{"id":12850,"date":"2026-10-02T15:21:49","date_gmt":"2026-10-02T07:21:49","guid":{"rendered":"https:\/\/infernews.com\/blog\/cloudflare-clef\/"},"modified":"2026-10-02T15:23:49","modified_gmt":"2026-10-02T07:23:49","slug":"cloudflare-clef","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/cloudflare-clef\/","title":{"rendered":"Cloudflare Clef \u591a\u6a21\u614b\u6c7a\u7b56\u6a21\u578b\uff1a\u76f4\u63a5\u8f38\u51fa\u5206\u985e\u3001\u8def\u7531\u8207\u5be9\u6838\u6982\u7387"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/pasted-05dbf965c2c3.jpg\" alt=\"Og image\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9762\u5c0d\u767c\u7968\u5206\u985e\u3001\u670d\u52d9\u6545\u969c\u5206\u6d41\u6216\u5f71\u50cf\u6838\u67e5\u7b49\u5de5\u4f5c\uff0cClef \u53ef\u4ee5\u76f4\u63a5\u70ba\u6bcf\u689d\u554f\u984c\u7684\u53ef\u9078\u7b54\u6848\u8a08\u7b97\u6982\u7387\uff0c\u7701\u53bb\u751f\u6210\u81ea\u7531\u6587\u672c\u53ca\u518d\u89e3\u6790\u8f38\u51fa\u7684\u6b65\u9a5f\u3002\u9019\u500b 27B \u591a\u6a21\u614b\u6c7a\u7b56\u6a21\u578b\u57fa\u65bc Qwen\/Qwen3.8-27B \u5fae\u8abf\u800c\u6210\uff0c\u80fd\u540c\u6642\u8655\u7406\u6587\u5b57\u3001JSON\u3001\u5f71\u50cf\u53ca\u5f71\u7247\uff0c\u4e26\u4ee5\u55ae\u6b21 forward pass \u56de\u50b3\u7d50\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u4fdd\u7559 Qwen\/Qwen3.8-27B \u7684\u8a9e\u8a00\u53ca\u8996\u89ba backbone\uff0c\u518d\u63a5\u4e0a joint schema head\u3002\u9019\u500b\u5c0f\u578b Transformer head \u6703\u8b80\u53d6 backbone \u7684\u6700\u7d42 hidden states\uff0c\u628a\u72c0\u614b\u4e2d\u7684\u8b49\u64da\u8def\u7531\u5230\u6bcf\u689d\u554f\u984c\uff0c\u7136\u5f8c\u806f\u5408\u8a08\u7b97\u6240\u6709\u9078\u9805\u7684 logits\uff1b\u6bcf\u689d\u554f\u984c\u7368\u7acb\u5957\u7528 softmax \u5f8c\uff0c\u4fbf\u53ef\u53d6\u5f97\u5404\u9078\u9805\u6982\u7387\u3002\u8f38\u51fa\u4e0d\u662f\u81ea\u7136\u8a9e\u8a00\uff0c\u800c\u662f <code>choice<\/code>\u3001<code>score<\/code> \u6216 <code>noul<\/code>\uff08true\/false\uff09\u7b49\u7d50\u69cb\u5316\u7d50\u679c\uff0c\u9069\u5408\u4ea4\u7531\u5de5\u4f5c\u6d41\u7a0b\u6216 API \u76f4\u63a5\u4f7f\u7528\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>state<\/code> \u53ef\u63a5\u53d7\u5b57\u4e32\u6216 JSON\uff0c\u554f\u984c\u652f\u63f4 <code>choice<\/code>\u3001\u6709\u5e8f\u7684 <code>score<\/code> \u53ca <code>noul<\/code>\u3002<\/li>\n<li><code>images<\/code> \u548c <code>videos<\/code> \u53ef\u8207\u6587\u5b57\u8cc7\u6599\u6df7\u5408\uff0c\u6587\u5b57\u53ca\u591a\u6a21\u614b\u8a18\u9304\u4ea6\u53ef\u653e\u5728\u540c\u4e00\u6279\u6b21\u8655\u7406\u3002<\/li>\n<li><code>encode_record<\/code> \u9810\u8a2d <code>max_length<\/code> \u70ba 16,384 tokens\uff0c\u4ea6\u53ef\u900f\u904e <code>max_state_tokens<\/code> \u9650\u5236\u72c0\u614b\u9577\u5ea6\u3002<\/li>\n<li>\u6a21\u578b\u6a94\u6848\u5305\u62ec\u5206\u7247 <code>safetensors<\/code>\u3001<code>joint_head.safetensors<\/code>\u3001\u8655\u7406\u5668\u8a2d\u5b9a\u53ca <code>joint_schema_model.py<\/code>\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b98\u65b9\u6e2c\u8a66\u74b0\u5883\u662f\u55ae\u5f35 H200\uff0c\u914d\u5408 <code>torch<\/code> 2.11\u3001<code>transformers<\/code> 5.10.2 \u53ca <code>pillow<\/code>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Clef \u7684\u53d6\u6368\u5728\u65bc\u8f38\u51fa\u63a7\u5236\u6027\u9ad8\uff0c\u4f46\u7528\u9014\u53d7\u5236\u65bc\u9810\u5148\u5b9a\u7fa9\u7684\u554f\u984c\u3001\u9078\u9805\u53ca criteria\uff0c\u4e26\u975e\u901a\u7528\u804a\u5929\u6a21\u578b\u3002\u5b83\u8207\u539f\u59cb Qwen\/Qwen3.8-27B \u7684\u5dee\u7570\uff0c\u662f\u52a0\u5165 joint schema head\u3001\u8a18\u9304\u7de8\u78bc\u53ca SystemOne \u4ecb\u9762\uff0c\u5c07\u751f\u6210\u5f0f\u6a21\u578b\u6539\u9020\u6210\u53ef\u6279\u91cf\u56de\u7b54\u56fa\u5b9a\u6c7a\u7b56\u554f\u984c\u7684\u6a21\u578b\uff1b\u8f03\u5c0f\u3001\u8f03\u5feb\u7684 Clef-Flash \u5247\u53e6\u884c\u63d0\u4f9b\uff0c\u9801\u9762\u6c92\u6709\u4ea4\u4ee3\u5169\u8005\u7684\u53c3\u6578\u898f\u6a21\u6216\u7cbe\u5ea6\u5dee\u7570\u3002Apache-2.0 \u6388\u6b0a\u53ca Jev\uff0fSystemOne \u76f8\u5bb9 API\uff0c\u4ee4\u5b83\u8f03\u9069\u5408\u6574\u5408\u5230\u5206\u985e\u3001\u8def\u7531\u3001\u5408\u898f\u6aa2\u67e5\u53ca\u591a\u6a21\u614b\u5be9\u6838\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/Cloudflare\/clef\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Clef \u5c07\u6587\u5b57\u3001JSON\u3001\u5f71\u50cf\u6216\u5f71\u7247\u8f49\u6210\u7d50\u69cb\u5316\u6982\u7387\uff0c\u6bcb\u9808\u751f\u6210\u7b54\u6848\u518d\u89e3\u6790\u3002<\/p>\n","protected":false},"author":8,"featured_media":12849,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[76,119,185,213],"tags":[],"class_list":["post-12850","post","type-post","status-publish","format-standard","hentry","category-76","category-119","category-qwen","category-tokenize"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12850","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=12850"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12850\/revisions"}],"predecessor-version":[{"id":12851,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12850\/revisions\/12851"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12849"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12850"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12850"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12850"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}