{"id":112118,"date":"2026-10-02T18:48:51","date_gmt":"2026-10-02T10:48:51","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/112118.html"},"modified":"2026-10-02T18:48:51","modified_gmt":"2026-10-02T10:48:51","slug":"ai%e5%86%b3%e7%ad%96%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/112118.html","title":{"rendered":"AI\u51b3\u7b56\u6a21\u578b"},"content":{"rendered":"<h2>Jev vs Laya&#xff1a;2026 \u6700\u65b0&#034;AI \u51b3\u7b56\u6a21\u578b&#034;\u5bf9\u6bd4\u4e0e\u539f\u7406\u5168\u89e3\u6790<\/h2>\n<p>\u9002\u7528\u8bfb\u8005&#xff1a;AI \u5e94\u7528\u5f00\u53d1\u8005\u3001Agent \u5de5\u4f5c\u6d41\u8bbe\u8ba1\u8005\u3001\u6280\u672f\u9009\u578b\u8005<br \/>\n\u6280\u672f\u80cc\u666f&#xff1a;Jev&#xff08;TypeSafe&#xff0c;\u95ed\u6e90\u4e91 API&#xff09;\u4e0e Laya&#xff08;Convai&#xff0c;\u5f00\u6e90\u6743\u91cd&#xff09;<br \/>\n\u4f5c\u8005&#xff1a;\u4e00\u4f4d\u60f3\u8fdb\u5927\u5382\u7684\u6811\u5148\u751f&#xff1a;Mr.Tree\u3002<\/p>\n<hr 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path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-d75niOFFcPGyiMH7 .arrowheadPath{fill:#333333;}#mermaid-svg-d75niOFFcPGyiMH7 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-d75niOFFcPGyiMH7 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-d75niOFFcPGyiMH7 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-d75niOFFcPGyiMH7 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-d75niOFFcPGyiMH7 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-d75niOFFcPGyiMH7 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-d75niOFFcPGyiMH7 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-d75niOFFcPGyiMH7 .cluster text{fill:#333;}#mermaid-svg-d75niOFFcPGyiMH7 .cluster span{color:#333;}#mermaid-svg-d75niOFFcPGyiMH7 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.label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-d75niOFFcPGyiMH7 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-d75niOFFcPGyiMH7 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8f93\u5165\u6587\u672c\u4e0e\u5019\u9009\u96c6\u5408<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7f16\u7801\u5668\u4e00\u6b21\u524d\u5411<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5206\u7c7b\u6253\u5206\u5934\u8ba1\u7b97\u6bcf\u4e2a\u9009\u9879logits<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>softmax\u5f97\u5230\u5404\u9009\u9879\u6982\u7387\u5206\u5e03<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u53d6\u6982\u7387\u6700\u5927\u9879<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7ed3\u6784\u5316\u7ed3\u679c\u52a0\u6821\u51c6\u7f6e\u4fe1\u5ea6<\/p>\n<p><\/span><\/p>\n<p>\u8fd9\u5e26\u6765\u4e09\u4e2a\u5173\u952e\u4f18\u52bf&#xff1a;<\/p>\n<ul>\n<li>\u96f6\u5e7b\u89c9&#xff1a;\u8f93\u51fa\u683c\u5f0f\u88ab schema \u7ea6\u675f&#xff0c;\u6c38\u8fdc\u662f\u4f60\u5b9a\u4e49\u7684\u9009\u9879\u4e4b\u4e00&#xff0c;\u4e0d\u53ef\u80fd\u4ea7\u751f\u683c\u5f0f\u9519\u8bef\u7684\u7b54\u6848\u3002<\/li>\n<li>\u5feb&#xff1a;\u7701\u6389\u4e86\u81ea\u56de\u5f52\u9010 token \u751f\u6210&#xff0c;\u5355\u6b21\u524d\u5411\u5373\u53ef\u3002<\/li>\n<li>\u539f\u751f\u6982\u7387&#xff1a;\u76f4\u63a5\u8f93\u51fa\u6bcf\u4e2a\u9009\u9879\u7684\u6982\u7387&#xff0c;\u53ef\u505a\u7f6e\u4fe1\u5ea6\u95e8\u69db\u3001\u81ea\u52a8\u5347\u7ea7\u3002<\/li>\n<\/ul>\n<p>\u6ce8\u610f&#xff1a;\u201c\u96f6\u5e7b\u89c9&#034;\u4e0d\u7b49\u4e8e&#034;\u4e0d\u51fa\u9519\u201d\u3002\u9519\u8bef\u5206\u7c7b\u4ecd\u7136\u53ef\u80fd&#xff0c;\u6240\u4ee5\u4e24\u4e2a\u5382\u5546\u90fd\u5efa\u8bae&#xff1a;\u5f53\u7f6e\u4fe1\u5ea6\u4f4e\u4e8e\u7ea6 0.3 \u5230 0.5 \u65f6&#xff0c;\u5347\u7ea7\u7ed9\u4eba\u5de5\u6216\u5927\u6a21\u578b\u5904\u7406\u3002<\/p>\n<h4>2.3 \u4e09\u79cd&#034;\u95ee\u9898\u539f\u8bed&#034;&#xff1a;Choice\u3001Score\u3001Noul<\/h4>\n<p>Jev \u548c Laya 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div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-pTbxaojOfwWJ95B3 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-pTbxaojOfwWJ95B3 rect.text{fill:none;stroke-width:0;}#mermaid-svg-pTbxaojOfwWJ95B3 .icon-shape,#mermaid-svg-pTbxaojOfwWJ95B3 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-pTbxaojOfwWJ95B3 .icon-shape p,#mermaid-svg-pTbxaojOfwWJ95B3 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-pTbxaojOfwWJ95B3 .icon-shape .label rect,#mermaid-svg-pTbxaojOfwWJ95B3 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-pTbxaojOfwWJ95B3 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-pTbxaojOfwWJ95B3 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-pTbxaojOfwWJ95B3 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u4e00\u6b21\u8c03\u7528<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>Choice \u9009\u62e9&#xff1a;\u4ece\u5019\u9009\u5217\u8868\u9009\u4e00\u4e2a<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>Score \u6253\u5206&#xff1a;\u653e\u5230\u6709\u5e8f\u7b49\u7ea7\u4e0a<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>Noul \u5224\u5b9a&#xff1a;\u8fd4\u56de\u9648\u8ff0\u4e3a\u771f\u7684\u6982\u7387<\/p>\n<p><\/span><\/p>\n<table>\n<tr>\u539f\u8bed\u505a\u4ec0\u4e48\u8fd4\u56de\u4ec0\u4e48\u5178\u578b\u7528\u9014<\/tr>\n<tbody>\n<tr>\n<td>Choice&#xff08;\u9009\u62e9&#xff09;<\/td>\n<td>\u4ece\u4e00\u7ec4\u5c01\u95ed\u5019\u9009\u91cc\u9009\u4e00\u4e2a<\/td>\n<td>\u9009\u4e2d\u9879 &#043; \u6bcf\u4e2a\u9009\u9879\u7684\u6982\u7387 &#043; \u7f6e\u4fe1\u5ea6<\/td>\n<td>\u5206\u7c7b\u3001\u8def\u7531\u3001\u610f\u56fe\u8bc6\u522b<\/td>\n<\/tr>\n<tr>\n<td>Score&#xff08;\u6253\u5206&#xff09;<\/td>\n<td>\u6309\u6709\u5e8f\u7b49\u7ea7\u7ed9\u5185\u5bb9\u6253\u5206<\/td>\n<td>\u5206\u503c &#043; \u6bcf\u4e2a\u7b49\u7ea7\u7684\u6982\u7387 &#043; \u7f6e\u4fe1\u5ea6<\/td>\n<td>\u8d28\u91cf \/ \u98ce\u9669 \/ \u4f18\u5148\u7ea7\u8bc4\u5206<\/td>\n<\/tr>\n<tr>\n<td>Noul&#xff08;\u5224\u5b9a&#xff09;<\/td>\n<td>\u56de\u7b54\u4e00\u4e2a\u662f\/\u5426\u95ee\u9898<\/td>\n<td>&#034;\u662f&#034;\u7684\u6982\u7387&#xff08;\u6821\u51c6\u8fc7&#xff09;<\/td>\n<td>\u5408\u89c4\u3001\u62a4\u680f\u3001\u89e6\u53d1\u6761\u4ef6\u5224\u65ad<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e3e\u4f8b&#xff1a;\u7ed9\u4e00\u5c01\u5ba2\u670d\u5de5\u5355&#xff0c;\u4e00\u6b21\u8c03\u7528\u53ef\u4ee5\u540c\u65f6\u95ee&#034;\u5206\u5230\u54ea\u4e2a\u90e8\u95e8&#xff08;Choice&#xff09;\/ \u6709\u591a\u7d27\u6025&#xff08;Score&#xff09;\/ \u662f\u5426\u8981\u6c42\u9000\u6b3e&#xff08;Noul&#xff09;&#034;\u3002<\/p>\n<h4>2.4 \u7f6e\u4fe1\u5ea6\u6821\u51c6&#xff08;Calibration&#xff09;<\/h4>\n<p>\u51b3\u7b56\u6a21\u578b\u7684\u6982\u7387\u8981\u80fd&#034;\u5f53\u6982\u7387\u7528&#034;&#xff0c;\u5c31\u9700\u8981\u6821\u51c6\u2014\u2014\u8ba9\u6a21\u578b\u8bf4\u7684&#034;90% \u628a\u63e1&#034;\u5728\u7edf\u8ba1\u4e0a\u771f\u7684\u5bf9\u5e94\u7ea6 90% \u7684\u6b63\u786e\u7387\u3002\u5e38\u7528\u65b9\u6cd5\u662f\u6e29\u5ea6\u7f29\u653e&#xff08;temperature scaling&#xff09;\u3002\u8861\u91cf\u6307\u6807\u662f ECE&#xff08;\u671f\u671b\u6821\u51c6\u8bef\u5dee&#xff09;&#xff0c;\u6570\u503c\u8d8a\u4f4e\u8d8a\u53ef\u4fe1\u3002<\/p>\n<p>\u6279\u5904\u7406&#xff08;Batching&#xff09;&#xff1a;\u4e24\u4e2a\u6a21\u578b\u90fd\u652f\u6301\u4e00\u6b21\u5582\u5165\u4e00\u6279\u95ee\u9898&#xff0c;\u6bcf\u4e2a\u95ee\u9898\u72ec\u7acb\u8bc4\u4f30&#xff0c;\u8fd9\u662f\u5b98\u65b9\u63a8\u8350\u7684\u4f7f\u7528\u65b9\u5f0f&#xff0c;\u80fd\u8fdb\u4e00\u6b65\u644a\u8584\u5ef6\u8fdf&#xff08;Laya \u6279\u5904\u7406\u65f6\u5355\u95ee\u53ef\u4f4e\u81f3\u7ea6 7ms&#xff09;\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001Jev \u8be6\u89e3&#xff1a;\u95ed\u6e90\u3001\u5f00\u7bb1\u5373\u7528<\/h3>\n<h4>3.1 \u57fa\u672c\u4fe1\u606f<\/h4>\n<table>\n<tr>\u9879\u76ee\u5185\u5bb9<\/tr>\n<tbody>\n<tr>\n<td>\u51fa\u54c1\u65b9<\/td>\n<td>TypeSafe AI&#xff0c;\u521b\u59cb\u4eba Diogo Almeida&#xff08;ChatGPT \u8054\u5408\u521b\u5efa\u8005\u4e4b\u4e00&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u7ebf\u65f6\u95f4<\/td>\n<td>2026 \u5e74 9 \u6708 15 \u65e5<\/td>\n<\/tr>\n<tr>\n<td>\u7248\u672c<\/td>\n<td>jev-1.13.0<\/td>\n<\/tr>\n<tr>\n<td>\u5f62\u6001<\/td>\n<td>\u6258\u7ba1\u4e91 API&#xff08;\u95ed\u6e90&#xff0c;\u6743\u91cd\u4e0d\u516c\u5f00&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u8ba1\u8d39<\/td>\n<td>\u6bcf\u767e\u4e07\u8f93\u5165 token \u7ea6 0.042 \u7f8e\u5143&#xff0c;\u8f93\u51fa token \u514d\u8d39<\/td>\n<\/tr>\n<tr>\n<td>\u5178\u578b\u5ef6\u8fdf<\/td>\n<td>\u5b98\u65b9\u8fd1\u670d\u52a1\u7aef\u7ea6 138 \u5230 150ms&#xff08;\u542b\u7f51\u7edc\u4f1a\u66f4\u9ad8&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u83b7\u53d6\u65b9\u5f0f<\/td>\n<td>\u5b98\u65b9 API&#xff1b;\u5b98\u65b9\u7b49\u5f85\u540d\u5355\u6162\u65f6\u53ef\u8d70 Vercel AI Gateway<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>3.2 \u63a5\u53e3\u793a\u4f8b<\/h4>\n<p><span class=\"token function\">curl<\/span> <span class=\"token parameter variable\">-X<\/span> POST https:\/\/api.typesafe.ai\/v1\/systemone <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">-H<\/span> <span class=\"token string\">&#034;Authorization: Bearer <span class=\"token variable\">$TYPESAFE_API_KEY<\/span>&#034;<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">-H<\/span> <span class=\"token string\">&#034;Content-Type: application\/json&#034;<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">-d<\/span> <span class=\"token string\">&#039;{<br \/>\n    &#034;state&#034;: &#034;Your monthly bank statement is ready&#8230;&#034;,<br \/>\n    &#034;model&#034;: &#034;jev-1.13.0&#034;,<br \/>\n    &#034;questions&#034;: {<br \/>\n      &#034;doc_class&#034;: {<br \/>\n        &#034;type&#034;: &#034;choice&#034;,<br \/>\n        &#034;instructions&#034;: &#034;Classify this document.&#034;,<br \/>\n        &#034;criteria&#034;: {<br \/>\n          &#034;invoice&#034;: &#034;A bill requesting payment&#034;,<br \/>\n          &#034;contract&#034;: &#034;A legal agreement&#034;,<br \/>\n          &#034;bank_statement&#034;: &#034;A periodic account statement&#034;<br \/>\n        }<br \/>\n      }<br \/>\n    }<br \/>\n  }&#039;<\/span><\/p>\n<p><span class=\"token comment\"># \u8fd4\u56de&#xff1a;\u76f4\u63a5\u7ed9\u7ed3\u6784\u5316\u7ed3\u679c&#xff0c;\u542b\u6bcf\u4e2a\u7c7b\u522b\u6982\u7387\u4e0e\u7f6e\u4fe1\u5ea6<\/span><br \/>\n<span class=\"token comment\"># {&#034;answers&#034;:{&#034;doc_class&#034;:{&#034;choice&#034;:&#034;bank_statement&#034;,&#034;confidence&#034;:1.0,<\/span><br \/>\n<span class=\"token comment\">#  &#034;probabilities&#034;:{&#034;bank_statement&#034;:1.0,&#034;contract&#034;:0.0,&#034;invoice&#034;:0.0}}}}<\/span><\/p>\n<h4>3.3 \u6838\u5fc3\u4f18\u52bf<\/h4>\n<ul>\n<li>\u80fd\u5904\u7406\u5927\u91cf\u5019\u9009\u9009\u9879&#xff1a;\u5728\u9700\u8981\u4ece 77 \u4e2a\u610f\u56fe\u6807\u7b7e\u4e2d\u9009\u4e00\u4e2a\u7684 Banking77 \u4e0a&#xff0c;Jev \u5f97 0.870&#xff0c;\u800c Laya \u53ea\u6709 0.425\u3002\u8fd9\u662f\u67b6\u6784\u5dee\u5f02&#xff0c;\u4e0d\u662f\u8c03\u53c2\u80fd\u5f25\u8865\u7684\u3002<\/li>\n<li>\u5f00\u7bb1\u5373\u7528\u3001\u6821\u51c6\u597d&#xff1a;typed-decisions \u4e0a ECE \u7ea6 0.144&#xff0c;\u6982\u7387\u66f4\u53ef\u4fe1\u3002<\/li>\n<li>\u96f6\u8fd0\u7ef4&#xff1a;\u4e0d\u7528\u7ba1 GPU\u3001\u6a21\u578b\u6587\u4ef6\u3001\u51b7\u542f\u52a8\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u56db\u3001Laya \u8be6\u89e3&#xff1a;\u5f00\u6e90\u3001\u672c\u5730\u3001\u53ef\u5fae\u8c03<\/h3>\n<h4>4.1 \u57fa\u672c\u4fe1\u606f<\/h4>\n<table>\n<tr>\u9879\u76ee\u5185\u5bb9<\/tr>\n<tbody>\n<tr>\n<td>\u51fa\u54c1\u65b9<\/td>\n<td>Convai Innovations&#xff08;\u4f5c\u8005 Nandha Kishor M&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u8bb8\u53ef<\/td>\n<td>Apache 2.0&#xff0c;\u6743\u91cd\u5728 Hugging Face<\/td>\n<\/tr>\n<tr>\n<td>\u53c2\u6570\u91cf<\/td>\n<td>\u82f1\u6587 checkpoint 421M&#xff08;\u57fa\u4e8e ModernBERT-large&#xff09;&#xff1b;\u591a\u8bed\u8a00 322M&#xff0c;\u8986\u76d6 100&#043; \u8bed\u8a00<\/td>\n<\/tr>\n<tr>\n<td>\u8fd0\u884c\u65b9\u5f0f<\/td>\n<td>\u672c\u5730\u786c\u4ef6&#xff0c;pip install laya<\/td>\n<\/tr>\n<tr>\n<td>\u5ef6\u8fdf<\/td>\n<td>\u5355 GPU \u7ea6 33ms\/\u95ee&#xff0c;\u6279\u5904\u7406\u7ea6 7ms\/\u95ee<\/td>\n<\/tr>\n<tr>\n<td>\u6210\u672c<\/td>\n<td>\u65e0 API \u8d39\u7528&#xff0c;\u53ea\u6709\u81ea\u5907 GPU \u644a\u9500<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u5b9a\u5236<\/td>\n<td>\u53ef\u5fae\u8c03&#xff08;\u5b98\u65b9 Kaggle notebook \u7ea6 4 \u5c0f\u65f6&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>4.2 \u67b6\u6784&#xff1a;Router \u6309\u6587\u5b57\u811a\u672c\u8def\u7531<\/h4>\n<p>Laya \u5206\u82f1\u6587\u548c\u591a\u8bed\u8a00\u4e24\u4e2a checkpoint&#xff0c;\u7531\u4e00\u4e2a Router \u8bc6\u522b Unicode \u6587\u5b57\u811a\u672c&#xff0c;\u81ea\u52a8\u6d3e\u53d1\u5230\u6b63\u786e\u7684\u6a21\u578b\u3002<\/p>\n<p>#mermaid-svg-6Bb2yQDrVlSBO5ha{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-6Bb2yQDrVlSBO5ha .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-6Bb2yQDrVlSBO5ha .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-6Bb2yQDrVlSBO5ha .error-icon{fill:#552222;}#mermaid-svg-6Bb2yQDrVlSBO5ha .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-6Bb2yQDrVlSBO5ha .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-6Bb2yQDrVlSBO5ha .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-6Bb2yQDrVlSBO5ha .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-6Bb2yQDrVlSBO5ha .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-6Bb2yQDrVlSBO5ha .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-6Bb2yQDrVlSBO5ha .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-6Bb2yQDrVlSBO5ha .marker{fill:#333333;stroke:#333333;}#mermaid-svg-6Bb2yQDrVlSBO5ha .marker.cross{stroke:#333333;}#mermaid-svg-6Bb2yQDrVlSBO5ha svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-6Bb2yQDrVlSBO5ha p{margin:0;}#mermaid-svg-6Bb2yQDrVlSBO5ha .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-6Bb2yQDrVlSBO5ha .cluster-label text{fill:#333;}#mermaid-svg-6Bb2yQDrVlSBO5ha .cluster-label span{color:#333;}#mermaid-svg-6Bb2yQDrVlSBO5ha .cluster-label span p{background-color:transparent;}#mermaid-svg-6Bb2yQDrVlSBO5ha .label text,#mermaid-svg-6Bb2yQDrVlSBO5ha span{fill:#333;color:#333;}#mermaid-svg-6Bb2yQDrVlSBO5ha .node rect,#mermaid-svg-6Bb2yQDrVlSBO5ha .node circle,#mermaid-svg-6Bb2yQDrVlSBO5ha .node ellipse,#mermaid-svg-6Bb2yQDrVlSBO5ha .node polygon,#mermaid-svg-6Bb2yQDrVlSBO5ha .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-6Bb2yQDrVlSBO5ha .rough-node .label text,#mermaid-svg-6Bb2yQDrVlSBO5ha .node .label text,#mermaid-svg-6Bb2yQDrVlSBO5ha .image-shape .label,#mermaid-svg-6Bb2yQDrVlSBO5ha .icon-shape .label{text-anchor:middle;}#mermaid-svg-6Bb2yQDrVlSBO5ha .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-6Bb2yQDrVlSBO5ha .rough-node .label,#mermaid-svg-6Bb2yQDrVlSBO5ha .node .label,#mermaid-svg-6Bb2yQDrVlSBO5ha .image-shape .label,#mermaid-svg-6Bb2yQDrVlSBO5ha .icon-shape .label{text-align:center;}#mermaid-svg-6Bb2yQDrVlSBO5ha .node.clickable{cursor:pointer;}#mermaid-svg-6Bb2yQDrVlSBO5ha .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-6Bb2yQDrVlSBO5ha .arrowheadPath{fill:#333333;}#mermaid-svg-6Bb2yQDrVlSBO5ha .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-6Bb2yQDrVlSBO5ha .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-6Bb2yQDrVlSBO5ha .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-6Bb2yQDrVlSBO5ha .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-6Bb2yQDrVlSBO5ha .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-6Bb2yQDrVlSBO5ha .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-6Bb2yQDrVlSBO5ha .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-6Bb2yQDrVlSBO5ha .cluster text{fill:#333;}#mermaid-svg-6Bb2yQDrVlSBO5ha .cluster span{color:#333;}#mermaid-svg-6Bb2yQDrVlSBO5ha div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-6Bb2yQDrVlSBO5ha .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-6Bb2yQDrVlSBO5ha rect.text{fill:none;stroke-width:0;}#mermaid-svg-6Bb2yQDrVlSBO5ha .icon-shape,#mermaid-svg-6Bb2yQDrVlSBO5ha .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-6Bb2yQDrVlSBO5ha .icon-shape p,#mermaid-svg-6Bb2yQDrVlSBO5ha .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-6Bb2yQDrVlSBO5ha .icon-shape .label rect,#mermaid-svg-6Bb2yQDrVlSBO5ha .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-6Bb2yQDrVlSBO5ha .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-6Bb2yQDrVlSBO5ha .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-6Bb2yQDrVlSBO5ha :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u62c9\u4e01\/\u82f1\u6587\u811a\u672c<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u5176\u4ed6\u6587\u5b57\u811a\u672c<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8f93\u5165\u6587\u672c<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>Router \u8bc6\u522b Unicode \u6587\u5b57\u811a\u672c<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u82f1\u6587 checkpoint 421M&#xff0c;ModernBERT-large<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u591a\u8bed\u8a00 checkpoint 322M&#xff0c;\u8986\u76d6100&#043;\u8bed\u8a00<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u51b3\u7b56\u6253\u5206\u5934<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7ed3\u6784\u5316\u51b3\u7b56\u4e0e\u7f6e\u4fe1\u5ea6<\/p>\n<p><\/span><\/p>\n<h4>4.3 \u672c\u5730\u8c03\u7528\u793a\u4f8b<\/h4>\n<p>pip install laya<\/p>\n<p><span class=\"token keyword\">from<\/span> laya <span class=\"token keyword\">import<\/span> Router<br \/>\nrouter <span class=\"token operator\">&#061;<\/span> Router<span class=\"token punctuation\">(<\/span>preload<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u9884\u52a0\u8f7d\u6743\u91cd&#xff0c;\u9996\u6b21\u4f1a\u4e0b\u8f7d\u6a21\u578b<\/span><\/p>\n<p>questions <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;doc_class&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;choice&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;instructions&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;Classify this document.&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;criteria&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;invoice&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;A bill requesting payment&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;contract&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;A legal agreement&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;bank_statement&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;A periodic account statement&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>res <span class=\"token operator\">&#061;<\/span> router<span class=\"token punctuation\">.<\/span>predict<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;Your monthly bank statement is ready&#8230;&#034;<\/span><span class=\"token punctuation\">,<\/span> questions<span class=\"token punctuation\">)<\/span><br \/>\nres<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;answers&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;doc_class&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;choice&#034;<\/span><span class=\"token punctuation\">]<\/span>   <span class=\"token comment\"># -&gt; &#034;bank_statement&#034;<\/span><br \/>\nres<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;routing&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;model&#034;<\/span><span class=\"token punctuation\">]<\/span>                 <span class=\"token comment\"># -&gt; &#034;english&#034;&#xff0c;\u81ea\u52a8\u9009\u4e86\u82f1\u6587 checkpoint<\/span><\/p>\n<h4>4.4 \u4e3a\u4ec0\u4e48\u5019\u9009\u9009\u9879\u592a\u591a\u65f6\u4f1a\u53d8\u5dee<\/h4>\n<p>Laya \u5728\u6240\u6709\u5019\u9009\u9009\u9879\u4e4b\u95f4\u5171\u4eab\u4e00\u4e2a\u56fa\u5b9a\u7684 token \u9884\u7b97&#xff08;\u7ea6 192 \u5230 256 token&#xff09;\u3002\u5019\u9009\u5c11\u65f6\u6bcf\u4e2a\u9009\u9879\u8868\u793a\u5145\u5206&#xff1b;\u4e00\u65e6\u5019\u9009\u8d85\u8fc7\u7ea6 20 \u4e2a&#xff0c;\u6bcf\u4e2a\u9009\u9879\u53ea\u80fd\u5206\u5230\u51e0\u4e2a token&#xff0c;\u51c6\u786e\u7387\u660e\u663e\u4e0b\u964d\u3002<\/p>\n<p>#mermaid-svg-GKVuitpxWSnsxkC8{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-GKVuitpxWSnsxkC8 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-GKVuitpxWSnsxkC8 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-GKVuitpxWSnsxkC8 .error-icon{fill:#552222;}#mermaid-svg-GKVuitpxWSnsxkC8 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-GKVuitpxWSnsxkC8 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-GKVuitpxWSnsxkC8 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-GKVuitpxWSnsxkC8 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-GKVuitpxWSnsxkC8 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-GKVuitpxWSnsxkC8 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-GKVuitpxWSnsxkC8 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-GKVuitpxWSnsxkC8 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-GKVuitpxWSnsxkC8 .marker.cross{stroke:#333333;}#mermaid-svg-GKVuitpxWSnsxkC8 svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-GKVuitpxWSnsxkC8 p{margin:0;}#mermaid-svg-GKVuitpxWSnsxkC8 .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-GKVuitpxWSnsxkC8 .cluster-label text{fill:#333;}#mermaid-svg-GKVuitpxWSnsxkC8 .cluster-label span{color:#333;}#mermaid-svg-GKVuitpxWSnsxkC8 .cluster-label span p{background-color:transparent;}#mermaid-svg-GKVuitpxWSnsxkC8 .label text,#mermaid-svg-GKVuitpxWSnsxkC8 span{fill:#333;color:#333;}#mermaid-svg-GKVuitpxWSnsxkC8 .node rect,#mermaid-svg-GKVuitpxWSnsxkC8 .node circle,#mermaid-svg-GKVuitpxWSnsxkC8 .node ellipse,#mermaid-svg-GKVuitpxWSnsxkC8 .node polygon,#mermaid-svg-GKVuitpxWSnsxkC8 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-GKVuitpxWSnsxkC8 .rough-node .label text,#mermaid-svg-GKVuitpxWSnsxkC8 .node .label text,#mermaid-svg-GKVuitpxWSnsxkC8 .image-shape .label,#mermaid-svg-GKVuitpxWSnsxkC8 .icon-shape .label{text-anchor:middle;}#mermaid-svg-GKVuitpxWSnsxkC8 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-GKVuitpxWSnsxkC8 .rough-node .label,#mermaid-svg-GKVuitpxWSnsxkC8 .node .label,#mermaid-svg-GKVuitpxWSnsxkC8 .image-shape .label,#mermaid-svg-GKVuitpxWSnsxkC8 .icon-shape .label{text-align:center;}#mermaid-svg-GKVuitpxWSnsxkC8 .node.clickable{cursor:pointer;}#mermaid-svg-GKVuitpxWSnsxkC8 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-GKVuitpxWSnsxkC8 .arrowheadPath{fill:#333333;}#mermaid-svg-GKVuitpxWSnsxkC8 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-GKVuitpxWSnsxkC8 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-GKVuitpxWSnsxkC8 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-GKVuitpxWSnsxkC8 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-GKVuitpxWSnsxkC8 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-GKVuitpxWSnsxkC8 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-GKVuitpxWSnsxkC8 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-GKVuitpxWSnsxkC8 .cluster text{fill:#333;}#mermaid-svg-GKVuitpxWSnsxkC8 .cluster span{color:#333;}#mermaid-svg-GKVuitpxWSnsxkC8 div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-GKVuitpxWSnsxkC8 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-GKVuitpxWSnsxkC8 rect.text{fill:none;stroke-width:0;}#mermaid-svg-GKVuitpxWSnsxkC8 .icon-shape,#mermaid-svg-GKVuitpxWSnsxkC8 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-GKVuitpxWSnsxkC8 .icon-shape p,#mermaid-svg-GKVuitpxWSnsxkC8 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-GKVuitpxWSnsxkC8 .icon-shape .label rect,#mermaid-svg-GKVuitpxWSnsxkC8 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-GKVuitpxWSnsxkC8 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-GKVuitpxWSnsxkC8 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-GKVuitpxWSnsxkC8 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u56fa\u5b9a token \u9884\u7b97\u7ea6 192 \u5230 256<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5019\u9009\u5c11\u4e8e\u7ea620\u4e2a&#xff1a;\u6bcf\u4e2a\u9009\u9879\u8868\u793a\u5145\u5206&#xff0c;\u51c6\u786e<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5019\u9009\u8d85\u8fc7\u7ea620\u4e2a&#xff1a;\u6bcf\u9009\u9879\u53ea\u5269\u51e0\u4e2atoken&#xff0c;\u51c6\u786e\u7387\u4e0b\u964d<\/p>\n<p><\/span><\/p>\n<h4>4.5 \u6838\u5fc3\u4f18\u52bf<\/h4>\n<ul>\n<li>\u5feb&#xff1a;\u672c\u5730\u63a8\u7406\u7ea6 33ms&#xff0c;\u6279\u5904\u7406\u7ea6 7ms&#xff0c;\u6bd4 Jev \u7684\u7f51\u7edc\u5f80\u8fd4\u5feb\u7ea6 6 \u5230 8 \u500d\u3002<\/li>\n<li>\u514d\u8d39\u3001\u9690\u79c1&#xff1a;\u6570\u636e\u4e0d\u51fa\u670d\u52a1\u5668&#xff0c;\u53ef\u79bb\u7ebf&#xff08;air-gapped&#xff09;\u90e8\u7f72\u3002<\/li>\n<li>\u53ef\u5fae\u8c03&#xff1a;Jev \u6743\u91cd\u95ed\u6e90\u65e0\u6cd5\u5fae\u8c03&#xff0c;Laya \u53ef\u7528\u81ea\u6709\u6807\u6ce8\u6570\u636e\u5fae\u8c03\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e94\u3001\u5168\u9762\u5bf9\u6bd4&#xff1a;\u57fa\u51c6\u3001\u5ef6\u8fdf\u3001\u6210\u672c<\/h3>\n<h4>5.1 \u6838\u5fc3\u7ef4\u5ea6\u5bf9\u6bd4<\/h4>\n<table>\n<tr>\u7ef4\u5ea6JevLaya<\/tr>\n<tbody>\n<tr>\n<td>\u7c7b\u578b<\/td>\n<td>\u95ed\u6e90\u6258\u7ba1\u51b3\u7b56\u6a21\u578b<\/td>\n<td>\u5f00\u6e90\u6743\u91cd\u51b3\u7b56\u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td>\u6743\u91cd<\/td>\n<td>\u4e0d\u516c\u5f00<\/td>\n<td>\u516c\u5f00&#xff08;Apache 2.0&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u90e8\u7f72<\/td>\n<td>\u4e91 API<\/td>\n<td>\u672c\u5730&#xff0c;\u81ea\u5907\u786c\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>\u5019\u9009\u9009\u9879\u6570<\/td>\n<td>\u5f3a&#xff08;\u53ef\u5904\u7406 50&#043; \u7c7b\u522b&#xff09;<\/td>\n<td>\u5f31&#xff08;\u7ea6 20 \u4e2a\u4ee5\u5185\u6700\u4f73&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5178\u578b\u5ef6\u8fdf<\/td>\n<td>\u7ea6 138 \u5230 275ms&#xff08;\u542b\u7f51\u7edc&#xff09;<\/td>\n<td>\u7ea6 33ms&#xff0c;\u6279\u5904\u7406\u7ea6 7ms<\/td>\n<\/tr>\n<tr>\n<td>\u6210\u672c<\/td>\n<td>\u6bcf\u767e\u4e07\u8f93\u5165 token \u7ea6 0.042 \u7f8e\u5143<\/td>\n<td>\u65e0 API \u8d39<\/td>\n<\/tr>\n<tr>\n<td>\u5fae\u8c03<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<td>\u652f\u6301<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u8bed\u8a00<\/td>\n<td>\u5355\u6a21\u578b\u591a\u8bed\u8a00<\/td>\n<td>\u53cc checkpoint&#xff0c;\u6309\u811a\u672c\u8def\u7531<\/td>\n<\/tr>\n<tr>\n<td>\u9690\u79c1<\/td>\n<td>\u6570\u636e\u4e0a\u4e91<\/td>\n<td>\u6570\u636e\u4e0d\u51fa\u57df<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>5.2 \u57fa\u51c6\u6570\u636e&#xff08;\u6ce8\u610f&#xff1a;\u591a\u4e3a\u5382\u5546\u81ea\u62a5&#xff0c;\u5b58\u5728\u53e3\u5f84\u5dee\u5f02&#xff09;<\/h4>\n<p>Convai \u81ea\u62a5\u7684\u5bf9\u6bd4&#xff08;Laya \u5360\u4f18\u7684\u5c0f\u9009\u9879\u96c6\u4efb\u52a1&#xff09;&#xff1a;<\/p>\n<table>\n<tr>\u57fa\u51c6&#xff08;\u7c7b\u522b\u6570&#xff09;LayaJev<\/tr>\n<tbody>\n<tr>\n<td>AG News&#xff08;4 \u7c7b&#xff09;<\/td>\n<td align=\"right\">0.950<\/td>\n<td align=\"right\">0.910<\/td>\n<\/tr>\n<tr>\n<td>DAIR Emotion&#xff08;6 \u7c7b&#xff09;<\/td>\n<td align=\"right\">0.595<\/td>\n<td align=\"right\">0.480<\/td>\n<\/tr>\n<tr>\n<td>Banking77&#xff08;77 \u7c7b&#xff09;<\/td>\n<td align=\"right\">0.425<\/td>\n<td align=\"right\">0.870<\/td>\n<\/tr>\n<tr>\n<td>typed-decisions&#xff08;\u5fae\u8c03\u540e&#xff09;<\/td>\n<td align=\"right\">0.766<\/td>\n<td align=\"right\">0.727<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7b2c\u4e09\u65b9\u771f\u5b9e\u6587\u6863\u5206\u7c7b\u5b9e\u6d4b&#xff08;\u817e\u8baf\u4e91&#xff0c;\u542b\u751f\u6210\u5f0f\u6a21\u578b DeepSeek \u5bf9\u7167&#xff09;&#xff1a;<\/p>\n<table>\n<tr>\u6570\u636e\u96c6&#xff08;\u8bed\u8a00&#xff09;JevDeepSeekLaya<\/tr>\n<tbody>\n<tr>\n<td>DBpedia-14&#xff08;\u82f1\u6587&#xff09;<\/td>\n<td align=\"right\">99.3%<\/td>\n<td align=\"right\">99.0%<\/td>\n<td align=\"right\">92.6%<\/td>\n<\/tr>\n<tr>\n<td>THUCNews&#xff08;\u4e2d\u6587&#xff09;<\/td>\n<td align=\"right\">84.1%<\/td>\n<td align=\"right\">85.3%<\/td>\n<td align=\"right\">72.8%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5ef6\u8fdf\u5b9e\u6d4b&#xff08;\u817e\u8baf\u4e91&#xff0c;\u542b\u7f51\u7edc&#xff09;&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u578bp50 \u5ef6\u8fdf\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>Jev<\/td>\n<td align=\"right\">\u7ea6 275ms<\/td>\n<td>\u7f51\u7edc\u5f80\u8fd4\u5360\u5927\u5934&#xff0c;\u8fd1\u670d\u52a1\u7aef\u7eaf\u63a8\u7406\u7ea6 75 \u5230 138ms<\/td>\n<\/tr>\n<tr>\n<td>DeepSeek<\/td>\n<td align=\"right\">\u7ea6 650ms<\/td>\n<td>\u4e3b\u8981\u6162\u5728\u670d\u52a1\u7aef\u9010 token \u751f\u6210<\/td>\n<\/tr>\n<tr>\n<td>Laya&#xff08;\u672c\u5730&#xff09;<\/td>\n<td align=\"right\">\u7ea6 97 \u5230 172ms<\/td>\n<td>\u968f\u6587\u672c\u53d8\u957f\u800c\u53d8\u6162&#xff0c;\u65e0\u7f51\u7edc\u5f00\u9500<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>5.3 \u5982\u4f55\u8bfb\u8fd9\u4e9b\u6570\u5b57&#xff08;\u5f88\u91cd\u8981&#xff09;<\/h4>\n<ul>\n<li>\u51e0\u4e4e\u6240\u6709\u516c\u5f00\u6570\u5b57\u90fd\u662f\u81ea\u62a5\u7684&#xff0c;\u4e24\u8fb9\u7684\u7ed3\u8bba\u4e92\u76f8\u6253\u67b6&#xff0c;\u6837\u672c\u91cf\u3001\u63d0\u793a\u8bcd\u3001\u662f\u5426\u5fae\u8c03\u90fd\u4e0d\u540c\u3002<\/li>\n<li>Laya \u7684 typed-decisions \u9ad8\u5206\u662f\u5728\u8be5\u57fa\u51c6\u8bad\u7ec3\u96c6\u4e0a\u5fae\u8c03\u8fc7\u7684 checkpoint&#xff0c;\u8861\u91cf\u7684\u662f&#034;\u4e13\u7cbe&#034;\u800c\u975e&#034;\u5168\u9762\u8d85\u8d8a&#034;\u3002<\/li>\n<li>\u901f\u5ea6\u5bf9\u6bd4&#xff08;33ms vs 150ms&#xff09;\u662f&#034;\u672c\u5730\u70ed GPU \u63a8\u7406&#034;\u5bf9&#034;\u542b\u7f51\u7edc\u7684\u4e91 API&#034;&#xff0c;\u5bf9\u6210\u672c\u6d4b\u7b97\u516c\u5e73&#xff0c;\u5bf9\u7eaf\u6a21\u578b\u80fd\u529b\u4e0d\u516c\u5e73\u3002<\/li>\n<li>\u72ec\u7acb\u7684\u73b0\u5b9e\u589e\u76ca&#xff1a;\u51b3\u7b56\u6a21\u578b\u76f8\u5bf9\u524d\u6cbf LLM&#xff0c;\u5728\u6d41\u6c34\u7ebf\u51b3\u7b56\u4efb\u52a1\u4e0a\u901a\u5e38\u5feb\u7ea6 7 \u5230 25 \u500d\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u516d\u3001\u5751\u4e0e\u5c40\u9650&#xff08;\u52a1\u5fc5\u4e86\u89e3&#xff09;<\/h3>\n<h4>6.1 \u6587\u5b57\u811a\u672c\u9677\u9631&#xff1a;\u7f6e\u4fe1\u5ea6\u4e5f\u53ef\u80fd\u662f\u9519\u7684<\/h4>\n<p>Laya \u7684\u82f1\u6587 checkpoint \u5728\u5b5f\u52a0\u62c9\u8bed\u811a\u672c\u4e0a\u51c6\u786e\u7387\u53ea\u6709 0.080&#xff0c;\u5374\u62a5\u51fa 0.945 \u7684\u7f6e\u4fe1\u5ea6\u2014\u2014\u6a21\u578b\u8bfb\u4e0d\u61c2\u8fd9\u79cd\u6587\u5b57&#xff0c;\u5374&#034;\u4e0d\u77e5\u9053\u81ea\u5df1\u8bfb\u4e0d\u61c2&#034;\u3002\u8fd9\u65f6\u7f6e\u4fe1\u5ea6\u95e8\u69db\u6551\u4e0d\u4e86\u4f60&#xff0c;\u56e0\u4e3a\u7f6e\u4fe1\u5ea6\u672c\u8eab\u5c31\u662f\u9519\u7684\u3002<\/p>\n<p>\u89e3\u51b3\u529e\u6cd5&#xff1a;\u4e00\u5b9a\u8981\u7528 Router \u8bc6\u522b Unicode \u811a\u672c\u5e76\u6d3e\u53d1\u591a\u8bed\u8a00\u6a21\u578b&#xff0c;\u6216\u5728\u63a8\u7406\u524d\u81ea\u5df1\u6309\u811a\u672c\u8def\u7531\u3002\u4efb\u4f55\u5728\u62c9\u4e01\u811a\u672c\u4e0a\u8bad\u7ec3\u7684\u51b3\u7b56\u6a21\u578b\u90fd\u53ef\u80fd\u6709\u6b64\u95ee\u9898\u3002<\/p>\n<h4>6.2 \u96f6\u6837\u672c\u57fa\u7840\u6a21\u578b\u53ef\u80fd\u5b8c\u5168\u4e0d\u4f1a<\/h4>\n<p>\u4e00\u7ec4\u6765\u81ea LargitData \u7684\u96f6\u6837\u672c RAG \u8def\u7531\u6d4b\u8bd5\u7ed9\u51fa\u5c16\u9510\u8b66\u544a&#xff1a;\u672a\u8c03\u4f18\u7684 Laya 322M \u57fa\u7840\u6a21\u578b\u5728\u5b8c\u6574\u591a\u8f6e\u8def\u7531\u51b3\u7b56\u4e0a\u6b63\u786e\u7387\u4e3a 0%&#xff0c;\u800c\u6258\u7ba1 Jev \u4e3a 61.4%\u3002\u53c8\u5feb\u53c8\u514d\u8d39&#xff0c;\u4f46\u5982\u679c\u57fa\u7840\u6a21\u578b\u4e0d\u4f1a\u505a\u4f60\u7684\u4efb\u52a1&#xff0c;\u5c31\u6beb\u65e0\u4ef7\u503c\u3002<\/p>\n<h4>6.3 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ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/p>\n<p>\u5426&#xff0c;\u9700\u8981\u5f00\u653e\u751f\u6210<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u662f&#xff0c;\u6216\u8981\u5f00\u7bb1\u5373\u7528<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u4efb\u52a1\u80fd\u5426\u679a\u4e3e\u5019\u9009\u7b54\u6848&#xff1f;<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7528\u751f\u6210\u5f0f\u5927\u6a21\u578b<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5019\u9009\u9009\u9879\u662f\u5426\u8d85\u8fc7\u7ea620\u4e2a&#xff1f;<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u9009 Jev<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6570\u636e\u4e0d\u80fd\u51fa\u57df\u3001\u8981\u51e0\u5341\u6beb\u79d2\u5ef6\u8fdf\u3001\u6216\u8981\u5fae\u8c03&#xff1f;<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u9009 Laya&#xff0c;\u5efa\u8bae\u5148\u5fae\u8c03<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7f6e\u4fe1\u5ea6\u4f4e\u4e8e0.3\u52300.5&#xff1f;<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5347\u7ea7\u7ed9\u4eba\u5de5\u6216\u5927\u6a21\u578b<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u81ea\u52a8\u6267\u884c<\/p>\n<p><\/span><\/p>\n<ul>\n<li>\u9009 Jev&#xff1a;\u60f3\u96f6\u8fd0\u7ef4\u3001\u5019\u9009\u9009\u9879\u8d85\u8fc7 20 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