{"id":120705,"date":"2026-11-01T03:40:59","date_gmt":"2026-10-31T19:40:59","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/120705.html"},"modified":"2026-11-01T03:40:59","modified_gmt":"2026-10-31T19:40:59","slug":"loss-%e9%9c%87%e8%8d%a1%e7%9a%84%e5%a4%9c%e6%99%9a%ef%bc%9a%e5%85%88%e7%bc%a9%e5%b0%8f%e6%90%9c%e7%b4%a2%ef%bc%8c%e5%86%8d%e8%a7%a3%e9%87%8a%e6%b3%a2%e5%8a%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/120705.html","title":{"rendered":"Loss \u9707\u8361\u7684\u591c\u665a\uff1a\u5148\u7f29\u5c0f\u641c\u7d22\uff0c\u518d\u89e3\u91ca\u6ce2\u52a8"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261031194056-6ae64448ae71f.webp\" alt=\"\u4e0d\u628a\u5355\u6b21\u7ed3\u679c\u5199\u6210\u8d85\u53c2\u5b9a\u5f8b\u5c01\u9762\" \/><\/p>\n<p>Loss\u66f2\u7ebf\u5728\u591c\u91cc\u5ffd\u9ad8\u5ffd\u4f4e&#xff0c;\u786e\u5b9e\u5bb9\u6613\u8ba9\u4eba\u7ed9\u5b83\u5b89\u6392\u4e00\u4e2a\u6545\u4e8b&#xff1a;\u5b66\u4e60\u7387\u592a\u6fc0\u8fdb&#xff0c;\u6570\u636e\u6b63\u5728\u53d1\u751f\u76f8\u53d8&#xff0c;\u6216\u8005\u6a21\u578b\u7ec8\u4e8e\u201c\u609f\u4e86\u201d\u3002\u4f46\u4e00\u6761\u66f2\u7ebf\u80fd\u5bb9\u7eb3\u7684\u89e3\u91ca\u592a\u591a&#xff0c;\u5148\u7f29\u5c0f\u5b9e\u9a8c&#xff0c;\u5f80\u5f80\u6bd4\u5148\u6269\u5927\u53d9\u4e8b\u66f4\u6709\u5e2e\u52a9\u3002<\/p>\n<p>\u6211\u4f1a\u5148\u95ee&#xff1a;\u8fd9\u6b21\u6539\u4e86\u51e0\u4e2a\u53d8\u91cf&#xff1f;\u6bd4\u8f83\u7684\u7a97\u53e3\u4e00\u6837\u957f\u5417&#xff1f;\u540c\u4e00\u4e2a\u79cd\u5b50\u6709\u6ca1\u6709\u91cd\u8dd1&#xff1f;\u65e5\u5fd7\u91cc\u6709\u6ca1\u6709\u8bb0\u5f55\u5931\u8d25\u548c\u63d0\u524d\u7ec8\u6b62&#xff1f;\u8fd9\u4e9b\u95ee\u9898\u4e0d\u6d6a\u6f2b&#xff0c;\u5374\u80fd\u51cf\u5c11\u628a\u5076\u7136\u73b0\u8c61\u5199\u6210\u89c4\u5f8b\u7684\u51b2\u52a8\u3002<\/p>\n<h3>\u5148\u5217\u641c\u7d22\u8868&#xff0c;\u522b\u7528\u56de\u5fc6\u6311\u80dc\u8005<\/h3>\n<p>\u4e0b\u9762\u53ea\u662f\u5b9e\u9a8c\u7ec4\u5408\u4e0e\u6570\u636e\u5207\u5206\u6821\u9a8c\u3002\u5b83\u4e0d\u8bad\u7ec3\u6a21\u578b&#xff0c;\u4e5f\u4e0d\u6a21\u62df\u4e00\u7ec4\u201c\u770b\u8d77\u6765\u771f\u5b9e\u201d\u7684Loss\u3002\u56fa\u5b9a\u5019\u9009\u96c6\u5408\u3001\u4fdd\u7559\u5168\u90e8\u79cd\u5b50&#xff0c;\u5e76\u660e\u786e\u8bad\u7ec3\u548c\u8bc4\u4f30\u6837\u672c\u4e0d\u91cd\u53e0&#xff0c;\u81f3\u5c11\u80fd\u907f\u514d\u5728\u8bb0\u5f55\u5c42\u9762\u5077\u6362\u6761\u4ef6\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261031194056-6ae64448b86f9.png\" alt=\"\u5b9e\u9a8c\u7ec4\u5408\u548c\u8bb0\u5f55\u5b57\u6bb5\uff0c\u4e0d\u7ed8\u5236\u865a\u6784Loss\u7ed3\u679c\" \/><\/p>\n<p>from itertools import product<\/p>\n<p>learning_rates &#061; [&#039;1e-4&#039;, &#039;3e-4&#039;]<br \/>\nseeds &#061; [7, 17, 27]<br \/>\nruns &#061; [{&#039;lr&#039;: lr, &#039;seed&#039;: seed, &#039;status&#039;: &#039;not_run&#039;, &#039;loss&#039;: None}<br \/>\n        for lr, seed in product(learning_rates, seeds)]<br \/>\nassert len(runs) &#061;&#061; 6<br \/>\nassert len({(r[&#039;lr&#039;], r[&#039;seed&#039;]) for r in runs}) &#061;&#061; 6<br \/>\ntrain_ids &#061; {&#039;sample-1&#039;, &#039;sample-2&#039;, &#039;sample-3&#039;}<br \/>\neval_ids &#061; {&#039;sample-4&#039;, &#039;sample-5&#039;}<br \/>\nassert train_ids.isdisjoint(eval_ids)<br \/>\nassert all(r[&#039;loss&#039;] is None for r in runs)<br \/>\nprint(&#039;six planned runs; split disjoint; no fabricated loss values: PASS&#039;)<\/p>\n<h3>\u6210\u529f\u4e00\u6b21\u548c\u7a33\u5b9a\u6210\u529f\u662f\u4e24\u79cd\u95ee\u9898<\/h3>\n<p>IBM Research\u768410\u670820\u65e5\u6587\u7ae0\u533a\u5206\u5e73\u5747\u6210\u529f\u7387\u4e0e\u56db\u6b21\u5c1d\u8bd5\u5168\u90e8\u6210\u529f\u7684Pass^4\u3002\u5b83\u4eec\u56de\u7b54\u7684\u95ee\u9898\u4e0d\u540c&#xff0c;\u4e0d\u80fd\u628a\u4e00\u6b21\u6210\u529f\u5f53\u4f5c\u7a33\u5b9a\u6027\u7684\u8bc1\u636e&#xff0c;\u4e5f\u4e0d\u80fd\u628a\u8bba\u6587\u7684\u5206\u6570\u501f\u7ed9\u81ea\u5df1\u7684\u5c0f\u5b9e\u9a8c\u3002\u7814\u7a76\u539f\u6587<\/p>\n<p>\u5bf9\u8d85\u53c2\u6570\u5b9e\u9a8c\u4e5f\u4e00\u6837\u3002\u82e5\u4e00\u4e2a\u914d\u7f6e\u53ea\u5728\u67d0\u4e2a\u79cd\u5b50\u4e0a\u6700\u597d&#xff0c;\u53ef\u4ee5\u4fdd\u7559\u8fd9\u4e2a\u89c2\u5bdf&#xff0c;\u4f46\u7ed3\u8bba\u5e94\u9650\u4e8e\u8fd9\u6b21\u6bd4\u8f83\u3002\u8fd8\u8981\u770b\u65b9\u5dee\u3001\u5931\u8d25\u7387\u548c\u9884\u7b97&#xff0c;\u5fc5\u8981\u65f6\u7528\u65b0\u7684\u8bc4\u4f30\u6837\u672c\u786e\u8ba4&#xff0c;\u907f\u514d\u53cd\u590d\u770b\u540c\u4e00\u6d4b\u8bd5\u96c6\u76f4\u5230\u6311\u51fa\u6ee1\u610f\u7b54\u6848\u3002<\/p>\n<p>\u4e0a\u9762\u7684\u6807\u51c6\u5e93\u4f8b\u5b50\u5df2\u5728\u672c\u5730\u9a8c\u8bc1\u7ec4\u5408\u6570\u91cf\u4e0e\u5207\u5206\u4e0d\u91cd\u53e0&#xff0c;\u6ca1\u6709\u8bad\u7ec3\u3001GPU\u6216\u771f\u5b9e\u6a21\u578b\u6d4b\u8bd5\u3002\u56fe\u4e2d\u7684\u7814\u7a76\u8005\u4e0e\u8868\u683c\u662f\u60c5\u5883\u793a\u610f&#xff0c;\u683c\u5b50\u4e0d\u662f\u8fd0\u884c\u6210\u7ee9\u3002<\/p>\n<p>\u6211\u4ecd\u7136\u613f\u610f\u53eb\u8fd9\u4e2a\u8fc7\u7a0b\u201c\u70bc\u4e39\u201d&#xff0c;\u56e0\u4e3a\u5b83\u5305\u542b\u7b49\u5f85\u548c\u624b\u611f\u3002\u4f46\u624b\u611f\u53ef\u4ee5\u5e2e\u52a9\u63d0\u51fa\u5047\u8bbe&#xff0c;\u4e0d\u80fd\u66ff\u4ee3\u8bb0\u5f55\u3002\u5929\u4eae\u4ee5\u540e&#xff0c;\u5982\u679c\u8fd8\u8bf4\u4e0d\u6e05\u54ea\u6b21\u6539\u52a8\u5bf9\u5e94\u54ea\u6761\u66f2\u7ebf&#xff0c;\u5148\u8865\u90a3\u4e00\u683c\u8bb0\u5f55&#xff0c;\u4e0d\u5fc5\u6025\u7740\u7ed9\u6a21\u578b\u5199\u4e00\u7bc7\u609f\u9053\u4f20\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Loss\u66f2\u7ebf\u5728\u591c\u91cc\u5ffd\u9ad8\u5ffd\u4f4e&#xff0c;\u786e\u5b9e\u5bb9\u6613\u8ba9\u4eba\u7ed9\u5b83\u5b89\u6392\u4e00\u4e2a\u6545\u4e8b&#xff1a;\u5b66\u4e60\u7387\u592a\u6fc0\u8fdb&#xff0c;\u6570\u636e\u6b63\u5728\u53d1\u751f\u76f8\u53d8&#xff0c;\u6216\u8005\u6a21\u578b\u7ec8\u4e8e\u201c\u609f\u4e86\u201d\u3002\u4f46\u4e00\u6761\u66f2\u7ebf\u80fd\u5bb9\u7eb3\u7684\u89e3\u91ca\u592a\u591a&#xff0c;\u5148\u7f29\u5c0f\u5b9e\u9a8c&#xff0c;\u5f80\u5f80\u6bd4\u5148\u6269\u5927\u53d9\u4e8b\u66f4\u6709\u5e2e\u52a9\u3002<br \/>\n\u6211\u4f1a\u5148\u95ee&#xff1a;\u8fd9\u6b21\u6539\u4e86\u51e0\u4e2a\u53d8\u91cf&#xff1f;\u6bd4\u8f83\u7684\u7a97\u53e3\u4e00\u6837\u957f\u5417&#xff1f;\u540c\u4e00\u4e2a\u79cd\u5b50\u6709\u6ca1\u6709\u91cd\u8dd1&#xff1f;\u65e5\u5fd7\u91cc\u6709\u6ca1\u6709\u8bb0\u5f55\u5931\u8d25\u548c\u63d0\u524d\u7ec8\u6b62&#xff1f;\u8fd9\u4e9b\u95ee\u9898\u4e0d\u6d6a\u6f2b&#xff0c;\u5374\u80fd\u51cf\u5c11\u628a\u5076<\/p>\n","protected":false},"author":2,"featured_media":120704,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[13767,13769,13768,13766,13770],"topic":[],"class_list":["post-120705","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-13767","tag-13769","tag-13768","tag-13766","tag-13770"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Loss 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content=\"https:\/\/www.wsisp.com\/helps\/120705.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-10-31T19:40:59+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261031194056-6ae64448ae71f.webp\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" 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