{"id":8375,"date":"2026-05-19T22:59:33","date_gmt":"2026-05-19T14:59:33","guid":{"rendered":"https:\/\/infernews.com\/blog\/repository-for-effopd-we-are-working-on-polishing-the-details\/"},"modified":"2026-05-19T22:59:33","modified_gmt":"2026-05-19T14:59:33","slug":"repository-for-effopd-we-are-working-on-polishing-the-details","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/repository-for-effopd-we-are-working-on-polishing-the-details\/","title":{"rendered":"EffOPD\uff1a\u52a9\u8a13\u7df4\u6a21\u578b\u6d41\u7a0b\u66f4\u7cbe\u660e"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/pasted-8ef6023e4cdc.jpg\" alt=\"Repository image for caiyuchen-ustc\/EffOPD\"><\/figure>\n<p>EffOPD \u662f\u4e00\u500b\u570d\u7e5e\u6a21\u578b\u8a13\u7df4\u6d41\u7a0b\u6539\u826f\u7684\u7814\u7a76\u5be6\u4f5c\uff0c\u91cd\u9ede\u4e0d\u5728\u505a\u4e00\u500b\u5168\u65b0\u804a\u5929\u7522\u54c1\uff0c\u800c\u662f\u5728\u8a13\u7df4\u9014\u4e2d\u66f4\u6709\u6548\u7387\u5730\u6311\u9078\u503c\u5f97\u8a55\u4f30\u7684\u5019\u9078\u53c3\u6578\u3002\u5f9e\u5132\u5b58\u5eab\u8cc7\u8a0a\u53ef\u898b\uff0c\u5b83\u5efa\u57fa\u65bc verl \u8207 GOPD\uff0c\u4e26\u8abf\u6574\u8a13\u7df4\u5668\u8207\u5de5\u4f5c\u6d41\u7a0b\u76f8\u95dc\u6a94\u6848\uff0c\u5c6c\u65bc\u504f\u5e95\u5c64\u7684\u512a\u5316\u5de5\u5177\u3002<\/p>\n<p>\u5be6\u969b\u4f7f\u7528\u6642\uff0c\u505a\u6cd5\u662f\u6cbf\u7528\u539f\u672c OPD \u7684\u8a13\u7df4\u6d41\u7a0b\uff0c\u518d\u52a0\u5165\u8fed\u4ee3\u6e2c\u8a66\u76f8\u95dc\u8a2d\u5b9a\uff0c\u4e26\u6e96\u5099\u4e00\u4efd parquet \u683c\u5f0f\u7684\u8f15\u91cf\u9a57\u8b49\u8cc7\u6599\u3002\u9019\u7a2e\u5b89\u6392\u7684\u610f\u601d\u5f88\u76f4\u63a5\uff1a\u6a21\u578b\u8a13\u7df4\u5230\u67d0\u4e9b\u6aa2\u67e5\u9ede\u6642\uff0c\u7cfb\u7d71\u6703\u984d\u5916\u8a55\u4f30\u5e7e\u500b\u5916\u63a8\u5019\u9078\uff0c\u800c\u4e0d\u662f\u6bcf\u6b21\u90fd\u7528\u5b8c\u6574\u9a57\u8b49\u6d41\u7a0b\uff0c\u5f9e\u800c\u52a0\u5feb\u5224\u65b7\u3002<\/p>\n<p>\u5c08\u6848\u60f3\u89e3\u6c7a\u7684\uff0c\u662f\u5927\u6a21\u578b\u5f37\u5316\u5b78\u7fd2\u6216\u84b8\u993e\u8a13\u7df4\u4e2d\uff0c\u8a55\u4f30\u6210\u672c\u9ad8\u3001\u5617\u8a66\u8def\u7dda\u591a\u7684\u554f\u984c\u3002\u5b83\u8f03\u7279\u5225\u7684\u5730\u65b9\uff0c\u5728\u65bc\u628a\u300c\u5916\u63a8\u641c\u5c0b\u300d\u548c\u300c\u5373\u6642\u8f15\u91cf\u9a57\u8b49\u300d\u7d50\u5408\uff0c\u8b93\u8a13\u7df4\u671f\u9593\u53ef\u4ee5\u66f4\u65e9\u7be9\u8d70\u4e0d\u7406\u60f3\u65b9\u5411\uff1b\u5132\u5b58\u5eab\u4ea6\u63d0\u5230\u53ef\u8a2d\u5b9a\u6bcf\u6b21\u6700\u591a\u6e2c\u8a66 5 \u500b\u5019\u9078\uff0c\u53cd\u6620\u5b83\u8457\u91cd\u6548\u7387\u8207\u53ef\u63a7\u6027\u4e4b\u9593\u7684\u5e73\u8861\u3002<\/p>\n<ul>\n<li>\u5efa\u57fa\u65bc <strong>verl<\/strong> \u8207 <strong>GOPD<\/strong>\uff0c\u8f03\u9069\u5408\u5df2\u6709\u76f8\u95dc\u8a13\u7df4\u57fa\u790e\u7684\u4eba<\/li>\n<li>\u900f\u904e\u555f\u7528\u8fed\u4ee3\u6e2c\u8a66\uff0c\u5728\u8a13\u7df4\u4e2d\u52a0\u5165\u5916\u63a8\u5f0f\u5019\u9078\u641c\u5c0b<\/li>\n<li>\u4f7f\u7528 <strong>parquet<\/strong> \u9a57\u8b49\u6a94\u5efa\u7acb\u8f15\u91cf\u9a57\u8b49\u96c6\uff0c\u6e1b\u5c11\u5373\u6642\u8a55\u4f30\u8ca0\u64d4<\/li>\n<li>\u53ef\u8abf\u6574\u6bcf\u500b\u6aa2\u67e5\u9ede\u8a55\u4f30\u7684\u5019\u9078\u6578\u91cf\uff0c\u9810\u8a2d\u5be6\u9a57\u503c\u70ba 5<\/li>\n<\/ul>\n<p>\u9069\u5408\u4e3b\u8981\u4f5c\u70ba\u7814\u7a76\u5be6\u9a57\u3001\u8a13\u7df4\u6d41\u7a0b\u8abf\u6821\uff0c\u4ee5\u53ca\u60f3\u6bd4\u8f03\u4e0d\u540c\u8a13\u7df4\u6c7a\u7b56\u6210\u672c\u7684\u4eba\u3002\u76f8\u95dc\u8108\u7d61\u4e0a\uff0c\u5132\u5b58\u5eab\u660e\u78ba\u63d0\u5230 <strong>OPD<\/strong>\u3001<strong>GOPD<\/strong> \u548c <strong>EffOPD<\/strong>\uff0c\u800c\u8ad6\u6587\u65b9\u5411\u4ea6\u570d\u7e5e\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u5f37\u5316\u5b78\u7fd2\u52d5\u614b\u8207 on-policy distillation\uff1b\u5c0d\u4e00\u822c\u7528\u5bb6\u672a\u5fc5\u5373\u63d2\u5373\u7528\uff0c\u4f46\u5c0d\u505a\u6a21\u578b\u8a13\u7df4\u7814\u7a76\u7684\u4eba\u6709\u53c3\u8003\u50f9\u503c\u3002<\/p>\n<p><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/caiyuchen-ustc\/EffOPD\" rel=\"noopener noreferrer\">https:\/\/github.com\/caiyuchen-ustc\/EffOPD<\/a><\/p>\n<p><strong>Paper\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2605.11739\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2605.11739<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>EffOPD\u805a\u7126\u512a\u5316\u6a21\u578b\u8a13\u7df4\u4e2d\u7684\u6e2c\u8a66\u8207\u641c\u5c0b\u6d41\u7a0b\u3002\u5c0d\u7814\u7a76\u578b\u958b\u767c\u8005\u4f86\u8aaa\uff0c\u9019\u662f\u4e00\u500b\u504f\u5be6\u9a57\u5c0e\u5411\u3001\u4f46\u65b9\u5411\u6e05\u6670\u7684\u5c08\u6848\u3002<\/p>\n","protected":false},"author":8,"featured_media":8374,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,165,172,127],"tags":[],"class_list":["post-8375","post","type-post","status-publish","format-standard","hentry","category-133","category-165","category-172","category-127"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8375","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=8375"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8375\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8374"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8375"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8375"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8375"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}