{"id":280027,"date":"2024-05-16T16:42:01","date_gmt":"2024-05-16T08:42:01","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/280027.html"},"modified":"2024-05-16T16:42:11","modified_gmt":"2024-05-16T08:42:11","slug":"%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%a7%91%e7%a0%94%ef%bc%8c%e5%a6%82%e4%bd%95%e9%ab%98%e6%95%88%e8%bf%9b%e8%a1%8c%e4%bb%a3%e7%a0%81%e5%92%8c%e5%ae%9e%e9%aa%8c%e7%ae%a1%e7%90%86-2","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/280027.html","title":{"rendered":"\u6df1\u5ea6\u5b66\u4e60\u79d1\u7814\uff0c\u5982\u4f55\u9ad8\u6548\u8fdb\u884c\u4ee3\u7801\u548c\u5b9e\u9a8c\u7ba1\u7406"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25203153\/0468af48-4bc8-4ac7-8c5e-11781f066305.webp\" alt=\"\u6df1\u5ea6\u5b66\u4e60\u79d1\u7814\uff0c\u5982\u4f55\u9ad8\u6548\u8fdb\u884c\u4ee3\u7801\u548c\u5b9e\u9a8c\u7ba1\u7406\" \/><\/p>\n<p><p>\u6df1\u5ea6\u5b66\u4e60\u79d1\u7814\u4e2d\u9ad8\u6548\u8fdb\u884c\u4ee3\u7801\u548c\u5b9e\u9a8c\u7ba1\u7406\u53ef\u4ee5\u901a\u8fc7<strong>\u7248\u672c\u63a7\u5236\u7cfb\u7edf\u3001\u826f\u597d\u7684\u4ee3\u7801\u7ec4\u7ec7\u7ed3\u6784\u3001\u5b9e\u9a8c\u8ffd\u8e2a\u5de5\u5177<\/strong>\u3001\u4ee5\u53ca<strong>\u81ea\u52a8\u5316\u811a\u672c<\/strong>\u6765\u5b9e\u73b0\u3002\u91c7\u7528\u7248\u672c\u63a7\u5236\u7cfb\u7edf\u5982Git\u53ef\u4ee5\u6709\u6548\u5730\u8ddf\u8e2a\u4ee3\u7801\u7684\u53d8\u5316, <strong>\u786e\u4fdd\u4ee3\u7801\u7684\u53ef\u56de\u6eaf\u6027<\/strong>\u3002\u521b\u7acb\u826f\u597d\u7684\u4ee3\u7801\u7ec4\u7ec7\u7ed3\u6784\u662f\u57fa\u7840\u5de5\u4f5c\uff0c\u5b83\u5e2e\u52a9\u79d1\u7814\u4eba\u5458\u5feb\u901f\u627e\u5230\u4e0e\u9879\u76ee\u76f8\u5173\u7684\u6587\u4ef6\u3002\u4f7f\u7528\u4e13\u95e8\u7684\u5b9e\u9a8c\u8ffd\u8e2a\u5de5\u5177\u5982MLflow\u548cTensorBoard\u53ef\u4ee5\u8bb0\u5f55\u5b9e\u9a8c\u53c2\u6570\u3001\u7ed3\u679c\uff0c\u5e76\u65b9\u4fbf\u5bf9\u6bd4\u4e0d\u540c\u5b9e\u9a8c\u3002\u81ea\u52a8\u5316\u811a\u672c\u80fd\u591f\u51cf\u5c11\u91cd\u590d\u4efb\u52a1\uff0c\u63d0\u5347\u6548\u7387\uff0c\u6bd4\u5982\u81ea\u52a8\u5316\u6570\u636e\u9884\u5904\u7406\u3001\u6a21\u578b\u8bad\u7ec3\u548c\u6d4b\u8bd5\u6d41\u7a0b\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u7248\u672c\u63a7\u5236\u7cfb\u7edf<\/h3>\n<\/p>\n<p><p>\u7248\u672c\u63a7\u5236\u5bf9\u4e8e\u6df1\u5ea6\u5b66\u4e60\u9879\u76ee\u81f3\u5173\u91cd\u8981\u3002\u5b83\u4e0d\u4ec5\u53ef\u4ee5\u5e2e\u52a9\u4f60\u8bb0\u5f55\u6bcf\u6b21\u4ee3\u7801\u7684\u4fee\u6539\uff0c\u8fd8\u80fd\u591f\u5728\u5b9e\u9a8c\u5931\u8d25\u6216\u51fa\u73b0\u95ee\u9898\u65f6\u5feb\u901f\u56de\u9000\u5230\u4e4b\u524d\u7684\u7248\u672c\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u9009\u62e9\u5408\u9002\u7684\u7248\u672c\u63a7\u5236\u5de5\u5177<\/strong>\uff1aGit\u662f\u76ee\u524d\u6700\u6d41\u884c\u7684\u7248\u672c\u63a7\u5236\u7cfb\u7edf\uff0c\u5b83\u901a\u8fc7\u672c\u5730\u548c\u8fdc\u7a0b\u4ed3\u5e93\uff0c\u4f7f\u4e2a\u4eba\u548c\u56e2\u961f\u6210\u5458\u53ef\u4ee5\u5728\u4e0d\u540c\u7684\u5f00\u53d1\u7ebf\u8def\u4e0a\u5de5\u4f5c\u800c\u4e0d\u51b2\u7a81\u3002<\/li>\n<li><strong>\u5408\u7406\u7ec4\u7ec7\u4ee3\u7801\u5206\u652f<\/strong>\uff1a\u4e3b\u5206\u652f\u5e94\u5f53\u59cb\u7ec8\u4fdd\u6301\u7a33\u5b9a\u53ef\u8fd0\u884c\u7684\u72b6\u6001\uff0c\u5f00\u53d1\u65b0\u529f\u80fd\u6216\u8fdb\u884c\u8bd5\u9a8c\u6027\u4fee\u6539\u65f6\u5e94\u5f53\u65b0\u5efa\u5206\u652f\uff0c\u5728\u786e\u8ba4\u7a33\u5b9a\u4e4b\u540e\u518d\u5408\u5e76\u56de\u4e3b\u5206\u652f\u3002<\/li>\n<\/ul>\n<p><h3>\u4e8c\u3001\u826f\u597d\u7684\u4ee3\u7801\u7ec4\u7ec7\u7ed3\u6784<\/h3>\n<\/p>\n<p><p>\u4e00\u4e2a\u6e05\u6670\u7684\u4ee3\u7801\u7ed3\u6784\u662f\u9ad8\u6548\u79d1\u7814\u7684\u5173\u952e\u4e4b\u4e00\uff0c\u5b83\u76f4\u63a5\u5173\u7cfb\u5230\u540e\u671f\u4ee3\u7801\u7684\u7ef4\u62a4\u3001\u590d\u7528\u4ee5\u53ca\u534f\u4f5c\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u660e\u786e\u76ee\u5f55\u5c42\u6b21<\/strong>\uff1a\u6839\u636e\u529f\u80fd\u5c06\u4ee3\u7801\u5206\u4e3a\u4e0d\u540c\u7684\u6587\u4ef6\u5939\uff0c\u4f8b\u5982\uff1a<code>data\/<\/code>\u3001<code>models\/<\/code>\u3001<code>utils\/<\/code>\u7b49\uff0c\u5bf9\u4e8e\u5b9e\u9a8c\u811a\u672c\u53ef\u4ee5\u5355\u72ec\u4e00\u4e2a<code>experiments\/<\/code>\u76ee\u5f55\u3002<\/li>\n<li><strong>\u4ee3\u7801\u91cd\u7528\u4e0e\u6a21\u5757\u5316<\/strong>\uff1a\u5bf9\u4e8e\u53cd\u590d\u4f7f\u7528\u7684\u4ee3\u7801\u7247\u6bb5\u5e94\u5f53\u5c01\u88c5\u4e3a\u51fd\u6570\u6216\u7c7b\uff0c\u5e76\u96c6\u4e2d\u4e8e<code>utils\/<\/code>\u76ee\u5f55\u4e0b\u3002\u5c06\u590d\u6742\u7684\u6a21\u578b\u62c6\u89e3\u4e3a\u72ec\u7acb\u7684\u6a21\u5757\uff0c\u4fbf\u4e8e\u7ba1\u7406\u548c\u8c03\u8bd5\u3002<\/li>\n<\/ul>\n<p><h3>\u4e09\u3001\u5b9e\u9a8c\u8ffd\u8e2a\u5de5\u5177<\/h3>\n<\/p>\n<p><p>\u5728\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u5b9e\u9a8c\u65f6\uff0c\u7ba1\u7406\u548c\u8bb0\u5f55\u5b9e\u9a8c\u7ed3\u679c\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u501f\u52a9\u5b9e\u9a8c\u8ffd\u8e2a\u5de5\u5177\u80fd\u591f\u9ad8\u6548\u5730\u8bb0\u5f55\u548c\u6bd4\u8f83\u4e0d\u540c\u5b9e\u9a8c\u914d\u7f6e\u548c\u7ed3\u679c\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u4f7f\u7528\u4e13\u4e1a\u7684\u8ffd\u8e2a\u5de5\u5177<\/strong>\uff1a\u5de5\u5177\u5982MLflow\u3001TensorBoard\u4e3a\u5b9e\u9a8c\u6570\u636e\u63d0\u4f9b\u6574\u6d01\u7684\u89c6\u56fe\uff0c\u8bb0\u5f55\u53c2\u6570\u3001\u5ea6\u91cf\u4ee5\u53ca\u8fd0\u884c\u7ed3\u679c\u3002<\/li>\n<li><strong>\u6b63\u786e\u6807\u8bb0\u5b9e\u9a8c<\/strong>\uff1a\u4e3a\u6bcf\u6b21\u5b9e\u9a8c\u5206\u914d\u552f\u4e00\u7684ID\uff0c\u5e76\u8bb0\u5f55\u5b9e\u9a8c\u7684\u8d85\u53c2\u6570\u3001\u65e5\u671f\u65f6\u95f4\u3001\u4e3b\u8981\u7ed3\u679c\u7b49\u5143\u6570\u636e\uff0c\u786e\u4fdd\u5b9e\u9a8c\u53ef\u4ee5\u88ab\u51c6\u786e\u5730\u590d\u73b0\u3002<\/li>\n<\/ul>\n<p><h3>\u56db\u3001\u81ea\u52a8\u5316\u811a\u672c<\/h3>\n<\/p>\n<p><p>\u901a\u8fc7\u7f16\u5199\u81ea\u52a8\u5316\u811a\u672c\uff0c\u80fd\u6709\u6548\u51cf\u5c11\u91cd\u590d\u6027\u5de5\u4f5c\uff0c\u63d0\u5347\u79d1\u7814\u7684\u6548\u7387\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u81ea\u52a8\u5316\u4efb\u52a1\u6d41\u7a0b<\/strong>\uff1a\u811a\u672c\u5316\u7684\u6570\u636e\u9884\u5904\u7406\u3001\u6a21\u578b\u8bad\u7ec3\u4ee5\u53ca\u6d4b\u8bd5\u6d41\u7a0b\u53ef\u4ee5\u51cf\u5c11\u624b\u52a8\u64cd\u4f5c\uff0c\u786e\u4fdd\u5b9e\u9a8c\u6d41\u7a0b\u7684\u4e00\u81f4\u6027\uff0c\u4f7f\u5f97\u5b9e\u9a8c\u66f4\u52a0\u53ef\u9760\u3002<\/li>\n<li><strong>\u5b9a\u671f\u5907\u4efd\u6570\u636e\u548c\u6a21\u578b<\/strong>\uff1a\u5229\u7528\u811a\u672c\u5b9a\u671f\u81ea\u52a8\u5907\u4efd\u6570\u636e\u548c\u6a21\u578b checkpoints \u5230\u4e91\u7aef\u6216\u5176\u4ed6\u5b58\u50a8\u8bbe\u5907\uff0c\u9632\u6b62\u6570\u636e\u4e22\u5931\u3002<\/li>\n<\/ul>\n<p><h3>\u4e94\u3001\u5408\u7406\u5b89\u6392\u5b9e\u9a8c\u8d44\u6e90<\/h3>\n<\/p>\n<p><p>\u6df1\u5ea6\u5b66\u4e60\u5b9e\u9a8c\u5e38\u5e38\u9700\u8981\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\uff0c\u9ad8\u6548\u7684\u7ba1\u7406\u5b9e\u9a8c\u8d44\u6e90\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u4f18\u5316\u8d44\u6e90\u4f7f\u7528<\/strong>\uff1a\u5408\u7406\u6392\u961f\u5b9e\u9a8c\u4efb\u52a1\uff0c\u907f\u514d\u8d44\u6e90\u7684\u6d6a\u8d39\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u4efb\u52a1\u8c03\u5ea6\u7cfb\u7edf\u5982Slurm\u6765\u7ba1\u7406\u5b9e\u9a8c\u961f\u5217\u3002<\/li>\n<li><strong>\u76d1\u63a7\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5<\/strong>\uff1a\u5b9e\u65f6\u76d1\u63a7GPU\u3001CPU\u7684\u4f7f\u7528\u60c5\u51b5\uff0c\u5408\u7406\u5206\u914d\u5b9e\u9a8c\u8f7d\u8377\uff0c\u4f7f\u7528\u5982nvidia-smi\u4e4b\u7c7b\u7684\u5de5\u5177\u6765\u5e2e\u52a9\u76d1\u63a7\u3002<\/li>\n<\/ul>\n<p><h3>\u516d\u3001\u56e2\u961f\u534f\u4f5c\u4e0e\u4ee3\u7801\u5206\u4eab<\/h3>\n<\/p>\n<p><p>\u5728\u56e2\u961f\u79d1\u7814\u9879\u76ee\u4e2d\uff0c\u9ad8\u6548\u7684\u534f\u4f5c\u548c\u4ee3\u7801\u5206\u4eab\u662f\u63d0\u9ad8\u56e2\u961f\u6574\u4f53\u7814\u53d1\u80fd\u529b\u7684\u5173\u952e\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u7edf\u4e00\u4ee3\u7801\u98ce\u683c<\/strong>\uff1a\u5236\u5b9a\u5e76\u9075\u5b88\u7edf\u4e00\u7684\u4ee3\u7801\u98ce\u683c\u6307\u5357\uff0c\u5982PEP 8\uff0c\u53ef\u4ee5\u51cf\u5c11\u4ee3\u7801\u7406\u89e3\u7684\u96be\u5ea6\uff0c\u63d0\u9ad8\u56e2\u961f\u534f\u4f5c\u6548\u7387\u3002<\/li>\n<li><strong><a href=\"https:\/\/docs.pingcode.com\/code-review\" target=\"_blank\">\u4ee3\u7801\u5ba1\u67e5<\/a><\/strong>\uff1a\u901a\u8fc7Pull Requests\u5bf9\u4ee3\u7801\u8fdb\u884c\u5ba1\u67e5\uff0c\u53ef\u4ee5\u63d0\u5347\u4ee3\u7801\u8d28\u91cf\u5e76\u5171\u4eab\u5b9e\u9a8c\u5fc3\u5f97\u3002<\/li>\n<\/ul>\n<p><h3>\u4e03\u3001\u6587\u6863\u548c\u6ce8\u91ca\u89c4\u8303<\/h3>\n<\/p>\n<p><p>\u826f\u597d\u7684\u6587\u6863\u548c\u4ee3\u7801\u6ce8\u91ca\u6709\u52a9\u4e8e\u672a\u6765\u7684\u4f60\u548c\u5176\u4ed6\u7814\u7a76\u4eba\u5458\u5feb\u901f\u7406\u89e3\u4ee3\u7801\u903b\u8f91\u548c\u5b9e\u9a8c\u76ee\u7684\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u7f16\u5199\u6e05\u6670\u7684\u6587\u6863<\/strong>\uff1a\u4e3a\u5b9e\u9a8c\u8bbe\u8ba1\u7f16\u5199\u8be6\u7ec6\u6587\u6863\uff0c\u89e3\u91ca\u5b9e\u9a8c\u7684\u76ee\u7684\u3001\u5047\u8bbe\u3001\u5b9e\u9a8c\u8bbe\u7f6e\u4ee5\u53ca\u7ed3\u679c\u89e3\u6790\u3002<\/li>\n<li><strong>\u89c4\u8303\u5316\u6ce8\u91ca<\/strong>\uff1a\u4ee3\u7801\u4e2d\u5e94\u5305\u542b\u5fc5\u8981\u7684\u6ce8\u91ca\uff0c\u8bf4\u660e\u5404\u4e2a\u51fd\u6570\u548c\u7c7b\u7684\u4f5c\u7528\u3001\u8f93\u5165\u8f93\u51fa\u53ca\u5176\u5b83\u91cd\u8981\u8bf4\u660e\u3002<\/li>\n<\/ul>\n<p><h3>\u516b\u3001\u6301\u7eed\u5b66\u4e60\u548c\u62d3\u5c55\u77e5\u8bc6<\/h3>\n<\/p>\n<p><p>\u6df1\u5ea6\u5b66\u4e60\u662f\u5feb\u901f\u53d1\u5c55\u7684\u9886\u57df\uff0c\u6301\u7eed\u5b66\u4e60\u662f\u4fdd\u6301\u7ade\u4e89\u529b\u7684\u5173\u952e\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u8ffd\u8e2a\u6700\u65b0\u7814\u7a76<\/strong>\uff1a\u5b9a\u671f\u9605\u8bfb\u65b0\u8bba\u6587\uff0c\u5173\u6ce8\u6700\u65b0\u7684\u7814\u7a76\u52a8\u6001\uff0c\u53ef\u901a\u8fc7\u4f1a\u8bae\u3001\u671f\u520a\u6216\u8005\u5728\u7ebf\u5e73\u53f0\u5982arXiv\u8ddf\u8fdb\u3002<\/li>\n<li><strong>\u5b66\u4e60\u65b0\u5de5\u5177\u548c\u6846\u67b6<\/strong>\uff1a\u4e0d\u65ad\u5b66\u4e60\u65b0\u7684\u7f16\u7a0b\u5de5\u5177\u548c\u5b66\u4e60\u6846\u67b6\uff0c\u4e0d\u65ad\u63d0\u9ad8\u7814\u7a76\u548c\u5f00\u53d1\u6548\u7387\u3002<\/li>\n<\/ul>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>1. 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