{"id":13410,"date":"2026-10-15T23:34:27","date_gmt":"2026-10-15T15:34:27","guid":{"rendered":"https:\/\/infernews.com\/blog\/jeva\/"},"modified":"2026-10-15T23:34:27","modified_gmt":"2026-10-15T15:34:27","slug":"jeva","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/jeva\/","title":{"rendered":"Jeva \u628a\u53ef\u8b8a\u9078\u9805\u6c7a\u7b56\u642c\u5230\u672c\u5730\u6a21\u578b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/Jeva.jpg\" alt=\"Null-aware \u00b7 Permutation-invariant \u00b7 Option-scalable \u00b7 Cacheable\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5019\u9078\u7b54\u6848\u6578\u91cf\u4e0d\u56fa\u5b9a\u3001\u9078\u9805\u6b21\u5e8f\u4e0d\u61c9\u6539\u8b8a\u5224\u65b7\uff0c\u6b63\u662f Jeva \u5617\u8a66\u8655\u7406\u7684\u5834\u666f\u3002\u5b83\u5c6c\u65bc\u958b\u6e90\u672c\u5730\u6c7a\u7b56\u6a21\u578b\uff0c\u8f38\u5165\u72c0\u614b\u548c typed questions\uff0c\u8f38\u51fa\u5019\u9078\u6a5f\u7387\u3001Boolean probability \u6216 expected rubric score\uff0c\u4ea6\u80fd\u8868\u9054\u300c\u6c92\u6709\u5408\u9069\u7b54\u6848\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Jeva \u4ee5\u5171\u4eab\u8a9e\u8a00\u7de8\u78bc\u5668\u7368\u7acb\u8655\u7406 state \u548c\u6bcf\u500b option\uff0c\u518d\u7531 compact decision stack \u53ea\u66f4\u65b0 state\uff0c\u5c0d\u5b8c\u6574 option memory \u4f5c\u96c6\u5408\u5f0f\u5224\u65b7\u3002\u9019\u8b93\u5019\u9078\u96c6\u5408\u53ef\u4ee5\u6539\u8b8a\u800c\u6bcb\u9808\u56fa\u5b9a label vocabulary\uff1b\u6392\u5e8f\u5019\u9078\u53ea\u6703\u540c\u6b65\u6392\u5217\u6a5f\u7387\uff0c\u4e0d\u6703\u6539\u8b8a\u8a9e\u7fa9\u8eab\u4efd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u6b0a\u91cd\u53ef\u5f9e Hugging Face \u8f09\u5165\u672c\u5730\u63a8\u7406\uff0c\u9805\u76ee\u76ee\u524d\u8981\u6c42 Linux x86_64\u3001NVIDIA GPU\u3001CUDA 12.8 \u53ca PyTorch 2.9.1\u3002\u52a0\u901f kernel \u53ef\u80fd\u5728\u7b2c\u4e00\u6b21\u8acb\u6c42\u6642\u7de8\u8b6f\uff0c\u4ea6\u63d0\u4f9b\u8f03\u6162\u7684 reference installation\uff1bevaluation \u548c fine-tuning \u6587\u4ef6\u53ef\u7528\u4f86\u5ef6\u4f38\u6e2c\u8a66\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u91cd\u7528\u7684 option vectors\u3001projected keys\/values\uff0c\u4ee5\u53ca\u5b8c\u6574 option tuples\uff0c\u9069\u5408\u5019\u9078\u5167\u5bb9\u53cd\u8986\u91cd\u7d44\u7684\u5206\u985e\u3001\u5be9\u6838\u548c\u8a55\u5206\u6d41\u7a0b\u3002\u4ee3\u50f9\u662f\u786c\u4ef6\u8207 CUDA \u74b0\u5883\u8981\u6c42\u8f03\u9ad8\uff0c\u800c\u9805\u76ee\u63d0\u4f9b\u7684\u8a55\u4f30\u8cc7\u6599\u9700\u8981\u6309\u81ea\u8eab\u4efb\u52d9\u91cd\u65b0\u6838\u5c0d\uff0c\u4e0d\u80fd\u53ea\u6191\u6a21\u578b\u540d\u7a31\u63a8\u65b7\u6548\u679c\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u96c6\u5408\u5f0f\u6c7a\u7b56\uff1a<\/strong> \u5019\u9078\u6578\u91cf\u53ef\u8b8a\uff0c\u7121\u9700\u70ba\u6bcf\u5957\u9078\u9805\u91cd\u5efa\u8f38\u51fa\u5c64\u3002<\/li>\n<li><strong>Permutation symmetry\uff1a<\/strong> \u91cd\u6392\u5019\u9078\u53ea\u6703\u91cd\u6392\u5c0d\u61c9\u6a5f\u7387\u3002<\/li>\n<li><strong>Null awareness\uff1a<\/strong> \u5206\u958b\u4f30\u8a08\u7b54\u6848\u662f\u5426\u5b58\u5728\uff0c\u4ee5\u53ca\u5019\u9078\u4e4b\u9593\u7684\u7af6\u722d\u3002<\/li>\n<li><strong>\u8a08\u7b97\u91cd\u7528\uff1a<\/strong> \u53ef\u5feb\u53d6\u6574\u7d44\u9078\u9805\uff0c\u6216\u91cd\u7528\u500b\u5225 option \u8868\u793a\u3002<\/li>\n<li><strong>\u9069\u5408\u5834\u666f\uff1a<\/strong> \u672c\u5730\u5316\u7684\u9078\u64c7\u3001\u5be9\u6838\u3001\u72c0\u614b\u5224\u65b7\u548c rubric \u8a55\u5206\u5de5\u4f5c\u6d41\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/liqiiiii.github.io\/Jeva\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/LiQiiiii\/Jeva\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/LIQIIIII\/Jeva-4B\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9762\u5c0d\u5019\u9078\u7b54\u6848\u6703\u589e\u6e1b\u3001\u6392\u5e8f\u53c8\u4e0d\u61c9\u5f71\u97ff\u7d50\u679c\u7684\u4efb\u52d9\uff0cJeva \u4ee5\u672c\u5730 4B \u6a21\u578b\u8655\u7406\u9078\u64c7\u3001\u5426\u5b9a\u53ca\u8a55\u5206\u3002<\/p>\n","protected":false},"author":8,"featured_media":13409,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,76,127,179,168,152],"tags":[],"class_list":["post-13410","post","type-post","status-publish","format-standard","hentry","category-133","category-76","category-127","category-nvidia","category-linux","category-python"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13410","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=13410"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/13410\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/13409"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=13410"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=13410"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=13410"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}