c\u5929\u7ffc\u7b49\uff1b
\n
• webdav_media\u7528\u4e8e\u6302\u8f7d\u5982\u5938\u514b\u7f51\u76d8\u7b49\uff1b
\n

\u90e8\u7f72\u524d\u8bf7\u786e\u8ba4 docker \u5df2\u5f00\u542f MountFlags\n

version: '3'\n\nservices:\n clouddrive:\n image: cloudnas/clouddrive2\n container_name: clouddrive\n restart: unless-stopped\n environment:\n - CLOUDDRIVE_HOME=/Config\n volumes:\n - /volume2/Media/mp_downloads:/CloudNAS:shared\n - /volume2/Media/cloud_media:/media:shared\n - /volume2/Media/webdav_media:/webdav_media:shared\n - /volume1/docker_dir/clouddrive2:/Config\n ports:\n - \"8097:19798\"\n pid: \"host\"\n privileged: true\n devices:\n - /dev/fuse:/dev/fuse\n\n

4.3 \u9488\u5bf9 115 \u98ce\u63a7\u7684\u914d\u7f6e

5 auto_symlink

5.1 \u4f5c\u7528

\n
• \u5b9e\u65f6\u76d1\u63a7\u76ee\u5f55\u53d8\u5316\uff0c\u626b\u76d8\uff0c\u5165\u5e93
\n

5.2 docker \u90e8\u7f72

\u9700\u6ce8\u610f\uff1a

\n
• volume \u5185\u7684\u5bbf\u4e3b\u673a\u548c\u5bb9\u5668\u8def\u5f84\u6700\u597d\u4e00\u4e00\u5bf9\u5e94\uff0c\u5426\u5219\u53ef\u80fd\u51fa\u73b0 emby \u5185\u8f6f\u94fe\u63a5\u8df3\u8f6c\u5931\u8d25\u7684\u95ee\u9898
\n
• \u652f\u6301 302 \u91cd\u5b9a\u5411\u7684\u7f51\u76d8\u548c\u5176\u4ed6\u7f51\u76d8\u7684\u6839\u8def\u5f84\u8981\u5206\u5f00\uff0c\u5426\u5219\u5728 emby \u64ad\u653e\u65f6\uff0c\u5176\u4ed6\u7f51\u76d8\u7684\u8d44\u6e90\u4f1a\u65e0\u6cd5\u64ad\u653e
\n

version: '3'\n\nservices:\n auto_symlink:\n image: shenxianmq/auto_symlink:latest\n container_name: auto_symlink\n environment:\n - TZ=Asia/Shanghai\n volumes:\n - /volume2/Media/cloud_media/clouddrive:/volume2/Media/cloud_media/clouddrive:rslave # cd2 \u6302\u8f7d\u76ee\u5f55\n - /volume2/Media/webdav_media/clouddrive:/volume2/Media/webdav_media/clouddrive:rslave\n\t - /volume2/Media/strm:/volume2/Media/strm # emby \u626b\u63cf\u5a92\u4f53\u76ee\u5f55\n\t - /volume2/Media/webdav_strm:/volume2/Media/webdav_strm \n - /volume1/docker_dir/auto_symlink/config:/app/config\n ports:\n - \"8095:8095\"\n user: \"0:0\"\n restart: unless-stopped\n\n

5.3 \u7f51\u9875\u914d\u7f6e

6 emby

6.1 docker \u90e8\u7f72

\u9700\u6ce8\u610f\uff1a

\n
• emby \u5a92\u4f53\u5e93\u53ea\u9700\u6dfb\u52a0\u5305\u542b strm \u7684\u76f8\u5173\u6587\u4ef6\u5939
\n
• emby \u4e0d\u8981\u5f00\u542f\u8f6c\u7801
\n

version: '3'\n\nservices:\n emby-server:\n image: amilys/embyserver\n container_name: emby-local\n network_mode: bridge # DLNA and Wake-on-Lan \u9700\u8981 bridge\n environment:\n - UID=0 # \u8bbe\u7f6e\u5bb9\u5668\u7528\u6237 ID \u4e3a 0 (\u901a\u5e38\u662f root)\n - GID=0 # \u8bbe\u7f6e\u5bb9\u5668\u7ec4 ID \u4e3a 0 (\u901a\u5e38\u662f root)\n - GIDLIST=0 # \u8bbe\u7f6e\u5bb9\u5668\u7ec4 ID \u5217\u8868\u4e3a 0\n - TZ=Asia/Shanghai # \u8bbe\u7f6e\u5bb9\u5668\u7684\u65f6\u533a\u4e3a\u4e9a\u6d32/\u4e0a\u6d77\n devices:\n - /dev/dri:/dev/dri # \u5c06\u4e3b\u673a\u7684 /dev/dri \u8bbe\u5907\u6302\u8f7d\u5230\u5bb9\u5668 \u5f00\u542f\u786c\u89e3\n ports:\n - 8096:8096 # \u5bf9\u5916\u8bbf\u95ee\u7aef\u53e3\n restart: unless-stopped\n privileged: true\n volumes:\n - /volume1/docker_dir/emby_local/config:/config\n - /volume2/Media/cloud_media/clouddrive:/volume2/Media/cloud_media/clouddrive:rslave\n - /volume2/Media/local_media:/volume2/Media/local_media\n - /volume2/Media/webdav_media/clouddrive:/volume2/Media/webdav_media/clouddrive:rslave\n - /volume2/Media/webdav_strm:/webdav_strm # \u5176\u4ed6\u7f51\u76d8\u7684 strm(\u5938\u514b\u7b49)\n - /volume2/Media/strm:/strm # \u652f\u6301 302 \u91cd\u5b9a\u5411\u7684\u7f51\u76d8 strm(115 \uff0c\u5929\u7ffc\u7b49)\n\n

7 emby2alist

7.1 \u4f5c\u7528

\n
• \u901a\u8fc7 nginx \u91cd\u5b9a\u5411\u8d44\u6e90\u5730\u5740\uff0c\u5c06\u539f\u5148 strm \u6587\u4ef6\u6307\u5411\u7684\u6302\u8f7d\u8def\u5f84\u5982/volume2/Media/cloud_media/115 \u76f4\u63a5\u6307\u5411 alist \u8def\u5f84\u4e0b\u7684/115\uff0c\u4ece\u800c\u5b9e\u73b0 302 \u91cd\u5b9a\u5411\u7f51\u76d8\u8d44\u6e90
\n
• \u7531\u4e8e\u4e4b\u524d\u5c06\u4e24\u79cd\u7f51\u76d8\u8d44\u6e90\u5206\u5f00\u5b58\u653e\uff0c\u8fd9\u91cc\u53ea\u4f1a\u5339\u914d\u652f\u6301\u91cd\u5b9a\u5411\u7f51\u76d8\u7684\u6839\u8def\u5f84\uff0c\u5176\u4ed6\u7f51\u76d8\u4ecd\u7136\u4f1a\u901a\u8fc7\u6302\u8f7d\u5728\u672c\u5730\u7684/volume2/Media/webdav_media\u8def\u5f84\u8fdb\u884c\u8bbf\u95ee
\n

7.2 \u90e8\u7f72

wget https://github.com/bpking1/embyExternalUrl/archive/refs/tags/v0.4.5.tar.gz\ntar -zxvf v0.4.5.tar.gz\ncd embyExternalUrl-v0.4.5/\ncd emby2Alist\n\n# modify nginx/conf.d/constant.js\n# \u53c2\u8003\u4e0b\u56fe 1 \u914d\u7f6e\n# embyHost \u5982\u679c\u662f\u672c\u5730 docker \u90e8\u7f72\u7684\uff0c\u5c31\u662f\u56fe\u4e2d\u7684 http://172.17.0.1:8096(\u7aef\u53e3\u81ea\u884c\u786e\u8ba4)\n\n# modify nginx/conf.d/config/constant-mount.js\n# \u53c2\u8003\u4e0b\u56fe 2 \u914d\u7f6e\n# alistAddr \u5982\u679c\u662f\u672c\u5730 docker \u90e8\u7f72\u7684\uff0c\u5c31\u662f\u56fe\u4e2d\u7684 http://172.17.0.1:5244(\u7aef\u53e3\u81ea\u884c\u786e\u8ba4)\n\n# modify nginx/conf.d/config/constant-pro.js\n# \u53c2\u8003\u4e0b\u56fe 3 \u914d\u7f6e\n# \u5f85\u66ff\u6362\u8def\u5f84\u9700\u786e\u8ba4 emby \u5a92\u4f53\u5e93\u5185\u8d44\u6e90\u8def\u5f84\u548c alist \u5185\u7684\u8def\u5f84\uff0c\u586b\u5199\u591a\u51fa\u6765\u7684\u90e8\u5206(\u4ec5\u9650\u652f\u6301 302 \u91cd\u5b9a\u5411\u7684\u7f51\u76d8\u8d44\u6e90)\n

nginx/conf.d/constant.js\n

nginx/conf.d/config/constant-mount.js\n

nginx/conf.d/config/constant-pro.js\n

7.3 \u5e38\u89c1\u95ee\u9898

7.3.1 115 \u8d44\u6e90\u65e0\u6cd5\u64ad\u653e

nginx-emby \u5bb9\u5668\u5185\u65e5\u5fd7\u5982\u4e0b\uff1a

[warn] 21#21: *155 js: redirect to: /d/115/xxx\n

7.3.1.1 \u539f\u56e0

\u5339\u914d\u5230 emby2alist \u91cc\u7684 115 \u89c4\u5219\uff0c\u5e76\u4f7f\u7528 alist \u516c\u7f51\u5730\u5740\u8fdb\u884c\u8f6c\u53d1\n

7.3.1.2 \u4e34\u65f6\u89e3\u51b3\u65b9\u6848

\u5c4f\u853d\u4f4d\u4e8econstant-mount.js\u5185clientSelfAlistRule\u4e2d\u4e0e 115 \u6709\u5173\u7684\u89c4\u5219\n

7.3.2 \u65b0\u589e\u7f51\u76d8\u540e emby \u65e0\u6cd5\u64ad\u653e

\u95ee\u9898\u63cf\u8ff0\uff1a\u5728\u4e0a\u9762\u7684\u73af\u5883\u6b63\u5e38\u8fd0\u8f6c\u7684\u60c5\u51b5\u4e0b(emby \u542f\u52a8\u540e)\uff0c\u65b0\u589e\u4e86\u4e00\u4e2a\u5938\u514b\u76d8\u901a\u8fc7alist -> cd2\u6302\u8f7d\u5230\u672c\u5730\u76ee\u5f55/volume2/Media/webdav_media\uff0c\u53ef\u4ee5\u6b63\u5e38\u751f\u6210\u65b0\u7684 strm \u6587\u4ef6\uff0cemby \u4e5f\u53ef\u4ee5\u6b63\u5e38\u5165\u5e93\uff0c\u4f46\u662f\u65e0\u6cd5\u64ad\u653e\uff0c\u5e76\u63d0\u793a\u65e0\u517c\u5bb9\u7684\u6d41\u3002\u6b64\u65f6\u5728 emby \u4e2d\u67e5\u770b\u6302\u8f7d\u5728 emby \u5bb9\u5668\u4e0a\u7684/volume2/Media/webdav_media\u8def\u5f84\uff0c\u91cc\u9762\u7684\u5938\u514b\u76d8\u8def\u5f84\u4e0b\u662f\u6ca1\u6709\u4e1c\u897f\u7684

\u590d\u73b0\u65b9\u5f0f\uff1a

\n
• \u5728 cd2 \u5185\u5378\u8f7d\u4e4b\u524d\u7684\u5938\u514b\u76d8\u6302\u8f7d
\n
• \u53bb emby \u5185\u770b\u8def\u5f84/volume2/Media/webdav_media\u4e0b\u662f\u5426\u5df2\u7ecf\u6ca1\u6709\u6587\u4ef6\u5939
\n
• \u5728 cd2 \u5185\u91cd\u65b0\u6302\u8f7d\u5938\u514b\u76d8
\n
• \u53bb emby \u5185\u786e\u8ba4\u8def\u5f84/volume2/Media/webdav_media\u4e0b\u662f\u5426\u867d\u7136\u6709\u5938\u514b\u76d8\u7684\u76ee\u5f55\uff0c\u4f46\u91cc\u9762\u6ca1\u4e1c\u897f
\n

7.3.2.1 \u539f\u56e0

\u8fd9\u662f\u56e0\u4e3a\u5728\u4e4b\u524d\u7684\u6b65\u9aa4\u4e2d\uff0cemby \u5bb9\u5668\u914d\u7f6e\u4e2d\u4e0e\u7f51\u76d8\u76f8\u5173\u7684\u8def\u5f84\u6620\u5c04\u5982cloud_media, webdav_media\u6ca1\u6709\u5f00\u542f rslave \u6a21\u5f0f\uff0c\u73b0\u5df2\u4fee\u6b63

7.3.2.2 \u89e3\u51b3\u65b9\u6848

emby \u5bb9\u5668\u4e0e\u7f51\u76d8\u76f8\u5173\u7684\u8def\u5f84\u6302\u8f7d\u65f6\u5f00\u542f rslave \u6a21\u5f0f\uff0c\u8be6\u89c1 4.1

\u4ee5\u4e0b\u64cd\u4f5c\u53ef\u4fdd\u7559\u539f\u5148\u6240\u6709\u914d\u7f6e\u548c\u522e\u524a\u8bb0\u5f55

# add :rslave to docker-compose.yml \u6309\u7167 4.1emby \u90e8\u7f72\u7684 compose \u6587\u4ef6\u66f4\u6539\ndocker stop emby_container # emby_container \u66ff\u6362\u6210\u81ea\u5df1\u7684\u5bb9\u5668\u540d\ndocker rm emby_container # emby_container \u66ff\u6362\u6210\u81ea\u5df1\u7684\u5bb9\u5668\u540d\ndocker-compose up -d # \u91cd\u65b0\u90e8\u7f72\n

7.3.3 emby \u63d0\u793a\u65e0\u517c\u5bb9\u7684\u6d41

7.3.3.1 \u539f\u56e0

\u8be5\u95ee\u9898\u4e00\u822c\u7531\u6307\u5b9a\u8def\u5f84\u4e0b\u7684\u6587\u4ef6\u4e0d\u5b58\u5728\u5f15\u8d77\uff0c\u53ef\u4ee5\u68c0\u67e5\u4e0b\u7f51\u76d8\u662f\u5426\u6b63\u786e\u6302\u8f7d

\u53c2\u8003\u6559\u7a0b\uff1a

url: https://www.nerocats.com/archives/58/\ntitle: \"alist-clouddrive2-auto_symlink-emby-nginx \u5b9e\u73b0 emby \u64ad\u653e 115 \u76f4\u94fe - \u504f\u7231\u4e00\u4e1b\u82b1\"\ndescription: \"\u5b8c\u6210\u6548\u679c\uff1a1. moviepilot \u4e0b\u8f7d\u76ee\u5f55(\u53ef\u4ee5\u4e0d\u7528) \u5982\uff1a/media/docker/moviepilot/downloads2. moviepilot \u6574\u7406\u540e\u7684\u5a92\u4f53\u5e93\u76ee\u5f55\uff0c\u540c\u65f6\u4e5f\u662f cd2...\"\nhost: www.nerocats.com\nfavicon: https://www.nerocats.com/usr/uploads/logo/favicon.ico\n

\u770b\u8fc7\u4e00\u4e9b\u8bb2\u89e3\uff0c\u90fd\u662f\u53ea\u662f\u6cdb\u6cdb\u8bf4\u4e00\u4e0b\u5e95\u5c42\u7406\u8bba\u539f\u7406\uff0c\u4f46\u662f\u603b\u6709\u4e00\u4e9b\u5b9e\u9645\u4e2d\u9047\u5230\u7684\u60c5\u51b5\u65e0\u6cd5\u7528\u901a\u7528\u539f\u7406\u89e3\u91ca\u3002\u6709\u6ca1\u6709\u90a3\u79cd\u6df1\u5165\u6d45\u51fa\u8be6\u7ec6\u5256\u6790\u6280\u672f\u5b9e\u73b0\u7684\uff0c\u60f3\u5b66\u4e60\u4e00\u4e0b\u3002

\u514d\u8d23\u58f0\u660e\uff1a\u4ec5\u4e3a\u5b66\u672f\u7814\u7a76\uff0c\u8bf7\u52ff\u6269\u5927\u5316\u8054\u60f3\u3002

\u8bf7\u95ee\u5404\u4f4d\uff0c\u73b0\u5728\u624b\u6e38\u5982\u679c\u60f3\u81ea\u52a8\u5316\u5b8c\u6210\u65e5\u5e38\u7684\u8bdd\uff0c\u662f\u5426\u6709\u6210\u719f\u7684\u6846\u67b6\u53ef\u4ee5\u7528\uff0c\u6765\u7f16\u5199\u4ee3\u7801\uff1f\u57fa\u672c\u4e0a\u9700\u6c42\u5c31\u662f\u80fd\u8bc6\u522b\u56fe\u50cf\uff0c\u5b9a\u4f4d\u6309\u94ae\uff0c\u7136\u540e\u5199\u4e00\u5957\u65e5\u5e38\u5b8c\u6210\u7684\u903b\u8f91\u3002\u4f7f\u7528\u7684\u662f\u5b89\u5353\u6a21\u62df\u5668\uff0c\u6700\u597d\u80fd\u652f\u6301\u540e\u53f0\u8fd0\u884c\u3002

\u8ddd\u79bb\u4e0a\u6b21\u53d1\u5e16\u4e00\u4e2a\u6708\u4e86\uff0c\u6700\u8fd1\u628a apk \u548c dex \u4e5f\u652f\u6301\u4e86\u3002

\u6709\u4e9b\u4eba\u95ee\u4e3a\u5565\u53eb\"garlic\", \u8fd9\u4e2a\u540d\u5b57\u6765\u81ea\u90ed\u5fb7\u7eb2\u7684\u76f8\u58f0\uff1a\u559d\u5496\u5561\u9ad8\u96c5\uff0c\u5403\u5927\u849c\u4f4e\u4fd7\uff0cjava class \u6587\u4ef6\u4ee5 CAFEBABE \u5f00\u59cb\uff0c\u6240\u4ee5\u8d77\u4e86\u4e00\u4e2a\u6076\u641e\u7684\u540d\u5b57garlic\uff0c \u5496\u5561\u5c31\u7740\u5927\u849c\uff0c\u9ad8\u96c5\u53c8\u4f4e\u4fd7\u3002

\u7ecf\u8fc7\u4e00\u4e2a\u6708\u7684\u5f00\u53d1\uff0cgarlic\u53cd\u7f16\u8bd1\u5668\u652f\u6301\u4e86 apk \u548c dex \u3002apk \u7684 Manifest \u548c\u8d44\u6e90\u6587\u4ef6\u6ca1\u6709\u89e3\u6790\uff0c\u53ea\u53cd\u7f16\u8bd1\u4e86\u91cc\u9762\u7684\u4ee3\u7801\u3002

\u987a\u5e26\u5199\u4e86\u4e9b\u5176\u5b83\u7684\u4e1c\u897f\uff1a

\n
• c#\u7684 pe \u6587\u4ef6\u89e3\u6790\uff0c\u6ca1\u6709\u89e3\u6790\u5230\u5b57\u8282\u7801\u7684\u90e8\u5206\uff0c\u8fd8\u5728\u8bfb\u5fae\u8f6f\u7684\u6587\u6863\u3002
\n
• elf \u6587\u4ef6\u89e3\u6790\uff0c\u5199\u5b8c\u4e86\u89e3\u6790 sections \uff0c\u8fd8\u6709\u4e0d\u5c11\u6ca1\u5f04\uff0c\u4e00\u8fb9\u67e5\u8d44\u6599\uff0c\u4e00\u8fb9\u5199\u3002
\n

\u6211\u6d4b\u8bd5\u8fc7\u7684 apk \uff08\u8c4c\u8c46\u835a\u4e0b\u8f7d\u7684\u6700\u65b0\u7248\uff09\uff1a

\n
• acfun
\n
• \u5fae\u4fe1
\n
• \u6296\u97f3/\u6296\u97f3\u6781\u901f\u7248
\n
• \u767e\u5ea6
\n
• \u767e\u5ea6\u5730\u56fe
\n
• \u6ef4\u6ef4
\n
• bilibili
\n
• \u7231\u5947\u827a
\n
• \u4eac\u4e1c
\n
• \u5feb\u624b
\n
• \u7f8e\u56e2
\n
• \u964c\u964c
\n
• \u963f\u91cc\u7cfb\u7684 app
\n

\u901f\u5ea6\u65b9\u9762\uff0c\u6296\u97f3\u7684\u4f53\u91cf\u6700\u5927\uff0c\u5dee\u4e0d\u591a\u6709 44w \u4e2a class \uff0c\u5904\u7406\u5b8c\u9700\u8981 30 \u79d2\uff0c\u6211\u7684\u673a\u5668\u662f macmini m4

~/workspace/clang/decompiler-garlic/build $ time -v ./garlic ~/workspace/java/bytecode/apks/douyin.apk\n[Garlic] APK file analysis\nFile : /Users/xxx/workspace/java/bytecode/apks/douyin.apk\nSave to : /Users/xxx/workspace/java/bytecode/apks/douyin_apk\nThread : 4\nProgress : 446075 (446075)\n[Done]\n\tCommand being timed: \"./garlic /Users/xxx/workspace/java/bytecode/apks/douyin.apk\"\n\tUser time (seconds): 84.91\n\tSystem time (seconds): 27.90\n\tPercent of CPU this job got: 372%\n\tElapsed (wall clock) time (h:mm:ss or m:ss): 0:30.28\n\tAverage shared text size (kbytes): 0\n\tAverage unshared data size (kbytes): 0\n\tAverage stack size (kbytes): 0\n\tAverage total size (kbytes): 0\n\tMaximum resident set size (kbytes): 1725728\n\tAverage resident set size (kbytes): 0\n\tMajor (requiring I/O) page faults: 3\n\tMinor (reclaiming a frame) page faults: 156943\n\tVoluntary context switches: 25062\n\tInvoluntary context switches: 708980\n\tSwaps: 0\n\tFile system inputs: 0\n\tFile system outputs: 0\n\tSocket messages sent: 0\n\tSocket messages received: 0\n\tSignals delivered: 0\n\tPage size (bytes): 16384\n\tExit status: 0\n

\u6709\u670b\u53cb\u95ee\u6211\u5230\u5e95\u60f3\u641e\u4e00\u4e2a\u4ec0\u4e48\u6837\u7684\u4e1c\u897f\u51fa\u6765\uff0c\u6211\u603b\u5439\u725b\u903c\u8bf4\u6211\u8981\u641e\u4e00\u4e2a c \u8bed\u8a00\u5199\u7684jeb\u51fa\u6765\u3002

\u540e\u6765\u770b\u4e86\u597d\u591a apk \uff0c\u53c8\u60f3\u652f\u6301 lua \uff0c\u53c8\u60f3\u652f\u6301 C#\uff0c\u6211\u73b0\u5728\u60f3\u5439\u725b\u903c\u6211\u60f3\u641e\u4e2a\u5927\u800c\u5168\u7684\u4e1c\u897f\u51fa\u6765\uff0c\u80fd\u53cd\u7f16\u8bd1\u6240\u6709 apk \u3002

\u56de\u8fc7\u5934\u770b\u5199\u51fa\u6765\u7684\u4e1c\u897f\uff0c\u4e00\u5806\u4e00\u5806\u5f85\u89e3\u51b3\u7684\u95ee\u9898\u548c\u5b8c\u5168\u672a\u77e5\u7684\u9886\u57df\uff0c\u771f\u4ed6\u5a18\u7684\u4e0d\u77e5\u5929\u9ad8\u5730\u539a\u4e86\u3002

\u8fd8\u662f\u6b22\u8fce\u5927\u5bb6\u8bd5\u7528\uff0c\u6b22\u8fce\u5927\u5bb6\u63d0\u610f\u89c1\uff0c\u6b22\u8fce PR \uff0c\u6b22\u8fce\u63d0 bug

\u6e05\u7406\u7528\u6237\u6570\u636e\uff0c\u91cd\u65b0\u8fdb\u5165 APP \u3002\u7136\u540e\u5728\u5c0f\u7ea2\u4e66 App \u300c\u8bbe\u7f6e\u300d\u9875\u6807\u9898\u5904\u8fde\u7eed\u70b9\u6309 6 \u6b21\uff0c\u968f\u540e\u5728\u5f39\u51fa\u7684\u5bf9\u8bdd\u6846\u4e2d\u8f93\u5165\u5f31\u53e3\u4ee4\u00a0xhsdev\u00a0\u5373\u53ef\u8fdb\u5165\u9690\u85cf\u7684\u5f00\u53d1\u8005\u6a21\u5f0f\u3002

\n

1. \u8981\u6c42:

\u5c06\u63d0\u4f9b\u7684 Android \u5f55\u5c4f\u89c6\u9891\u4e2d\u51fa\u73b0\u7684\u9898\u76ee \u9009\u9879 \u89e3\u6790\u6458\u5f55, \u4e00\u5171 755 \u4e2a\u9898\u76ee\u8f93\u51fa\u5230\u4e00\u4e2a\u5b8c\u6574\u7684 Docx \u6587\u6863\u4e2d.\n\u5982\u6709\u516c\u5f0f, \u5219\u5e94\u5f53\u4ee5\u516c\u5f0f\u683c\u5f0f\u5448\u73b0. \u5176\u4ed6\u5e72\u6270\u4fe1\u606f, \u5982 DeepSeek \u5e7f\u544a\u7b49\u4e0d\u5e94\u51fa\u73b0\u5728\u89e3\u6790\u4e2d.\n\u793a\u4f8b\u754c\u9762:\n

\u89c6\u9891\u4e2d\u5b58\u5728\u90e8\u5206\u5e72\u6270, \u5982\u901a\u77e5\u6d88\u606f\u548c\u754c\u9762\u52a8\u753b\u6ed1\u52a8:\n

2. \u601d\u8def

\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a OCR+\u7ed3\u6784\u5316\u63d0\u53d6\u5e76\u8f93\u51fa\u7684\u8fc7\u7a0b, \u672c\u8d28\u4e0a\u5e76\u65e0\u592a\u5927\u96be\u5ea6. \u96be\u70b9\u5728\u4e8e\u5982\u4f55\u63d0\u53d6\u89c6\u9891\u9898\u76ee\u5e27\u548c\u7ed3\u6784\u5316\u7684\u8f93\u51fa. \u81f3\u4e8e\u90e8\u5206\u5e72\u6270(\u5982\u906e\u6321\u7b49)\u5219\u53ef\u4e0d\u5904\u7406, \u7531\u540e\u7eed\u5bf9\u65b9\u4eba\u5de5\u6309\u5e27\u6821\u5bf9.

\u6211\u7684\u601d\u8def\u5982\u4e0b:

\n
• \u8bfb\u53d6\u6bcf\u5e27\u7684\u753b\u9762, \u5e76\u6309\u524d\u540e\u5e27\u76f8\u4f3c\u5ea6\u51b3\u5b9a\u662f\u5426\u4e3a\u7a33\u5b9a\u5e27. \u4e3a\u4e86\u901f\u5ea6, \u6211\u4eec\u53ef\u4ee5\u521d\u6b65\u8ba1\u7b97\u6bcf\u4e2a\u9898\u76ee\u7a33\u5b9a\u5e27\u4e4b\u95f4\u7684\u5e27\u95f4\u9694, \u4ee5\u6b64\u4e3a\u5355\u4f4d\u8fdb\u884c\u6bd4\u8f83. \u9664\u6b64\u4e4b\u5916\u8fd8\u53ef\u4ee5\u4e8b\u5148\u622a\u53bb\u72b6\u6001\u680f\u548c\u5e95\u90e8\u5bfc\u822a\u680f.
\n
• \n\u4f7f\u7528 OCR \u5bf9\u63d0\u53d6\u7684\u6bcf\u5e27\u753b\u9762\u8fdb\u884c\u8bc6\u522b, \u6211\u4eec\u53ef\u4ee5\u5148\u53ea\u4fdd\u5b58\u6240\u6709\u7684\u6587\u5b57, \u540e\u7eed\u518d\u5904\u7406.
  \n
  • \u5f53\u7136, \u90e8\u5206 OCR \u7a0b\u5e8f\u662f\u652f\u6301\u4f4d\u7f6e\u8bc6\u522b\u7684, \u6211\u4eec\u53ea\u9700\u8981\u8bc6\u522b\"\u5355\u9009\", \"\u591a\u9009\"\u7b49\u5b57\u6837\u5c31\u77e5\u9053\u9898\u76ee, \u4e0b\u9762\u90e8\u5206\u5c31\u662f\u9009\u9879. \u77e5\u9053\"\u89e3\u6790\"\u4e24\u4e2a\u5b57\u7684\u4f4d\u7f6e, \u4e0b\u9762\u7684\u90e8\u5206\u81ea\u7136\u662f\u89e3\u6790\u90e8\u5206. \u6211\u4eec\u5148\u4e0d\u8bbe\u8ba1\u8fd9\u79cd\u65b9\u5f0f.
  \n
  \n
\n
• \u5bf9\u8bc6\u522b\u5230\u7684\u6587\u5b57\u8fdb\u884c\u7c97\u7565\u7684\u6e05\u6d17, \u79fb\u53bb\u660e\u663e\u7684\u5e7f\u544a\u8bcd\u548c\u5e72\u6270.
\n
• \u4f7f\u7528 LLM \u8fdb\u884c\u7ed3\u6784\u5316\u63d0\u53d6\u548c\u8f93\u51fa, \u4e3a\u4e86\u4fdd\u969c\u7ed3\u6784\u5316, \u9700\u8981\u4f7f\u7528\u652f\u6301instruct\u7684\u6a21\u578b. \u5bf9\u4e0d\u7a33\u5b9a\u7684\u6a21\u578b\u8f93\u51fa, \u81ea\u5df1\u5b9e\u73b0\u7ed3\u6784\u5316\u63d0\u53d6\u662f\u4e00\u4ef6\u5f88\u607c\u706b\u7684\u4e8b\u60c5...
\n
• \u6839\u636e\u6a21\u677f, \u6784\u9020 docx \u6587\u6863.
\n

3. \u9009\u578b\u548c\u5b9e\u73b0

\u5728\u4e0b\u9762\u7ed9\u51fa\u7684\u5b9e\u73b0\u4e2d, \u4e3a\u4e86\u4fdd\u969c\u89c2\u611f\u53bb\u6389\u4e86\u4e00\u4e9b\u9519\u8bef\u5904\u7406\u548c\u5224\u65ad.

3.1 \u5173\u952e\u5e27\u63d0\u53d6

import cv2\nimport os\nfrom skimage.metrics import structural_similarity as ssim\ndef extract_static_frames(video_path, output_dir, threshold=0.99):\n\ttop_crop = 200\n bottom_crop = 250\n skip_frames = 6 # \u6bcf\u5904\u7406\u4e00\u6b21\u8df3\u8fc7\u7684\u5e27\u6570\n \n\tcap = cv2.VideoCapture(video_path)\n success, prev_frame = cap.read()\n prev_frame = prev_frame[top_crop:-bottom_crop, :]\n \n frame_id = 0\n saved_count = 0\n while True:\n success, frame = cap.read()\n frame = frame[top_crop:-bottom_crop, :]\n\n # \u8f6c\u4e3a\u7070\u5ea6\u56fe\u505a SSIM\n gray_prev = cv2.cvtColor(prev_frame, cv2.COLOR_BGR2GRAY)\n gray_curr = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n\n score, _ = ssim(gray_prev, gray_curr, full=True)\n\n if score > threshold:\n saved_path = os.path.join(output_dir, f\"frame_{frame_id}.jpg\")\n cv2.imwrite(saved_path, prev_frame)\n saved_count += 1\n # \u8df3\u8fc7\u63a5\u4e0b\u6765\u7684\u51e0\u5e27\n for _ in range(skip_frames):\n cap.read()\n frame_id += 1\n\n prev_frame = frame\n frame_id += 1\n\n cap.release()\n print(f\"Saved {saved_count} static frames to: {output_dir}\")\n

\u5bf9\u4e8e\u8f93\u5165\u683c\u5f0f\u4e3a1080x2340@13.88fps 23min\u5171 19154 \u5e27\u7684\u89c6\u9891,\u4f7f\u7528 5800H \u9700\u8981\u7ea6 7 \u5206\u949f\u5904\u7406\u5b8c\u6210, \u6700\u7ec8\u5171\u4fdd\u5b58 855 \u5e27, \u57fa\u672c\u53ef\u4ee5\u505a\u5230\u4e00\u4e2a\u9898\u76ee\u4e00\u5e27. \u6709\u7cbe\u529b\u7684\u8bdd\u53ef\u4ee5\u4eba\u5de5\u4ece\u4e2d\u53bb\u6389\u4e00\u4e9b\u660e\u663e\u4e0d\u6b63\u786e\u7684\u5e27, \u6ca1\u6709\u7684\u8bdd\u540e\u7eed\u8fdb\u884c OCR \u65f6\u53ef\u8fdb\u884c\u5224\u65ad.

3.2 OCR

\u8fd9\u91cc\u6211\u9009\u7528paddleocr\u6765\u505a\u6587\u5b57\u8bc6\u522b, \u4e0d\u5f97\u4e0d\u8bf4\u5373\u5f00\u6e90\u51c6\u786e\u53c8\u9ad8\u7684\u4e1c\u897f\u8fd8\u662f\u975e\u5e38\u6709\u4f18\u52bf\u7684. \u5b83\u4e5f\u80fd\u5bf9\u4e2d\u82f1\u6587\u548c\u516c\u5f0f\u6709\u8f83\u597d\u7684\u8bc6\u522b\u7387. \u8981\u8bc6\u522b\u7684\u754c\u9762\u8f83\u4e3a\u89c4\u6574, \u63d0\u53d6\u5230\u7684\u6587\u5b57\u6309\u884c\u8bfb\u53d6\u5373\u53ef.

\u6211\u4eec\u9996\u5148\u8981\u91c7\u53d6\u4e00\u4e2a\u6837\u54c1, \u4ea4\u7531\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u5224\u65ad\u662f\u5426\u662f\u9898\u76ee\u7684\u6807\u5fd7question_mark\u548c\u65e0\u7528\u7684\u4fe1\u606f\u6807\u5fd7useless_mark. \u4e4b\u540e\u5c31\u662f\u7b80\u5355\u7684\u5224\u65ad\u548c\u4fdd\u5b58\u4e86. \u8fd9\u4e00\u6b65\u540c\u6837\u4e0d\u9700\u8981\u505a\u7684\u5341\u5206\u5b8c\u7f8e.\n\u5982\u4e0b\u4e3a OCR \u5f97\u5230\u7684\u6587\u5b57\u6837\u54c1:

<\n0\n\u7b54\u9898\n\u80cc\u9898\n\u8bed\u97f3\n\u5355\u9009\n6 \u3001\u8f7b\u578b\u65e0\u4eba\u673a\u662f\u6307\n\u8d28\u91cf\u5927\u4e8e 7 \u5343\u514b\uff0c\u4f46\u5c0f\u4e8e\u7b49\u4e8e 116 \u5343\u514b\n\u7684\u65e0\u4eba\u673a\uff0c\u4e14\u5168\u9a6c\u529b\u5e73\u98de\u4e2d\uff0c\u6821\u6b63\u7a7a\nA\n\u901f\u5927\u4e8e 100 \u5343\u7c73/\u5c0f\u65f6(55 \u6d77\u91cc/\u5c0f\n\u65f6\uff09\uff0c\u5347\u9650\u5927\u4e8e 3000 \u7c73\n\u8d28\u91cf\u5927\u4e8e\u7b49\u4e8e 7 \u5343\u514b\uff0c\u4f46\u5c0f\u4e8e 116 \u5343\u514b\n\u7684\u65e0\u4eba\u673a\uff0c\u4e14\u5168\u9a6c\u529b\u5e73\u98de\u4e2d\uff0c\u6821\u6b63\u7a7a\nB\n\u901f\u5c0f\u4e8e 100 \u5343\u7c73/\u5c0f\u65f6\uff08 55 \u6d77\u91cc/\u5c0f\n\u65f6\uff09\uff0c\u5347\u9650\u5c0f\u4e8e 3000 \u7c73\n\u7a7a\u673a\u8d28\u91cf\u5927\u4e8e 7 \u5343\u514b\uff0c\u4f46\u5c0f\u4e8e\u7b49\u4e8e 116\n\u5343\u514b\u7684\u65e0\u4eba\u673a\uff0c\u4e14\u5168\u9a6c\u529b\u5e73\u98de\u4e2d\uff0c\u6821\n\u6b63\u7a7a\u901f\u5c0f\u4e8e 100 \u5343\u7c73/\u5c0f\u65f6\n(55 \u6d77\u91cc/\n\u5c0f\u65f6\uff09\uff0c\u5347\u9650\u5c0f\u4e8e 3000 \u7c73\n\u7b54\u6848\nc\n\u8bd5\u9898\u8be6\u89e3\n\u8bd5\u9898\u7ea0\u9519\n\u89e3\u6790\n\u8be5\u9898\u5173\u952e\u70b9\u5728\u4e8e\u7a7a\u673a\u8d28\u91cf\u3002\u53c2\u8003 R1 \u7684\u91cd\u91cf\u5206\n\u7c7b\uff0c\u5fae\u578b 0<m\u22647kg \uff0c\u8f7b\u578b 7<m\u2264116kg \uff0c\u5c0f\n\u578b 116<m\u22645700kg \uff0cm>\u5927\u578b 5700kg \u3002\n755\n\u6536\u85cf\n\u7b54\u9898\u5361\n

\u5b9e\u73b0:

def ocr_images_to_markdown(image_dir, output_dir):\n os.makedirs(output_dir, exist_ok=True)\n for fname in os.listdir(image_dir):\n isquestion = False\n\t\tquestion_mark = [\"\u5355\u9009\", \"\u5224\u65ad\", \"\u591a\u9009\"]\n\t\tuseless_mark = [\"\u80cc\u9898\", \"\u80cc\u9898\", \"\u8bed\u97f3\", \"\u7edf\u8ba1\", \"\u6982\u8ff0\", \"\u6765\", \"\u96be\", \"\u5ea6\", \"\u4f7f\u7528 DeepSeek \uff0c\u83b7\u53d6\u6df1\u5ea6\u601d\u8003\u8fc7\u7a0b\u3002\", \"\u8bd5\u9898\u8be6\u89e3\", \"\u8bd5\u9898\u7ea0\u9519\", \"\u7b54\u9898\", \"\u80cc\u9898\", \"\u8bed\u97f3\", \"755\"]\n image_path = os.path.join(image_dir, fname)\n md_path = os.path.join(output_dir, fname.replace(\".jpg\", \".md\"))\n \n result_text = ocr.predict(image_path)[0]['rec_texts']\n lines = []\n for line in result_text:\n\t l = str(line).strip()\n\t if l in useless_mark:\n\t\t continue\n\t\t if l in question_mark: # \u53ea\u6709\u6709\u8be5\u884c\u7684\u624d\u89c6\u4e3a\u4e00\u4e2a\u6b63\u786e\u7684\u95ee\u9898\u5e27\n\t\t\t isquestion = True\n lines.append(l)\n \n with open(md_path, \"w\", encoding=\"utf-8\") as f:\n f.write(\"\\n\".join(lines))\n\n print(f\"\u5df2\u63d0\u53d6\u5e76\u4fdd\u5b58\u5230 {md_path}\")\n

\u7ecf\u8fc7\u5904\u7406\u540e, \u603b\u5171\u5269\u4f59 780 \u4e2a\u5e27. \u8fd9\u4e2a\u7ed3\u679c\u5df2\u7ecf\u8db3\u591f\u597d\u4e86, \u94b1\u4e0d\u591f\u7684\u60c5\u51b5\u4e0b\u600e\u4e48\u53ef\u80fd\u518d\u4eba\u5de5\u5904\u7406\u5462?

3.3 LLM \u5904\u7406\u7ed3\u6784\u5316

\u5bf9\u4e8e\u7ed9\u94b1\u4e0d\u591f\u7684\u60c5\u51b5\u4e0b\u662f\u4e0d\u53ef\u80fd\u4f7f\u7528\u53c2\u6570\u91cf\u8fc7\u5927\u7684\u6a21\u578b\u7684. \u8fd9\u91cc\u6211\u4eec\u91c7\u7528qwen2.5:7b, \u7531\u642d\u8f7dollama\u7684\u7b14\u8bb0\u672c\u5c31\u53ef\u4ee5\u8fd0\u884c.

\u4f5c\u4e3a\u5c0f\u6a21\u578b\u7684\u53c2\u6570\u91cf\u6446\u5728\u90a3, \u5e76\u4e14\u8ba1\u7b97\u6027\u80fd\u6709\u9650, \u56e0\u800c\u6211\u4eec\u8f93\u5165\u7ed9\u4ed6\u7684\u63d0\u793a\u8bcd\u548c\u7528\u6237\u8f93\u5165\u9700\u8981\u5c3d\u91cf\u7cbe\u7b80, \u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u524d\u9762\u8981\u7c97\u7565\u8fc7\u6ee4\u4e00\u904d.

\u4e3a\u4e86\u4fdd\u969c\u7ed3\u6784\u5316, \u6211\u4eec\u9700\u8981\u4f7f\u7528\u7b2c\u4e09\u65b9\u5e93instructor, \u4f7f\u7528\u4e0a\u5341\u5206\u7b80\u5355, \u6211\u4eec\u53ea\u9700\u8981\u4f7f\u7528pydantic\u5b9a\u4e49\u4e00\u4e2a\u56de\u7b54\u7c7b\u5373\u53ef. instructor\u7684\u4f7f\u7528\u80fd\u591f\u4fdd\u969c\u6a21\u578b\u7684\u8f93\u51fa\u683c\u5f0f\u6b63\u786e, \u4f46\u662f\u4ee3\u4ef7\u4e3a\u4e00\u5b9a\u7684\u6a21\u578b\u6027\u80fd\u4e0b\u964d.

class Answer(BaseModel):\n options: dict = Field(..., description=\"\u9898\u76ee\u9009\u9879\") ## \u987a\u5e8f\u5f88\u91cd\u8981!!\n question: str = Field(..., description=\"\u9898\u76ee\u5185\u5bb9\")\n explanation: str = Field(..., description=\"\u9898\u76ee\u89e3\u6790\")\n\n @field_validator('options')\n def options_should_have_at_least_two_keys(cls, v):\n if not all(k in v for k in [\"A\", \"B\"]):\n raise ValueError(\"\u9009\u9879\u5185\u5bb9\u5fc5\u987b\u5305\u542b A, B \u4e24\u4e2a\u9009\u9879\")\n return v\n @field_validator('options')\n def options_should_not_be_empty(cls, v):\n if any(not v.get(k) for k in [\"A\", \"B\"]):\n raise ValueError(\"\u9009\u9879\u5185\u5bb9\u4e0d\u80fd\u6709\u7a7a\u503c\")\n return v\n class Config:\n json_schema_extra = {\n \"example\": {\n \"question\": \"\u5fae\u578b\u65e0\u4eba\u673a\u662f\u6307\uff1f\",\n \"options\": {\n \"A\": \"\u8d28\u91cf\u5c0f\u4e8e 7 \u5343\u514b\u7684\u65e0\u4eba\u673a\u3002\",\n \"B\": \"\u8d28\u91cf\u5c0f\u4e8e\u7b49\u4e8e 7 \u5343\u514b\u7684\u65e0\u4eba\u673a\u3002\",\n \"C\": \"\u7a7a\u673a\u8d28\u91cf\u5c0f\u4e8e\u7b49\u4e8e 7 \u5343\u514b\u7684\u65e0\u4eba\u673a\u3002\"\n },\n \"explanation\": \"\u8be5\u9898\u5173\u952e\u70b9\u5728\u4e8e\u7a7a\u673a\u8d28\u91cf\u3002\u53c2\u8003 R1 \u7684\u8d28\u91cf\u5206\u7c7b\uff0c\u5fae\u578b 0<m\u22647kg \uff0c\u8f7b\u578b 7<m\u2264116kg \uff0c\u5c0f\u578b 116<m\u22645700kg \uff0cm>\u5927\u578b 5700kg \u3002\u3002\"\n }\n }\n

\u5728\u4f7f\u7528instructor\u65f6, \u6709\u4e00\u70b9\u9700\u8981\u6ce8\u610f: \u5b9a\u4e49\u7684 Class \u7c7b\u7684\u987a\u5e8f\u5f88\u91cd\u8981, \u4ee5 3.2 \u7684\u793a\u4f8b\u6837\u672c\u4e3a\u4f8b, \u5982\u679c\u6309 question -> options -> explanation \u7684\u987a\u5e8f\u5b9a\u4e49\u7c7b, \u6a21\u578b\u7684\u8f93\u51fa\u987a\u5e8f\u81ea\u7136\u4e5f\u4f1a\u6309\u7167\u5176\u8fdb\u884c.

\u90a3\u4e48, \u6a21\u578b\u7684\u8f93\u51fa\u5927\u6982\u7387\u5c31\u4f1a\u53d8\u4e3a:

\u9898\u76ee: \u5927\u578b\u65e0\u4eba\u673a\u662f\u6307\u7a7a\u673a\u8d28\u91cf\u5927\u4e8e 5700kg \u7684\u65e0\u4eba\u673a.\n\u9009\u9879: \nA: \u7a7a\u673a\u8d28\u91cf\u5927\u4e8e 5700kg \u7684\u65e0\u4eba\u673a\nB: \u8d28\u91cf\u5927\u4e8e 5700kg \u7684\u65e0\u4eba\u673a\nC: \u7a7a\u673a\u8d28\u91cf\u5927\u4e8e\u7b49\u4e8e 5700kg \u7684\u65e0\u4eba\u673a\n\u89e3\u6790: \u8be5\u9898\u5173\u952e\u70b9\u5728\u4e8e\u7a7a\u673a\u8d28\u91cf\u3002\u53c2\u8003 R1 \u7684\u91cd\u91cf\u5206\n\u7c7b\uff0c\u5fae\u578b 0<m\u22647kg \uff0c\u8f7b\u578b 7<m\u2264116kg \uff0c\u5c0f\n\u578b 116<m\u22645700kg \uff0cm>\u5927\u578b 5700kg \u3002\n

\u5373\u4fbf\u8c03\u6574\u63d0\u793a\u8bcd\u4e5f\u6ca1\u6709\u4f5c\u7528(\u5982\u4e0b\u7b2c\u4e00\u548c\u7b2c\u4e8c\u70b9). \u4f46\u662f\u6309\u7167\u5148 options \u518d question \u7684\u987a\u5e8f\u8fdb\u884c\u6a21\u578b\u5c31\u51e0\u4e4e\u4e0d\u4f1a\u51fa\u73b0\u6b64\u95ee\u9898.

\u63d0\u793a\u8bcd:

system_prompt = \"\"\"\u4f60\u662f\u4e00\u540d\u719f\u6089\u8003\u8bd5\u9898\u76ee\u7684\u5185\u5bb9\u7ed3\u6784\u5316\u52a9\u624b\u3002\n\u4f60\u9700\u8981\u5c06\u7528\u6237\u63d0\u4f9b\u7684\u539f\u59cb OCR \u6587\u672c\u5185\u5bb9\uff0c\u8fdb\u884c\u7ed3\u6784\u5316\u63d0\u53d6\uff0c\u5e76\u8f93\u51fa\u4e3a\u9700\u8981\u7684\u7ed3\u6784\uff1a\n- \u4e00\u5171\u4e09\u4e2a\u90e8\u5206: \u9898\u76ee, \u9009\u9879, \u89e3\u6790. \u6b63\u786e\u5206\u8fa8\u9898\u76ee, \u9009\u9879, \u89e3\u6790\u5185\u5bb9.\n- \u9898\u76ee\u5185\u5bb9\u4e2d\u4e0d\u5e94\u5305\u542b\u9009\u9879, \u9898\u76ee\u5e94\u5f53\u662f\u4e2a\u95ee\u53e5\u6216\u9700\u8981\u586b\u7a7a\u56de\u7b54\u7684\u9648\u8ff0\u53e5\u3002\n- \u4e24\u4e2a\u6216\u4e09\u4e2a\u9009\u9879, \u5206\u522b\u662f A, B, C.\n- \u4fdd\u7559\u6570\u5b66\u516c\u5f0f\uff0c\u5c3d\u91cf\u7528 LaTeX \u683c\u5f0f\uff08\u5982 $x^2 + y^2 = r^2$\uff09\n- \u89e3\u6790\u4e2d, \u53bb\u9664\u65e0\u7528\u5185\u5bb9, \u5982 DeepSeek \u6210\u7ee9 \u4f5c\u7b54\u7b49.\n\"\"\"\n

\u5728\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5de5\u7a0b\u5b9e\u8df5\u65f6, \u987a\u5e8f\u548c\u63d0\u793a\u8bcd\u975e\u5e38\u91cd\u8981, \u9700\u8981\u53cd\u590d\u4fee\u6539\u624d\u53ef\u8fbe\u5230\u7406\u60f3\u7684\u6548\u679c. \u5728\u8fd9\u4e2a\u8c03\u8bd5\u8fc7\u7a0b\u4e2d\u5efa\u8bae\u4f7f\u7528\u5982W&B\u7b49\u5e73\u53f0\u8fdb\u884c\u8bb0\u5f55.

\u5b9e\u73b0:

def process_all_ocr_markdown(input_dir, output_dir, model=\"qwen2.5:7b\"):\n os.makedirs(output_dir, exist_ok=True)\n client = instructor.from_openai(\n OpenAI(base_url=\"http://localhost:11434/v1\",api_key=\"ollama\",),mode=instructor.Mode.JSON,)\n\n for fname in os.listdir(input_dir):\n parsed_text = parse_markdown_file(os.path.join(input_dir, fname))\n refined = ollama_structured(client, parsed_text, model=model)\n question_str = f\"\u9898\u76ee: {refined.question}\"\n options_str = \"\\n\".join([f\"{k}. {v}\" for k, v in refined.options.items()])\n explanation_str = f\"\u89e3\u6790: {refined.explanation}\".replace(\"\\n\", \"\")\n refined_md = f\"{question_str}\\n \u9009\u9879:\\n{options_str}\\n{explanation_str}\"\n\n with open(os.path.join(output_dir, fname), \"w\", encoding=\"utf-8\") as f:\n f.write(refined_md)\n print(f\"Done: {fname}\")\n\n

\u53cd\u590d\u8c03\u6574\u63d0\u793a\u8bcd\u540e, \u6211\u4eec\u5c31\u53ef\u4ee5\u5f97\u5230\u8f83\u4e3a\u5b8c\u7f8e\u7684\u89e3\u6790\u8f93\u51fa:

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\n
• \u5168\u56fd\u9996\u4e2a\uff01\u6e56\u5317\u4e3a\u8111\u673a\u63a5\u53e3\u533b\u7597\u670d\u52a1\u5b9a\u4ef7
\n
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\n

Hey, \u6211\u662f \u6c89\u6d78\u5f0f\u8da3\u8c08

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AI \uff08\u5f00\u59cb\u63a8\u7406\uff09\uff1a\u300c\u8003\u53e4\u5b66\u5bb6\u8ba4\u4e3a\u53e4\u57c3\u53ca\u4eba\u53ef\u80fd\u4f7f\u7528\u4e86\u659c\u5761\u7cfb\u7edf\u3001\u6eda\u6728\u548c\u6760\u6746\u539f\u7406\u6765\u642c\u8fd0\u5de8\u77f3\u3002\u4e00\u4e9b\u7406\u8bba\u63d0\u51fa\u4ed6\u4eec\u4f7f\u7528\u4e86\u6e7f\u6c99\u964d\u4f4e\u6469\u64e6\u529b\uff0c\u6709\u6548\u51cf\u8f7b\u642c\u8fd0\u91cd\u91cf\u3002\u5de5\u4eba\u4eec\u7ec4\u6210\u56e2\u961f\uff0c\u901a\u8fc7\u7ef3\u7d22\u548c\u96c6\u4f53\u529b\u91cf\u534f\u4f5c\u5b8c\u6210\u3002\u6839\u636e\u8ba1\u7b97\uff0c\u5927\u7ea6\u9700\u8981 4,000 \u540d\u5de5\u4eba\u534f\u540c\u5de5\u4f5c\u624d\u80fd\u79fb\u52a8\u6700\u5927\u7684\u77f3\u5757...\u300d

\u4f60\uff1a\u539f\u6765\u5982\u6b64...\uff08 AI \u5c06\u6709\u9650\u7684\u5386\u53f2\u8bc1\u636e\u3001\u5404\u79cd\u5047\u8bf4\u548c\u672a\u7ecf\u8bc1\u5b9e\u7684\u7406\u8bba\u6df7\u5408\u5728\u4e00\u8d77\uff0c\u5448\u73b0\u4e3a\u786e\u5b9a\u7684\u77e5\u8bc6\uff09

\u4e3a\u4ec0\u4e48 AI \u603b\u5728\u300c\u9760\u8c31\u300d\u548c\u300c\u79bb\u8c31\u300d\u4e4b\u95f4\u53cd\u590d\u6a2a\u8df3\uff1f

\u7b54\u6848\u5f88\u7b80\u5355\uff1a\u5b83\uff08 LLM\uff1a\u5927\u8bed\u8a00\u6a21\u578b\uff09\u6839\u672c\u4e0d\u77e5\u9053\u4ec0\u4e48\u662f\u300c\u5408\u7406\u300d\u3002

AI \u804a\u5929\u673a\u5668\u4eba\uff08\u6bd4\u5982 ChatGPT \uff09\u5c31\u50cf\u4e00\u4e2a\u300c\u8d85\u7ea7\u8bed\u8a00\u62fc\u56fe\u5927\u5e08\u300d\u3002

\u5b83\u7684\u6240\u6709\u300c\u77e5\u8bc6\u300d\uff0c\u53ea\u662f\u4ece\u6d77\u91cf\u6587\u5b57\u4e2d\u7edf\u8ba1\u51fa\u7684\u300c\u8bcd\u8bed\u642d\u914d\u5957\u8def\u300d\u3002

\u5f53\u4f60\u63d0\u95ee\u65f6\uff0c\u5b83\u5c31\u50cf\u5728\u73a9\u4e00\u573a\u5de8\u578b\u6587\u5b57\u63a5\u9f99\u2014\u2014\u6c38\u8fdc\u5728\u731c\u300c\u4e0b\u4e00\u53e5\u8bdd\u600e\u6837\u63a5\u6700\u50cf\u4eba\u8bdd\u300d\uff0c\u800c\u4e0d\u662f\u5224\u65ad\u300c\u8fd9\u4ef6\u4e8b\u662f\u5426\u53ef\u80fd\u53d1\u751f\u300d\u3002

\u4e3e\u4e2a\u6817\u5b50 \ud83c\udf30\uff1a

\n
• \u4eba\u7c7b\u601d\u7ef4\uff1a\u9c7c\u5728\u6c34\u91cc\u6e38 \u2192 \u56e0\u4e3a\u6ca1\u6709\u817f\u548c\u80ba
\n
• AI \u601d\u7ef4\uff1a\u9c7c\u5728\u6c34\u91cc\u6e38 \u2192 \u56e0\u4e3a\u8fd9\u53e5\u8bdd\u5728 10 \u4e07\u7bc7\u7ae5\u8bdd\u91cc\u51fa\u73b0\u8fc7
\n

\u5b83\u4e0d\u5173\u5fc3\u73b0\u5b9e\u903b\u8f91\uff0c\u53ea\u8ffd\u6c42\u300c\u8bed\u8a00\u6d41\u7545\u300d\u7684\u6982\u7387\u3002

\u8fd9\u79cd\u300c\u65e0\u8111\u7f1d\u5408\u300d\u7684\u7279\u8d28\uff0c\u8ba9\u5b83\u65e2\u80fd\u5999\u7b14\u751f\u82b1\uff0c\u4e5f\u80fd\u80e1\u7f16\u4e71\u9020\u3002

\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c31\u6252\u5f00 AI \u7684\u300c\u8bed\u8a00\u9b54\u672f\u300d\uff0c\u770b\u770b\u5b83\u5230\u5e95\u662f\u600e\u4e48\u300c\u4e00\u672c\u6b63\u7ecf\u8bf4\u80e1\u8bdd\u300d\u7684\u3002

\u4e00\u53e5\u8bdd\u89e3\u91ca\uff1a

LLM \uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u5c31\u662f\u4e2a\u300c\u8d85\u7ea7\u8bed\u8a00\u6a21\u4eff\u602a\u300d\uff0c\u5b83\u901a\u8fc7\u75af\u72c2\u770b\u4eba\u7c7b\u7684\u6587\u5b57\uff08\u4e66\u3001\u7f51\u9875\u3001\u804a\u5929\u8bb0\u5f55\uff09\uff0c\u5b66\u4f1a\u4e86\u300c\u4eba\u7c7b\u8bf4\u8bdd\u7684\u6982\u7387\u300d\uff0c\u7136\u540e\u5c31\u80fd\u8ddf\u4f60\u804a\u5929\u3001\u5199\u6587\u7ae0\u3001\u7f16\u6545\u4e8b\uff0c\u751a\u81f3\u88c5\u6210\u838e\u58eb\u6bd4\u4e9a\u3002

\u5b83\u600e\u4e48\u5de5\u4f5c\u7684\uff1f

\n
1. \u300c\u5403\u300d\u6570\u636e\uff1a\u5148\u541e\u4e0b\u6574\u4e2a\u4e92\u8054\u7f51\u7684\u6587\u5b57\uff08\u6bd4\u5982\u7ef4\u57fa\u767e\u79d1\u3001\u5c0f\u8bf4\u3001\u65b0\u95fb\uff09\u3002
\n
2. \u5b66\u89c4\u5f8b\uff1a\u8bb0\u4f4f\u300c\u54ea\u4e9b\u8bcd\u5927\u6982\u7387\u4f1a\u4e00\u8d77\u51fa\u73b0\u300d\uff08\u6bd4\u5982\u300c\u5e8a\u524d\u660e\u6708\u5149\u300d\u540e\u9762\u63a5\u300c\u7591\u662f\u5730\u4e0a\u971c\u300d\uff09\u3002
\n
3. \u731c\u7b54\u6848\uff1a\u5f53\u4f60\u63d0\u95ee\u65f6\uff0c\u5b83\u5c31\u50cf\u5728\u73a9\u300c\u6587\u5b57\u63a5\u9f99\u300d\uff0c\u6839\u636e\u6982\u7387\u731c\u4e0b\u4e00\u53e5\u6700\u50cf\u4eba\u8bdd\u7684\u56de\u7b54\u3002
\n

\u5b83\u80fd\u5e72\u5565\uff1f\u4e3e\u4e2a\u771f\u5b9e\u4f8b\u5b50 \ud83c\udf30

\u573a\u666f 1\uff1a\u5e2e\u4f60\u70b9\u5916\u5356

\n
• \u4f60\u95ee\uff1a\u300c\u9644\u8fd1\u6709\u5565\u4e0d\u8fa3\u7684\u5ddd\u83dc\u9986\uff1f\u300d
\n
• LLM \u7b54\uff1a\u300c XX \u5ddd\u83dc\u9986\u6709\u5fae\u8fa3\u7248\u9ebb\u5a46\u8c46\u8150\uff0c\u8bc4\u5206 4.8 \uff0c\u5730\u5740\u5728 XX \u8def\uff0c\u7535\u8bdd XXX \u3002\u300d\n\uff08\u5176\u5b9e\u5b83\u6839\u672c\u6ca1\u53bb\u8fc7\uff0c\u53ea\u662f\u6252\u4e86\u5927\u4f17\u70b9\u8bc4\u7684\u6570\u636e\u91cd\u7ec4\u7b54\u6848\uff09
\n

\u573a\u666f 2\uff1a\u88c5\u6210\u5386\u53f2\u8001\u5e08

\n
• \u4f60\u95ee\uff1a\u300c\u7528\u5c0f\u5b66\u751f\u80fd\u61c2\u7684\u8bdd\u8bb2\u79e6\u59cb\u7687\u4e3a\u5565\u8981\u7edf\u4e00\u6587\u5b57\uff1f\u300d
\n
• LLM \u7b54\uff1a\u300c\u5c31\u50cf\u5168\u73ed\u540c\u5b66\u7528\u4e0d\u540c\u5bc6\u7801\u5199\u7eb8\u6761\uff0c\u8001\u5e08\u770b\u4e0d\u61c2\uff0c\u79e6\u59cb\u7687\u8bf4\uff1a\u5927\u5bb6\u90fd\u7528\u6977\u4e66\uff01\u8fd9\u6837\u5168\u56fd\u53d1\u901a\u77e5\u5c31\u65b9\u4fbf\u5566~\u300d
\n

\u573a\u666f 3\uff1a\u5f53\u4f60\u7684\u5634\u66ff

\n
• \u4f60\u8f93\u5165\uff1a\u300c\u5e2e\u6211\u5199\u5c01\u90ae\u4ef6\uff0c\u50ac\u8001\u677f\u8d76\u7d27\u6279\u9884\u7b97\uff0c\u8bed\u6c14\u8981\u5ba2\u6c14\u4f46\u5f3a\u786c\u3002\u300d
\n
• LLM \u8f93\u51fa\uff1a\u300c\u738b\u603b\u597d\uff0c\u5173\u4e8e XX \u9879\u76ee\u9884\u7b97\uff0c\u56e2\u961f\u5df2\u51c6\u5907\u5c31\u7eea\uff0c\u82e5\u672c\u5468\u5185\u80fd\u786e\u8ba4\uff0c\u9884\u8ba1\u53ef\u63d0\u524d 2 \u5468\u4e0a\u7ebf\u3002\u60a8\u770b\u65b9\u4fbf\u4eca\u5929\u62bd\u7a7a\u6279\u590d\u5417\uff1f\u611f\u8c22\u652f\u6301\uff01\u300d\n\uff08\u5176\u5b9e\u5c31\u662f\u628a\u300c\u4f60\u7279\u4e48\u5feb\u70b9\u6279\u300d\u7ffb\u8bd1\u6210\u4e86\u4eba\u8bdd\uff09
\n

\u5b83\u6709\u591a\u806a\u660e\uff1f\u6709\u591a\u50bb\uff1f

\u806a\u660e\u65f6\u523b \u2705

\n
• \u5199\u4ee3\u7801\uff1a\u4f60\u8bf4\u300c\u5199\u4e2a Python \u4ee3\u7801\u7edf\u8ba1\u6587\u4ef6\u5939\u91cc\u6709\u591a\u5c11\u4e2a txt \u6587\u4ef6\u300d\uff0c\u5b83\u80fd\u7acb\u523b\u751f\u6210\u3002
\n
• \u73a9\u6897\uff1a\u4f60\u8bf4\u300c\u7528\u9c81\u8fc5\u53e3\u543b\u5199\u4e2a\u5976\u8336\u6d4b\u8bc4\u300d\uff0c\u5b83\u80fd\u7f16\uff1a\u300c\u8fd9\u5976\u8336\uff0c\u5927\u7ea6\u7ec8\u7a76\u662f\u751c\u4e86\uff0c\u50cf\u672a\u5e84\u7684\u6708\u5149\uff0c\u6726\u80e7\u4e2d\u900f\u7740\u817b\u5473\u3002\u300d
\n

\u7ffb\u8f66\u65f6\u523b \u274c

\n
• \u778e\u7f16\u6570\u636e\uff1a\u4f60\u95ee\u300c\u9a6c\u4e91\u54ea\u5e74\u83b7\u5f97\u8bfa\u8d1d\u5c14\u5956\uff1f\u300d\uff0c\u5b83\u53ef\u80fd\u7b54\uff1a\u300c 2020 \u5e74\uff0c\u56e0\u4fc3\u8fdb\u7535\u5546\u53d1\u5c55\u83b7\u5956\u3002\u300d\uff08\u5176\u5b9e\u6839\u672c\u6ca1\u6709\uff09
\n
• \u4e0d\u61c2\u4eba\u60c5\uff1a\u4f60\u8bf4\u300c\u5973\u670b\u53cb\u8bf4\u6ca1\u4e8b\u5c31\u662f\u6709\u4e8b\u5417\uff1f\u300d\uff0c\u5b83\u53ef\u80fd\u7b54\uff1a\u300c\u6839\u636e\u5fc3\u7406\u5b66\u7814\u7a76\uff0c\u5973\u6027\u8868\u8fbe\u65b9\u5f0f\u5b58\u5728\u591a\u6837\u6027\u2026\u2026\u300d\uff08\u76f4\u63a5\u7ed9\u4f60\u5ff5\u8bba\u6587\uff09
\n

AI \u771f\u7684\u61c2\u4f60\u95ee\u7684\u95ee\u9898\u5417\uff1f\u6df1\u5c42\u6b21\u539f\u56e0\u89e3\u6790

1. \u7edf\u8ba1\u5b66\u9a71\u52a8\uff0c\u4e0d\u662f\u771f\u7406\u9a71\u52a8

\n
• AI \u8bf4\u7684\u4e0d\u662f\"\u771f\u76f8\"\uff0c\u800c\u662f\"\u6700\u53ef\u80fd\u7684\u7ec4\u5408\"\u3002\u5f53\u5b83\u8bf4\"\u592a\u9633\u4ece\u4e1c\u8fb9\u5347\u8d77\"\u65f6\uff0c\u4e0d\u662f\u56e0\u4e3a\u61c2\u5730\u7406\uff0c\u800c\u662f\u56e0\u4e3a\u8fd9\u4e9b\u8bcd\u5e38\u4e00\u8d77\u51fa\u73b0\u3002
\n
• \u60f3\u8c61\u4e00\u4e2a\u4ece\u6ca1\u53bb\u8fc7\u4e2d\u56fd\u7684\u4eba\uff0c\u53ea\u770b\u8fc7 100 \u672c\u4e2d\u56fd\u65c5\u6e38\u4e66\uff0c\u4ed6\u80fd\"\u80e1\u8bf4\"\u4e2d\u56fd\u6587\u5316\uff0c\u4f46\u6ca1\u6709\u771f\u5b9e\u4f53\u9a8c\u3002
\n

2. \u5e7b\u89c9\u73b0\u8c61(Hallucination)\u7684\u672c\u8d28

\n
• \u539f\u56e0\u4e00\uff1a\u6570\u636e\u4e0d\u8db3\uff1a\u8bad\u7ec3\u6570\u636e\u4e2d\u6ca1\u6709\u67d0\u4e2a\u95ee\u9898\u7684\u7b54\u6848\uff0cAI \u5c31\u4f1a\"\u51ed\u7a7a\u634f\u9020\"
\n
• \u539f\u56e0\u4e8c\uff1a\u8fc7\u5ea6\u81ea\u4fe1\uff1aAI \u88ab\u8bbe\u8ba1\u6210\"\u5c3d\u91cf\u7ed9\u51fa\u7b54\u6848\"\u800c\u975e\"\u6211\u4e0d\u77e5\u9053\"
\n
• \u539f\u56e0\u4e09\uff1a\u4e0a\u4e0b\u6587\u6df7\u6dc6\uff1aAI \u53ef\u80fd\u628a\u4f60\u63d0\u95ee\u4e2d\u7684\u5047\u8bbe\u5f53\u4f5c\u4e8b\u5b9e
\n

3. \u6ca1\u6709\u5e38\u8bc6\u548c\u610f\u8bc6

\n
• AI \u6ca1\u6709\"\u77e5\u9053\u81ea\u5df1\u4e0d\u77e5\u9053\"\u7684\u80fd\u529b\uff0c\u5b83\u6ca1\u6709\u5143\u8ba4\u77e5
\n
• \u5b83\u4e0d\u4f1a\u50cf\u4eba\u7c7b\u4e00\u6837\u901a\u8fc7\u8eab\u4f53\u611f\u53d7\u548c\u793e\u4f1a\u7ecf\u9a8c\u5f62\u6210\u5e38\u8bc6
\n
• \u4f8b\u5b50\uff1a\u5b83\u80fd\u544a\u8bc9\u4f60\u6c34\u7684\u6cb8\u70b9\uff0c\u4f46\u4e0d\u77e5\u9053\u70eb\u624b\u662f\u4ec0\u4e48\u611f\u89c9
\n

\u5982\u4f55\u907f\u514d AI \u8ddf\u4f60\u80e1\u8bf4\u516b\u9053\uff1f\u5b9e\u7528\u6280\u5de7

\u4f7f\u7528 AI \u7684\u9ec4\u91d1\u6cd5\u5219

\n
1. \u63d0\u4f9b\u6e05\u6670\u4e0a\u4e0b\u6587\uff1a\u4e0d\u8981\u5047\u8bbe AI \u77e5\u9053\u524d\u6587\uff0c\u6bcf\u6b21\u90fd\u7ed9\u8db3\u80cc\u666f
\n
2. \u5206\u6b65\u9aa4\u63d0\u95ee\uff1a\u590d\u6742\u95ee\u9898\u62c6\u5206\u6210\u591a\u4e2a\u7b80\u5355\u95ee\u9898
\n
3. \u8981\u6c42\u5f15\u7528\u6765\u6e90\uff1a\u8ba9 AI \u5217\u51fa\u4fe1\u606f\u6765\u6e90\uff0c\u65b9\u4fbf\u4f60\u9a8c\u8bc1
\n
4. \u4f7f\u7528\u6700\u65b0\u6a21\u578b\uff1a\u65b0\u7248\u672c\u901a\u5e38\u51cf\u5c11\u5e7b\u89c9\u95ee\u9898
\n
5. \u8bbe\u7f6e\u4e13\u5bb6\u89d2\u8272\uff1a\u660e\u786e\u544a\u8bc9 AI\"\u4f60\u662f XX \u9886\u57df\u4e13\u5bb6\"\uff0c\u51cf\u5c11\u80e1\u8bf4\u516b\u9053
\n

\u8bbe\u8ba1\u6709\u6548\u63d0\u793a\u8bcd\u7684\u516c\u5f0f

\u89d2\u8272 + \u4efb\u52a1 + \u683c\u5f0f + \u9650\u5236\u6761\u4ef6

\u4f8b\u5982\uff1a\n\"\u4f60\u662f\u4e00\u4f4d\u7ecf\u9a8c\u4e30\u5bcc\u7684\u6570\u636e\u79d1\u5b66\u5bb6(\u89d2\u8272)\u3002\u8bf7\u5206\u6790\u8fd9\u7ec4\u9500\u552e\u6570\u636e\u5e76\u63d0\u4f9b\u4e09\u4e2a\u5173\u952e\u6d1e\u5bdf(\u4efb\u52a1)\u3002\u4ee5\u7b80\u6d01\u7684\u8981\u70b9\u5f62\u5f0f\u5448\u73b0(\u683c\u5f0f)\uff0c\u907f\u514d\u4f7f\u7528\u6280\u672f\u672f\u8bed\uff0c\u56e0\u4e3a\u8fd9\u662f\u7ed9\u975e\u6280\u672f\u56e2\u961f\u7684\u62a5\u544a(\u9650\u5236\u6761\u4ef6)\u3002\"

AI \u80e1\u8bdd\u5927\u8d4f\uff1a\u6559\u4f60\u8bc6\u522b\u5178\u578b\u6a21\u5f0f

\u8bcd\u85fb\u534e\u4e3d\u4f46\u5185\u5bb9\u7a7a\u6d1e

\n
• \u274c \"\u8be5\u6280\u672f\u5229\u7528\u5148\u8fdb\u7684\u7b97\u6cd5\u6846\u67b6\uff0c\u901a\u8fc7\u4f18\u5316\u7684\u8ba1\u7b97\u65b9\u6cd5\uff0c\u63d0\u4f9b\u4e86\u9769\u547d\u6027\u7684\u89e3\u51b3\u65b9\u6848...\"
\n
• \u2705 \u8bc6\u522b\u65b9\u6cd5\uff1a\u5982\u679c\u5220\u6389\u5f62\u5bb9\u8bcd\u540e\u53e5\u5b50\u5931\u53bb\u5b9e\u8d28\u5185\u5bb9\uff0c\u90a3\u5c31\u662f\u5728\u80e1\u8bf4
\n

\u8fc7\u5ea6\u6cdb\u6cdb\u800c\u8c08

\n
• \u274c \"\u7814\u7a76\u8868\u660e...\"\u3001\"\u4e13\u5bb6\u8ba4\u4e3a...\"\uff08\u4f46\u4e0d\u7ed9\u51fa\u5177\u4f53\u54ea\u9879\u7814\u7a76\u3001\u54ea\u4f4d\u4e13\u5bb6\uff09
\n
• \u2705 \u5e94\u5bf9\uff1a\u8ffd\u95ee\"\u5177\u4f53\u662f\u54ea\u9879\u7814\u7a76\uff1f\u53d1\u8868\u5728\u54ea\u91cc\uff1f\"
\n

\u81ea\u76f8\u77db\u76fe

\n
• \u274c \u524d\u4e00\u6bb5\u8bf4 A \u662f\u5bf9\u7684\uff0c\u540e\u4e00\u6bb5\u53c8\u8bf4 B \u662f\u5bf9\u7684\uff08\u800c A \u3001B \u4e92\u65a5\uff09
\n
• \u2705 \u8bc6\u522b\u65b9\u6cd5\uff1a\u603b\u7ed3 AI \u56de\u7b54\u7684\u8981\u70b9\uff0c\u68c0\u67e5\u662f\u5426\u6709\u903b\u8f91\u51b2\u7a81
\n

\u4e0e LLM \u5171\u5904\u7684\u54f2\u5b66\u601d\u8003

AI \u7684\"\u80e1\u8bdd\"\u63d0\u9192\u6211\u4eec\uff1a

\n
• \u4fe1\u606f \u2260 \u77e5\u8bc6 \u2260 \u667a\u6167\uff1aAI \u6709\u6d77\u91cf\u4fe1\u606f\uff0c\u4f46\u4e0d\u4e00\u5b9a\u6709\u6b63\u786e\u77e5\u8bc6\uff0c\u66f4\u6ca1\u6709\u667a\u6167
\n
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\n
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\n

AI \u7684\u672c\u8d28

\n
• \u50cf\u300c\u641c\u7d22\u5f15\u64ce+\u6f14\u8bf4\u5bb6\u300d\u7684\u7ed3\u5408\u4f53\uff1a\u80fd\u627e\u5230\u76f8\u5173\u4fe1\u606f\u5e76\u6d41\u7545\u8868\u8fbe\uff0c\u5374\u4e0d\u7406\u89e3\u95ee\u9898\u7684\u672c\u8d28\u3002
\n
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\n
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\n
• \u91cd\u8981\u63d0\u9192\uff1a\u5b83\u4e0d\u4f1a\u771f\u6b63\u7406\u89e3\u4f60\u7684\u95ee\u9898\uff01\u5b83\u53ea\u662f\u8bc6\u522b\u95ee\u9898\u6a21\u5f0f\u5e76\u5339\u914d\u6700\u53ef\u80fd\u7684\u56de\u7b54
\n

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\u7c7b\u4f3c\u6211\u8fd9\u6837\u7528\u5de5\u5177\nhttps://github.com/zhangjunjie6b/shellok

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\u65b0\u65f6\u4ee3\u7684\u8239\u4e0a\u8fd8\u6709\u8001\u4e1c\u897f\u4eec(Hadoop \u751f\u6001, \u6d41\u5f0f\u751f\u6001, MPP)\u7684\u4f4d\u7f6e\u5417?

AI \u5e95\u5c42\u7528\u7684\u6700\u591a\u7684\u5e94\u8be5\u662f \u5bb9\u5668\u5316(K8s/..), \u5bf9\u8c61\u5b58\u50a8(Ceph/..), Python

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https://www.solidot.org/story?sid=79898

\u5927\u5bb6\u6709\u5728\u5b66\u4e60 DL \u7684\u4e48\uff1f

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\n\u65e9\u4e0a\u770b\u65b0\u95fb\u7684\u65f6\u5019\uff0c\u770b\u89c1\u6709\u8dd1\u9a6c\u706f\uff0c\u77ac\u95f4\u5fc3\u52a8\u4e86\uff0c\u611f\u89c9\u5f88\u70ab\u9177(\u8001\u5a46\u89c9\u5f97\u5f88 low)