{"id":97842,"date":"2026-08-30T11:48:41","date_gmt":"2026-08-30T03:48:41","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/97842.html"},"modified":"2026-08-30T11:48:41","modified_gmt":"2026-08-30T03:48:41","slug":"hugging-face%ef%bd%9ctransformers-js-%e6%ba%90%e7%a0%81%e8%a7%a3%e6%9e%90%ef%bc%9ajavascript-%e5%a6%82%e4%bd%95%e5%9c%a8%e6%b5%8f%e8%a7%88%e5%99%a8%e4%b8%8e-node-js-%e4%b8%ad%e8%bf%90%e8%a1%8c-transfo","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/97842.html","title":{"rendered":"Hugging Face\uff5ctransformers.js \u6e90\u7801\u89e3\u6790\uff1aJavaScript \u5982\u4f55\u5728\u6d4f\u89c8\u5668\u4e0e Node.js \u4e2d\u8fd0\u884c Transformer \u6a21\u578b"},"content":{"rendered":"<h2>Hugging Face&#xff5c;transformers.js \u6e90\u7801\u89e3\u6790&#xff1a;JavaScript \u5982\u4f55\u5728\u6d4f\u89c8\u5668\u4e0e Node.js \u4e2d\u8fd0\u884c Transformer \u6a21\u578b<\/h2>\n<p>\u672c\u6587\u57fa\u4e8e Hugging Face transformers.js 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text,#mermaid-svg-gWmEFUJ6EisXvtQY .image-shape .label,#mermaid-svg-gWmEFUJ6EisXvtQY .icon-shape .label{text-anchor:middle;}#mermaid-svg-gWmEFUJ6EisXvtQY .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-gWmEFUJ6EisXvtQY .rough-node .label,#mermaid-svg-gWmEFUJ6EisXvtQY .node .label,#mermaid-svg-gWmEFUJ6EisXvtQY .image-shape .label,#mermaid-svg-gWmEFUJ6EisXvtQY .icon-shape .label{text-align:center;}#mermaid-svg-gWmEFUJ6EisXvtQY .node.clickable{cursor:pointer;}#mermaid-svg-gWmEFUJ6EisXvtQY .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-gWmEFUJ6EisXvtQY .arrowheadPath{fill:#333333;}#mermaid-svg-gWmEFUJ6EisXvtQY .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-gWmEFUJ6EisXvtQY .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-gWmEFUJ6EisXvtQY .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-gWmEFUJ6EisXvtQY .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-gWmEFUJ6EisXvtQY .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-gWmEFUJ6EisXvtQY .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-gWmEFUJ6EisXvtQY .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-gWmEFUJ6EisXvtQY .cluster text{fill:#333;}#mermaid-svg-gWmEFUJ6EisXvtQY .cluster span{color:#333;}#mermaid-svg-gWmEFUJ6EisXvtQY 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-gWmEFUJ6EisXvtQY .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-gWmEFUJ6EisXvtQY rect.text{fill:none;stroke-width:0;}#mermaid-svg-gWmEFUJ6EisXvtQY .icon-shape,#mermaid-svg-gWmEFUJ6EisXvtQY .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-gWmEFUJ6EisXvtQY .icon-shape p,#mermaid-svg-gWmEFUJ6EisXvtQY .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-gWmEFUJ6EisXvtQY .icon-shape .label rect,#mermaid-svg-gWmEFUJ6EisXvtQY .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-gWmEFUJ6EisXvtQY .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-gWmEFUJ6EisXvtQY .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-gWmEFUJ6EisXvtQY :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>transformers.js<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Pipeline API<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6a21\u578b\u4e0e\u914d\u7f6e<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Tokenizer \u4e0e Processor<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>ONNX \u540e\u7aef<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5de5\u5177\u4e0e\u6a21\u578b\u6ce8\u518c<\/p>\n<p><\/span><\/p>\n<p>         <span 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\/>\n<h3>\u56db\u3001\u6838\u5fc3\u6a21\u5757\u4e00&#xff1a;Pipeline \u5982\u4f55\u964d\u4f4e\u6a21\u578b\u8c03\u7528\u95e8\u69db<\/h3>\n<p>\u5bf9\u5927\u591a\u6570\u5e94\u7528\u5f00\u53d1\u8005\u800c\u8a00&#xff0c;\u76f4\u63a5\u64cd\u4f5c\u6a21\u578b\u8f93\u5165\u5f20\u91cf\u548c\u8f93\u51fa\u5f20\u91cf\u5e76\u4e0d\u65b9\u4fbf\u3002Pipeline \u7684\u4f5c\u7528&#xff0c;\u662f\u5728\u5e95\u5c42\u6a21\u578b\u4e4b\u4e0a\u63d0\u4f9b\u66f4\u8d34\u8fd1\u4efb\u52a1\u7684\u63a5\u53e3\u3002<\/p>\n<p>\u5178\u578b\u4f7f\u7528\u65b9\u5f0f\u53ef\u4ee5\u62bd\u8c61\u4e3a&#xff1a;<\/p>\n<p><span class=\"token keyword\">const<\/span> classifier <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> <span class=\"token function\">pipeline<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;sentiment-analysis&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p><span class=\"token keyword\">const<\/span> result <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> <span class=\"token function\">classifier<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;This library is useful.&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\nconsole<span class=\"token punctuation\">.<\/span><span class=\"token function\">log<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u5b9e\u9645\u652f\u6301\u7684\u4efb\u52a1\u7c7b\u578b\u548c\u53c2\u6570&#xff0c;\u5e94\u4ee5\u5bf9\u5e94\u7248\u672c\u7684\u5b98\u65b9\u6587\u6863\u4e3a\u51c6\u3002<\/p>\n<p>Pipeline \u901a\u5e38\u9700\u8981\u5904\u7406\u4ee5\u4e0b\u5de5\u4f5c&#xff1a;<\/p>\n<p>  #mermaid-svg-DXadMjYInqKPhDNP{font-family:\\&#8221;trebuchet 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p{margin:0;}#mermaid-svg-oiWhc3aXrgNOAgjV .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-oiWhc3aXrgNOAgjV .cluster-label text{fill:#333;}#mermaid-svg-oiWhc3aXrgNOAgjV .cluster-label span{color:#333;}#mermaid-svg-oiWhc3aXrgNOAgjV .cluster-label span p{background-color:transparent;}#mermaid-svg-oiWhc3aXrgNOAgjV .label text,#mermaid-svg-oiWhc3aXrgNOAgjV span{fill:#333;color:#333;}#mermaid-svg-oiWhc3aXrgNOAgjV .node rect,#mermaid-svg-oiWhc3aXrgNOAgjV .node circle,#mermaid-svg-oiWhc3aXrgNOAgjV .node ellipse,#mermaid-svg-oiWhc3aXrgNOAgjV .node polygon,#mermaid-svg-oiWhc3aXrgNOAgjV .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-oiWhc3aXrgNOAgjV .rough-node .label text,#mermaid-svg-oiWhc3aXrgNOAgjV .node .label text,#mermaid-svg-oiWhc3aXrgNOAgjV .image-shape .label,#mermaid-svg-oiWhc3aXrgNOAgjV .icon-shape .label{text-anchor:middle;}#mermaid-svg-oiWhc3aXrgNOAgjV .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-oiWhc3aXrgNOAgjV .rough-node .label,#mermaid-svg-oiWhc3aXrgNOAgjV .node .label,#mermaid-svg-oiWhc3aXrgNOAgjV .image-shape .label,#mermaid-svg-oiWhc3aXrgNOAgjV .icon-shape .label{text-align:center;}#mermaid-svg-oiWhc3aXrgNOAgjV .node.clickable{cursor:pointer;}#mermaid-svg-oiWhc3aXrgNOAgjV .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-oiWhc3aXrgNOAgjV .arrowheadPath{fill:#333333;}#mermaid-svg-oiWhc3aXrgNOAgjV .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-oiWhc3aXrgNOAgjV .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-oiWhc3aXrgNOAgjV .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-oiWhc3aXrgNOAgjV .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-oiWhc3aXrgNOAgjV .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-oiWhc3aXrgNOAgjV .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-oiWhc3aXrgNOAgjV .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-oiWhc3aXrgNOAgjV .cluster text{fill:#333;}#mermaid-svg-oiWhc3aXrgNOAgjV .cluster span{color:#333;}#mermaid-svg-oiWhc3aXrgNOAgjV 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-oiWhc3aXrgNOAgjV .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-oiWhc3aXrgNOAgjV rect.text{fill:none;stroke-width:0;}#mermaid-svg-oiWhc3aXrgNOAgjV .icon-shape,#mermaid-svg-oiWhc3aXrgNOAgjV .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-oiWhc3aXrgNOAgjV .icon-shape p,#mermaid-svg-oiWhc3aXrgNOAgjV .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-oiWhc3aXrgNOAgjV .icon-shape .label rect,#mermaid-svg-oiWhc3aXrgNOAgjV .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-oiWhc3aXrgNOAgjV .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-oiWhc3aXrgNOAgjV .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-oiWhc3aXrgNOAgjV :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u6d4f\u89c8\u5668<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>Node.js<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u6307\u5b9a\u8bbe\u5907<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7528\u6237\u6307\u5b9a\u73af\u5883<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8fd0\u884c\u5e73\u53f0<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>WebAssembly \u6216 WebGPU<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Node.js \u8fd0\u884c\u65f6<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5bf9\u5e94\u6267\u884c\u63d0\u4f9b\u7a0b\u5e8f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>ONNX Runtime<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6a21\u578b\u63a8\u7406\u7ed3\u679c<\/p>\n<p><\/span><\/p>\n<p>\u5f53\u524d\u9759\u6001\u7ed3\u679c\u663e\u793a&#xff0c;\u8be5\u6587\u4ef6\u5305\u542b&#xff1a;<\/p>\n<table>\n<tr>\u6307\u6807\u6570\u91cf<\/tr>\n<tbody>\n<tr>\n<td>\u5206\u652f<\/td>\n<td align=\"right\">47<\/td>\n<\/tr>\n<tr>\n<td>\u5faa\u73af<\/td>\n<td align=\"right\">7<\/td>\n<\/tr>\n<tr>\n<td>\u5f02\u5e38\u8def\u5f84<\/td>\n<td align=\"right\">6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u7c7b\u4ee3\u7801\u901a\u5e38\u9700\u8981\u517c\u5bb9\u591a\u79cd\u8fd0\u884c\u73af\u5883&#xff0c;\u56e0\u6b64\u5206\u652f\u6570\u91cf\u8f83\u591a\u5e76\u4e0d\u610f\u5916\u3002<\/p>\n<p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d&#xff0c;\u540e\u7aef\u9009\u62e9\u4f1a\u76f4\u63a5\u5f71\u54cd&#xff1a;<\/p>\n<ul>\n<li>\u9996\u6b21\u52a0\u8f7d\u65f6\u95f4&#xff1b;<\/li>\n<li>\u6a21\u578b\u63a8\u7406\u901f\u5ea6&#xff1b;<\/li>\n<li>\u5185\u5b58\u5360\u7528&#xff1b;<\/li>\n<li>\u662f\u5426\u652f\u6301\u7279\u5b9a\u7b97\u5b50&#xff1b;<\/li>\n<li>\u6d4f\u89c8\u5668\u517c\u5bb9\u6027&#xff1b;<\/li>\n<li>CPU\u3001GPU \u6216 WebAssembly \u7684\u5b9e\u9645\u5229\u7528\u60c5\u51b5\u3002<\/li>\n<\/ul>\n<p>\u56e0\u6b64&#xff0c;\u4e0d\u5e94\u4ec5\u6839\u636e\u201c\u652f\u6301 WebGPU\u201d\u6216\u201c\u652f\u6301 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span{color:#333;}#mermaid-svg-b5zSZ1I6dxEKgXdJ 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-b5zSZ1I6dxEKgXdJ .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-b5zSZ1I6dxEKgXdJ rect.text{fill:none;stroke-width:0;}#mermaid-svg-b5zSZ1I6dxEKgXdJ .icon-shape,#mermaid-svg-b5zSZ1I6dxEKgXdJ .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-b5zSZ1I6dxEKgXdJ .icon-shape p,#mermaid-svg-b5zSZ1I6dxEKgXdJ .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-b5zSZ1I6dxEKgXdJ .icon-shape .label rect,#mermaid-svg-b5zSZ1I6dxEKgXdJ .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-b5zSZ1I6dxEKgXdJ .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-b5zSZ1I6dxEKgXdJ .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-b5zSZ1I6dxEKgXdJ :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6a21\u578b\u6807\u8bc6<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8bfb\u53d6\u6a21\u578b\u914d\u7f6e<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u67e5\u627e Tokenizer \u6587\u4ef6<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u67e5\u627e Processor \u6587\u4ef6<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4e0b\u8f7d\u6216\u8bfb\u53d6\u7f13\u5b58<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u521b\u5efa\u63a8\u7406 Pipeline<\/p>\n<p><\/span><\/p>\n<p>\u5982\u679c\u6a21\u578b\u6587\u4ef6\u4e0d\u5b8c\u6574&#xff0c;\u53ef\u80fd\u51fa\u73b0&#xff1a;<\/p>\n<ul>\n<li>tokenizer \u65e0\u6cd5\u521d\u59cb\u5316&#xff1b;<\/li>\n<li>\u56fe\u50cf\u5904\u7406\u5668\u7f3a\u5931&#xff1b;<\/li>\n<li>\u8f93\u5165\u7ef4\u5ea6\u4e0d\u5339\u914d&#xff1b;<\/li>\n<li>\u7279\u6b8a Token \u914d\u7f6e\u7f3a\u5931&#xff1b;<\/li>\n<li>\u6a21\u578b\u52a0\u8f7d\u6210\u529f\u4f46\u63a8\u7406\u5931\u8d25\u3002<\/li>\n<\/ul>\n<p>\u56e0\u6b64&#xff0c;\u6a21\u578b\u6ce8\u518c\u548c\u6587\u4ef6\u53d1\u73b0\u903b\u8f91\u662f\u8fde\u63a5\u201c\u6a21\u578b\u4ed3\u5e93\u201d\u548c\u201c\u5e94\u7528\u4ee3\u7801\u201d\u7684\u91cd\u8981\u4e00\u5c42&#xff0c;\u503c\u5f97\u7ed3\u5408\u771f\u5b9e\u6a21\u578b\u8fdb\u884c\u7aef\u5230\u7aef\u9a8c\u8bc1\u3002<\/p>\n<hr \/>\n<h3>\u516b\u3001\u5f02\u6b65\u5904\u7406\u662f JavaScript \u63a8\u7406\u5e93\u7684\u5173\u952e<\/h3>\n<p>\u672c\u6b21\u62bd\u6837\u6e90\u7801\u4e2d\u8bc6\u522b\u5230\u8f83\u591a\u5f02\u6b65\u76f8\u5173\u7ebf\u7d22\u3002\u62a5\u544a\u4e2d\u7684\u8bed\u4e49\u7edf\u8ba1\u663e\u793a&#xff0c;\u5e76\u53d1\u6216\u5f02\u6b65\u7ebf\u7d22\u4e3a 88 \u6b21&#xff1b;\u62bd\u6837\u7ed3\u6784\u7edf\u8ba1\u4e2d\u5f02\u6b65\u7ebf\u7d22\u4e3a 82 \u6b21\u3002\u4e24\u8005\u5c5e\u4e8e\u4e0d\u540c\u7edf\u8ba1\u53e3\u5f84&#xff0c;\u4e0d\u80fd\u7b80\u5355\u76f8\u52a0\u3002<\/p>\n<p>JavaScript \u73af\u5883\u4e2d\u7684\u6a21\u578b\u52a0\u8f7d\u901a\u5e38\u6d89\u53ca&#xff1a;<\/p>\n<ul>\n<li>\u7f51\u7edc\u8bf7\u6c42&#xff1b;<\/li>\n<li>\u6587\u4ef6\u8bfb\u53d6&#xff1b;<\/li>\n<li>\u7f13\u5b58\u67e5\u8be2&#xff1b;<\/li>\n<li>WebAssembly \u521d\u59cb\u5316&#xff1b;<\/li>\n<li>\u6a21\u578b\u6743\u91cd\u52a0\u8f7d&#xff1b;<\/li>\n<li>\u591a\u9636\u6bb5\u5904\u7406\u5668\u521d\u59cb\u5316\u3002<\/li>\n<\/ul>\n<p>\u56e0\u6b64&#xff0c;\u5178\u578b\u8c03\u7528\u6d41\u7a0b\u5f80\u5f80\u9700\u8981\u4f7f\u7528 async \u548c await&#xff1a;<\/p>\n<p><span class=\"token keyword\">const<\/span> extractor <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> <span class=\"token function\">pipeline<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;feature-extraction&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token keyword\">const<\/span> output <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> <span class=\"token function\">extractor<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;hello world&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u5f02\u6b65\u8bbe\u8ba1\u53ef\u4ee5\u907f\u514d\u963b\u585e\u4e3b\u7ebf\u7a0b\u6216\u5f53\u524d\u8c03\u7528\u7ebf\u7a0b&#xff0c;\u4f46\u4e5f\u5e26\u6765\u65b0\u7684\u5de5\u7a0b\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u591a\u4e2a\u8bf7\u6c42\u662f\u5426\u4f1a\u91cd\u590d\u52a0\u8f7d\u540c\u4e00\u4e2a\u6a21\u578b&#xff1b;<\/li>\n<li>\u6a21\u578b\u4e0b\u8f7d\u8fc7\u7a0b\u4e2d\u53d6\u6d88\u8bf7\u6c42\u662f\u5426\u751f\u6548&#xff1b;<\/li>\n<li>\u7f51\u7edc\u5931\u8d25\u540e\u662f\u5426\u81ea\u52a8\u91cd\u8bd5&#xff1b;<\/li>\n<li>\u6d4f\u89c8\u5668\u5237\u65b0\u540e\u7f13\u5b58\u662f\u5426\u7ee7\u7eed\u53ef\u7528&#xff1b;<\/li>\n<li>\u591a\u4e2a Pipeline \u662f\u5426\u5171\u4eab\u6a21\u578b\u5b9e\u4f8b&#xff1b;<\/li>\n<li>\u9996\u6b21\u8c03\u7528\u548c\u540e\u7eed\u8c03\u7528\u7684\u5ef6\u8fdf\u662f\u5426\u5dee\u5f02\u660e\u663e\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u524d\u7aef\u5e94\u7528&#xff0c;\u8fd8\u5e94\u6ce8\u610f\u4e0d\u8981\u5728\u4e3b\u7ebf\u7a0b\u4e2d\u6267\u884c\u8fc7\u91cd\u7684\u540c\u6b65\u8ba1\u7b97&#xff0c;\u5426\u5219\u5373\u4f7f API \u672c\u8eab\u662f\u5f02\u6b65\u7684&#xff0c;\u9875\u9762\u4ecd\u53ef\u80fd\u51fa\u73b0\u5361\u987f\u3002<\/p>\n<hr \/>\n<h3>\u4e5d\u3001\u6d4b\u8bd5\u6587\u4ef6\u900f\u9732\u51fa\u7684\u5de5\u7a0b\u5173\u6ce8\u70b9<\/h3>\n<p>\u672c\u6b21\u9759\u6001\u5206\u6790\u8bc6\u522b\u5230\u7ea6 100 \u4e2a\u6d4b\u8bd5\u6587\u4ef6&#xff0c;\u4e3b\u8981\u4f4d\u4e8e&#xff1a;<\/p>\n<p>packages\/transformers\/tests\/<\/p>\n<p>\u6d4b\u8bd5\u6587\u4ef6\u540d\u79f0\u8986\u76d6\u4e86\u591a\u4e2a\u65b9\u9762&#xff0c;\u4f8b\u5982&#xff1a;<\/p>\n<p>asset_cache.js<br \/>\nbundles.test.js<br \/>\nconfigs.test.js<br \/>\nexports.test.js<br \/>\nfeature_extractors.test.js<br \/>\nimage_processors.test.js<br \/>\ninit.js<br \/>\nmodels.test.js<\/p>\n<p>\u8fd8\u5305\u62ec\u591a\u4e2a\u6a21\u578b\u76f8\u5173\u6d4b\u8bd5\u76ee\u5f55\u3002<\/p>\n<p>\u4ece\u6d4b\u8bd5\u6587\u4ef6\u547d\u540d\u53ef\u4ee5\u89c2\u5bdf\u5230&#xff0c;\u9879\u76ee\u81f3\u5c11\u5173\u6ce8\u4ee5\u4e0b\u95ee\u9898&#xff1a;<\/p>\n<h4>1. \u8d44\u6e90\u7f13\u5b58<\/h4>\n<p>asset_cache.js<\/p>\n<p>\u6a21\u578b\u63a8\u7406\u5e93\u901a\u5e38\u9700\u8981\u52a0\u8f7d\u8f83\u5927\u7684\u914d\u7f6e\u548c\u6743\u91cd\u6587\u4ef6&#xff0c;\u7f13\u5b58\u673a\u5236\u4f1a\u76f4\u63a5\u5f71\u54cd\u91cd\u590d\u4f7f\u7528\u65f6\u7684\u4f53\u9a8c\u3002<\/p>\n<h4>2. \u6253\u5305\u7ed3\u679c<\/h4>\n<p>bundles.test.js<\/p>\n<p>\u6d4f\u89c8\u5668\u7aef\u5e93\u4e0d\u4ec5\u8981\u5173\u6ce8\u6e90\u7801\u662f\u5426\u6b63\u786e&#xff0c;\u8fd8\u8981\u5173\u6ce8\u6253\u5305\u540e\u662f\u5426&#xff1a;<\/p>\n<ul>\n<li>\u5305\u542b\u4e86\u4e0d\u5e94\u5305\u542b\u7684 Node.js \u6a21\u5757&#xff1b;<\/li>\n<li>\u4f53\u79ef\u8fc7\u5927&#xff1b;<\/li>\n<li>\u7f3a\u5c11\u5fc5\u8981\u5bfc\u51fa&#xff1b;<\/li>\n<li>\u5728\u76ee\u6807\u73af\u5883\u4e2d\u65e0\u6cd5\u52a0\u8f7d\u3002<\/li>\n<\/ul>\n<h4>3. \u914d\u7f6e\u4e0e\u5bfc\u51fa<\/h4>\n<p>configs.test.js<br \/>\nexports.test.js<\/p>\n<p>\u8fd9\u7c7b\u6d4b\u8bd5\u6709\u52a9\u4e8e\u9632\u6b62\u7248\u672c\u5347\u7ea7\u540e\u51fa\u73b0\u914d\u7f6e\u7ed3\u6784\u53d8\u5316\u3001\u516c\u5171 API \u7f3a\u5931\u6216\u5bfc\u51fa\u8def\u5f84\u7834\u574f\u3002<\/p>\n<h4>4. \u7279\u5f81\u63d0\u53d6\u4e0e\u56fe\u50cf\u5904\u7406<\/h4>\n<p>feature_extractors.test.js<br \/>\nimage_processors.test.js<\/p>\n<p>\u8fd9\u4e9b\u5c5e\u4e8e\u6a21\u578b\u8f93\u5165\u548c\u8f93\u51fa\u8f6c\u6362\u7684\u5173\u952e\u73af\u8282\u3002\u5373\u4f7f\u6a21\u578b\u672c\u8eab\u6ca1\u6709\u53d8\u5316&#xff0c;\u9884\u5904\u7406\u903b\u8f91\u9519\u8bef\u4e5f\u53ef\u80fd\u5bfc\u81f4\u7ed3\u679c\u5f02\u5e38\u3002<\/p>\n<p>\u9700\u8981\u518d\u6b21\u5f3a\u8c03&#xff1a;<\/p>\n<p>\u6d4b\u8bd5\u6587\u4ef6\u6570\u91cf\u53ea\u80fd\u8bf4\u660e\u4ed3\u5e93\u5b58\u5728\u6d4b\u8bd5\u8d44\u4ea7&#xff0c;\u4e0d\u80fd\u8bf4\u660e\u8fd9\u4e9b\u6d4b\u8bd5\u5df2\u7ecf\u5168\u90e8\u901a\u8fc7&#xff0c;\u4e5f\u4e0d\u80fd\u63a8\u5bfc\u6d4b\u8bd5\u8986\u76d6\u7387\u3002<\/p>\n<hr \/>\n<h3>\u5341\u3001\u6784\u5efa\u548c\u4f9d\u8d56\u8bc1\u636e<\/h3>\n<p>\u672c\u6b21\u8bc6\u522b\u5230\u7684\u6784\u5efa\u4e0e\u4f9d\u8d56\u6587\u4ef6\u5305\u62ec&#xff1a;<\/p>\n<p>package.json<br \/>\npackages\/transformers\/package.json<br \/>\npnpm-lock.yaml<\/p>\n<p>\u8fd9\u4e09\u7c7b\u6587\u4ef6\u5206\u522b\u53ef\u4ee5\u5e2e\u52a9\u786e\u8ba4&#xff1a;<\/p>\n<ul>\n<li>\u6839\u9879\u76ee\u811a\u672c\u548c\u6574\u4f53\u5de5\u7a0b\u914d\u7f6e&#xff1b;<\/li>\n<li>transformers \u5305\u81ea\u8eab\u7684\u4f9d\u8d56\u4e0e\u811a\u672c&#xff1b;<\/li>\n<li>\u9501\u5b9a\u540e\u7684\u4f9d\u8d56\u7248\u672c\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u5e0c\u671b\u5728\u672c\u5730\u590d\u73b0\u6307\u5b9a\u7248\u672c&#xff0c;\u5efa\u8bae\u4f18\u5148\u4f7f\u7528\u4ed3\u5e93\u63d0\u4f9b\u7684\u5305\u7ba1\u7406\u5668\u548c\u9501\u6587\u4ef6\u3002\u4e00\u822c\u6d41\u7a0b\u53ef\u4ee5\u5148\u4ece\u4ee5\u4e0b\u547d\u4ee4\u5f00\u59cb&#xff1a;<\/p>\n<p><span class=\"token function\">git<\/span> clone https:\/\/github.com\/huggingface\/transformers.js.git<br \/>\n<span class=\"token builtin class-name\">cd<\/span> transformers.js<br \/>\n<span class=\"token function\">git<\/span> checkout 353007be131c2e44d16d46ba49b9a56f2955dfd8<\/p>\n<p>\u786e\u8ba4\u5f53\u524d\u63d0\u4ea4&#xff1a;<\/p>\n<p><span class=\"token function\">git<\/span> rev-parse HEAD<\/p>\n<p>\u7136\u540e\u67e5\u770b\u9879\u76ee\u811a\u672c&#xff1a;<\/p>\n<p><span class=\"token function\">cat<\/span> package.json<\/p>\n<p>\u7531\u4e8e\u672c\u6587\u6ca1\u6709\u6267\u884c\u9879\u76ee\u547d\u4ee4&#xff0c;\u4e0b\u9762\u7684\u811a\u672c\u540d\u79f0\u4ec5\u8868\u793a\u5e38\u89c1\u9a8c\u8bc1\u65b9\u5411&#xff0c;\u5b9e\u9645\u547d\u4ee4\u5e94\u4ee5\u5f53\u524d\u63d0\u4ea4\u4e2d\u7684 package.json \u4e3a\u51c6&#xff1a;<\/p>\n<p><span class=\"token function\">pnpm<\/span> <span class=\"token function\">install<\/span> &#8211;frozen-lockfile<br \/>\n<span class=\"token function\">pnpm<\/span> <span class=\"token builtin class-name\">test<\/span><br \/>\n<span class=\"token function\">pnpm<\/span> build<\/p>\n<p>\u9a8c\u8bc1\u65f6\u5efa\u8bae\u8bb0\u5f55&#xff1a;<\/p>\n<p>Node.js \u7248\u672c<br \/>\npnpm \u7248\u672c<br \/>\n\u64cd\u4f5c\u7cfb\u7edf<br \/>\n\u6d4f\u89c8\u5668\u6216\u8fd0\u884c\u65f6\u7248\u672c<br \/>\n\u5b89\u88c5\u547d\u4ee4<br \/>\n\u6d4b\u8bd5\u547d\u4ee4<br \/>\n\u6784\u5efa\u547d\u4ee4<br \/>\n\u6a21\u578b\u540d\u79f0<br \/>\n\u9996\u6b21\u52a0\u8f7d\u8017\u65f6<br \/>\n\u540e\u7eed\u63a8\u7406\u8017\u65f6<br \/>\n\u5185\u5b58\u5360\u7528<\/p>\n<p>\u8fd9\u6837\u624d\u80fd\u5c06\u6e90\u7801\u5206\u6790\u8f6c\u6362\u4e3a\u53ef\u91cd\u590d\u7684\u5de5\u7a0b\u7ed3\u8bba\u3002<\/p>\n<hr \/>\n<h3>\u5341\u4e00\u3001\u5f53\u524d\u6e90\u7801\u8bc1\u636e\u652f\u6301\u54ea\u4e9b\u5224\u65ad<\/h3>\n<h4>\u53ef\u4ee5\u786e\u8ba4\u7684\u89c2\u5bdf<\/h4>\n<li>transformers.js \u4e3b\u8981\u7531 JavaScript \u6587\u4ef6\u6784\u6210\u3002<\/li>\n<li>\u6838\u5fc3\u6e90\u7801\u96c6\u4e2d\u5728 packages\/transformers\u3002<\/li>\n<li>\u9879\u76ee\u5305\u542b\u6a21\u578b\u3001Pipeline\u3001\u5904\u7406\u5668\u3001\u540e\u7aef\u548c\u5de5\u5177\u6a21\u5757\u3002<\/li>\n<li>\u6e90\u7801\u4e2d\u5b58\u5728 ONNX \u76f8\u5173\u8fd0\u884c\u65f6\u9002\u914d\u903b\u8f91\u3002<\/li>\n<li>\u9879\u76ee\u5305\u542b\u7ea6 100 \u4e2a\u6d4b\u8bd5\u6587\u4ef6\u7ebf\u7d22\u3002<\/li>\n<li>\u4ed3\u5e93\u5b58\u5728\u6784\u5efa\u4f9d\u8d56\u6e05\u5355\u548c\u9501\u6587\u4ef6\u3002<\/li>\n<li>\u62bd\u6837\u4ee3\u7801\u5305\u542b\u8f83\u591a\u5206\u652f\u3001\u5faa\u73af\u3001\u5f02\u5e38\u548c\u5f02\u6b65\u5904\u7406\u7ed3\u6784\u3002<\/li>\n<h4>\u76ee\u524d\u4e0d\u80fd\u786e\u8ba4\u7684\u7ed3\u8bba<\/h4>\n<li>\u5f53\u524d\u63d0\u4ea4\u662f\u5426\u80fd\u591f\u5728\u76ee\u6807\u73af\u5883\u6210\u529f\u6784\u5efa\u3002<\/li>\n<li>\u6240\u6709\u6d4b\u8bd5\u662f\u5426\u901a\u8fc7\u3002<\/li>\n<li>\u6d4b\u8bd5\u8986\u76d6\u7387\u662f\u5426\u8db3\u4ee5\u8986\u76d6\u5173\u952e\u8def\u5f84\u3002<\/li>\n<li>WebAssembly\u3001WebGPU \u548c Node.js \u540e\u7aef\u7684\u5b9e\u9645\u6027\u80fd\u3002<\/li>\n<li>\u6240\u6709\u6a21\u578b\u662f\u5426\u90fd\u80fd\u5728\u6d4f\u89c8\u5668\u4e2d\u6b63\u5e38\u8fd0\u884c\u3002<\/li>\n<li>\u6a21\u578b\u4e0b\u8f7d\u3001\u7f13\u5b58\u548c\u8fdc\u7a0b\u8d44\u6e90\u662f\u5426\u6ee1\u8db3\u5177\u4f53\u751f\u4ea7\u8981\u6c42\u3002<\/li>\n<li>\u662f\u5426\u5b58\u5728\u7279\u5b9a\u4f9d\u8d56\u6f0f\u6d1e\u6216\u8bb8\u53ef\u8bc1\u517c\u5bb9\u95ee\u9898\u3002<\/li>\n<p>\u8fd9\u7c7b\u8fb9\u754c\u975e\u5e38\u91cd\u8981\u3002\u4f18\u79c0\u7684\u6e90\u7801\u5206\u6790\u4e0d\u5e94\u8be5\u628a\u201c\u770b\u5230\u4e86\u4ee3\u7801\u201d\u5305\u88c5\u6210\u201c\u5df2\u7ecf\u9a8c\u8bc1\u8fd0\u884c\u201d\u3002<\/p>\n<hr \/>\n<h3>\u5341\u4e8c\u3001\u9002\u5408\u5b9e\u9645\u9879\u76ee\u7684\u9a8c\u8bc1\u6e05\u5355<\/h3>\n<h4>\u6784\u5efa\u4e0e\u517c\u5bb9\u6027<\/h4>\n<ul>\n<li class=\"task-list-item\"> \u56fa\u5b9a Node.js \u548c\u5305\u7ba1\u7406\u5668\u7248\u672c<\/li>\n<li class=\"task-list-item\"> \u4f7f\u7528\u9501\u6587\u4ef6\u5b89\u88c5\u4f9d\u8d56<\/li>\n<li class=\"task-list-item\"> \u6784\u5efa\u6d41\u7a0b\u80fd\u591f\u7a33\u5b9a\u5b8c\u6210<\/li>\n<li class=\"task-list-item\"> \u6d4f\u89c8\u5668\u7aef\u4ea7\u7269\u53ef\u4ee5\u6b63\u5e38\u52a0\u8f7d<\/li>\n<li class=\"task-list-item\"> Node.js \u73af\u5883\u53ef\u4ee5\u6b63\u5e38\u5bfc\u5165<\/li>\n<li class=\"task-list-item\"> \u76ee\u6807\u6d4f\u89c8\u5668\u7248\u672c\u5df2\u7ecf\u9a8c\u8bc1<\/li>\n<li class=\"task-list-item\"> \u9700\u8981\u652f\u6301\u7684\u6a21\u578b\u5747\u5b8c\u6210\u6700\u5c0f\u63a8\u7406\u6d4b\u8bd5<\/li>\n<\/ul>\n<h4>\u6a21\u578b\u52a0\u8f7d<\/h4>\n<ul>\n<li class=\"task-list-item\"> \u914d\u7f6e\u6587\u4ef6\u80fd\u591f\u6b63\u786e\u627e\u5230<\/li>\n<li class=\"task-list-item\"> tokenizer \u6587\u4ef6\u5b8c\u6574<\/li>\n<li class=\"task-list-item\"> processor \u6587\u4ef6\u5b8c\u6574<\/li>\n<li class=\"task-list-item\"> \u6a21\u578b\u6743\u91cd\u4e0b\u8f7d\u548c\u7f13\u5b58\u6b63\u5e38<\/li>\n<li class=\"task-list-item\"> \u4e0b\u8f7d\u5931\u8d25\u65f6\u80fd\u591f\u7ed9\u51fa\u6e05\u6670\u9519\u8bef<\/li>\n<li class=\"task-list-item\"> \u91cd\u590d\u52a0\u8f7d\u4e0d\u4f1a\u4ea7\u751f\u4e0d\u5fc5\u8981\u7684\u91cd\u590d\u4e0b\u8f7d<\/li>\n<li class=\"task-list-item\"> \u6a21\u578b\u7248\u672c\u548c\u7f13\u5b58\u7248\u672c\u53ef\u8ffd\u8e2a<\/li>\n<\/ul>\n<h4>\u6027\u80fd<\/h4>\n<ul>\n<li class=\"task-list-item\"> \u8bb0\u5f55\u9996\u6b21\u52a0\u8f7d\u65f6\u95f4<\/li>\n<li class=\"task-list-item\"> \u8bb0\u5f55\u6a21\u578b\u521d\u59cb\u5316\u65f6\u95f4<\/li>\n<li class=\"task-list-item\"> \u8bb0\u5f55\u5355\u6b21\u63a8\u7406\u65f6\u95f4<\/li>\n<li class=\"task-list-item\"> \u8bb0\u5f55\u8fde\u7eed\u63a8\u7406\u541e\u5410\u91cf<\/li>\n<li class=\"task-list-item\"> \u8bb0\u5f55\u6d4f\u89c8\u5668\u5185\u5b58\u4f7f\u7528<\/li>\n<li class=\"task-list-item\"> \u6bd4\u8f83 CPU\u3001WebAssembly \u548c GPU \u540e\u7aef<\/li>\n<li class=\"task-list-item\"> \u5728\u4f4e\u7aef\u8bbe\u5907\u4e0a\u9a8c\u8bc1\u9875\u9762\u54cd\u5e94<\/li>\n<\/ul>\n<h4>\u6570\u636e\u4e0e\u5b89\u5168<\/h4>\n<ul>\n<li class=\"task-list-item\"> \u660e\u786e\u6a21\u578b\u6587\u4ef6\u7684\u6765\u6e90\u548c\u8bb8\u53ef\u8bc1<\/li>\n<li class=\"task-list-item\"> \u8bc4\u4f30\u8fdc\u7a0b\u6a21\u578b\u4e0b\u8f7d\u7684\u53ef\u4fe1\u6027<\/li>\n<li class=\"task-list-item\"> \u68c0\u67e5\u7f13\u5b58\u76ee\u5f55\u6743\u9650<\/li>\n<li class=\"task-list-item\"> \u786e\u8ba4\u7528\u6237\u8f93\u5165\u4e0d\u4f1a\u88ab\u610f\u5916\u4e0a\u4f20<\/li>\n<li class=\"task-list-item\"> \u68c0\u67e5\u65e5\u5fd7\u4e2d\u662f\u5426\u5305\u542b\u654f\u611f\u8f93\u5165<\/li>\n<li class=\"task-list-item\"> \u5bf9\u7b2c\u4e09\u65b9\u4f9d\u8d56\u6267\u884c\u6f0f\u6d1e\u626b\u63cf<\/li>\n<li class=\"task-list-item\"> \u6838\u5bf9\u53d1\u5e03\u5305\u4e2d\u662f\u5426\u5305\u542b\u4e0d\u5fc5\u8981\u6587\u4ef6<\/li>\n<\/ul>\n<hr \/>\n<h3>\u5341\u4e09\u3001\u5bf9\u5f00\u53d1\u8005\u7684\u542f\u793a<\/h3>\n<h4>1. \u6a21\u578b\u5e93\u7684\u96be\u70b9\u4e0d\u53ea\u5728\u6a21\u578b\u672c\u8eab<\/h4>\n<p>\u4e00\u4e2a\u53ef\u4ee5\u88ab\u524d\u7aef\u5f00\u53d1\u8005\u76f4\u63a5\u4f7f\u7528\u7684\u6a21\u578b\u5e93&#xff0c;\u9700\u8981\u540c\u65f6\u5904\u7406&#xff1a;<\/p>\n<p>\u6a21\u578b\u914d\u7f6e<br \/>\n&#043; \u8f93\u5165\u9884\u5904\u7406<br \/>\n&#043; \u6743\u91cd\u52a0\u8f7d<br \/>\n&#043; \u63a8\u7406\u540e\u7aef<br \/>\n&#043; \u8f93\u51fa\u540e\u5904\u7406<br \/>\n&#043; \u7f13\u5b58<br \/>\n&#043; \u6253\u5305<br \/>\n&#043; \u6d4f\u89c8\u5668\u517c\u5bb9\u6027<br \/>\n&#043; Node.js \u517c\u5bb9\u6027<\/p>\n<p>\u5176\u4e2d\u4efb\u4f55\u4e00\u73af\u51fa\u73b0\u95ee\u9898&#xff0c;\u90fd\u53ef\u80fd\u5bfc\u81f4\u6700\u7ec8\u5e94\u7528\u65e0\u6cd5\u6b63\u5e38\u4f7f\u7528\u3002<\/p>\n<h4>2. \u7edf\u4e00 API \u80fd\u663e\u8457\u964d\u4f4e\u5e94\u7528\u63a5\u5165\u6210\u672c<\/h4>\n<p>\u7528\u6237\u53ea\u9700\u8981\u9762\u5411\u4efb\u52a1\u8c03\u7528 Pipeline&#xff0c;\u800c\u4e0d\u5fc5\u4e3a\u6bcf\u4e2a\u6a21\u578b\u91cd\u65b0\u7f16\u5199\u5b8c\u6574\u7684\u9884\u5904\u7406\u548c\u540e\u5904\u7406\u4ee3\u7801\u3002\u8fd9\u79cd\u62bd\u8c61\u6709\u52a9\u4e8e\u6269\u5927\u5e93\u7684\u4f7f\u7528\u8303\u56f4&#xff0c;\u4e5f\u80fd\u964d\u4f4e\u5e94\u7528\u4fa7\u7684\u91cd\u590d\u5b9e\u73b0\u3002<\/p>\n<h4>3. \u6d4f\u89c8\u5668\u63a8\u7406\u7684\u4ef7\u503c\u53d6\u51b3\u4e8e\u573a\u666f<\/h4>\n<p>\u6d4f\u89c8\u5668\u7aef\u8fd0\u884c\u6a21\u578b\u9002\u5408&#xff1a;<\/p>\n<ul>\n<li>\u9690\u79c1\u8981\u6c42\u8f83\u9ad8\u7684\u672c\u5730\u5904\u7406&#xff1b;<\/li>\n<li>\u79bb\u7ebf\u6216\u5f31\u7f51\u5de5\u5177&#xff1b;<\/li>\n<li>\u4ea4\u4e92\u5f0f\u6f14\u793a&#xff1b;<\/li>\n<li>\u5c0f\u578b\u6a21\u578b\u63a8\u7406&#xff1b;<\/li>\n<li>\u5bf9\u670d\u52a1\u7aef\u6210\u672c\u654f\u611f\u7684\u5e94\u7528\u3002<\/li>\n<\/ul>\n<p>\u4f46\u5bf9\u4e8e\u5927\u578b\u6a21\u578b\u3001\u4f4e\u7aef\u8bbe\u5907\u6216\u9ad8\u541e\u5410\u4e1a\u52a1&#xff0c;\u4ecd\u9700\u8981\u5bf9\u6a21\u578b\u4f53\u79ef\u3001\u5185\u5b58\u3001\u52a0\u8f7d\u65f6\u5ef6\u548c\u8bbe\u5907\u517c\u5bb9\u6027\u8fdb\u884c\u5b9e\u9645\u8bc4\u4f30\u3002<\/p>\n<h4>4. \u6d4b\u8bd5\u9700\u8981\u8986\u76d6\u201c\u6a21\u578b\u751f\u6001\u201d&#xff0c;\u800c\u4e0d\u53ea\u662f\u901a\u7528\u51fd\u6570<\/h4>\n<p>\u6a21\u578b\u5e93\u7684\u517c\u5bb9\u6027\u95ee\u9898\u53ef\u80fd\u6765\u81ea&#xff1a;<\/p>\n<ul>\n<li>\u65b0\u6a21\u578b\u914d\u7f6e&#xff1b;<\/li>\n<li>\u65b0 tokenizer&#xff1b;<\/li>\n<li>\u4e0d\u540c\u8f93\u5165\u5c3a\u5bf8&#xff1b;<\/li>\n<li>\u4e0d\u540c\u6570\u636e\u7c7b\u578b&#xff1b;<\/li>\n<li>\u4e0d\u540c\u540e\u7aef&#xff1b;<\/li>\n<li>\u4e0d\u540c\u6d4f\u89c8\u5668&#xff1b;<\/li>\n<li>\u4e0d\u540c\u6253\u5305\u65b9\u5f0f\u3002<\/li>\n<\/ul>\n<p>\u56e0\u6b64&#xff0c;\u6a21\u578b\u7ea7\u6d4b\u8bd5\u548c\u6784\u5efa\u4ea7\u7269\u6d4b\u8bd5\u540c\u6837\u91cd\u8981\u3002<\/p>\n<hr \/>\n<h3>\u5341\u56db\u3001\u6700\u7ec8\u8bc4\u4ef7<\/h3>\n<p>\u4ece\u6307\u5b9a\u5feb\u7167\u7684\u9759\u6001\u8bc1\u636e\u770b&#xff0c;transformers.js \u5df2\u7ecf\u5f62\u6210\u4e86\u6bd4\u8f83\u5b8c\u6574\u7684 JavaScript Transformer \u8fd0\u884c\u5e93\u7ed3\u6784&#xff1a;<\/p>\n<ul>\n<li>\u4ee5 packages\/transformers \u4f5c\u4e3a\u4e3b\u8981\u6e90\u7801\u5165\u53e3&#xff1b;<\/li>\n<li>\u901a\u8fc7 Pipeline \u62bd\u8c61\u964d\u4f4e\u6a21\u578b\u8c03\u7528\u590d\u6742\u5ea6&#xff1b;<\/li>\n<li>\u901a\u8fc7\u6a21\u578b\u548c\u5904\u7406\u5668\u6a21\u5757\u5904\u7406\u591a\u7c7b\u8f93\u5165&#xff1b;<\/li>\n<li>\u901a\u8fc7 ONNX \u540e\u7aef\u8fde\u63a5\u5b9e\u9645\u63a8\u7406\u8fd0\u884c\u65f6&#xff1b;<\/li>\n<li>\u901a\u8fc7\u8d44\u6e90\u7f13\u5b58\u548c\u6587\u4ef6\u53d1\u73b0\u673a\u5236\u7ba1\u7406\u6a21\u578b\u8d44\u4ea7&#xff1b;<\/li>\n<li>\u901a\u8fc7\u6d4b\u8bd5\u6587\u4ef6\u8986\u76d6\u914d\u7f6e\u3001\u5bfc\u51fa\u3001\u6253\u5305\u3001\u5904\u7406\u5668\u548c\u6a21\u578b&#xff1b;<\/li>\n<li>\u901a\u8fc7\u6784\u5efa\u6e05\u5355\u548c\u9501\u6587\u4ef6\u63d0\u5347\u4f9d\u8d56\u53ef\u590d\u73b0\u6027\u3002<\/li>\n<\/ul>\n<p>\u5b83\u7684\u4e3b\u8981\u5de5\u7a0b\u6311\u6218\u4e5f\u5341\u5206\u660e\u786e&#xff1a;<\/p>\n<ul>\n<li>\u6a21\u578b\u6587\u4ef6\u4f53\u79ef\u548c\u52a0\u8f7d\u901f\u5ea6&#xff1b;<\/li>\n<li>\u6d4f\u89c8\u5668\u4e0e Node.js \u7684\u8fd0\u884c\u5dee\u5f02&#xff1b;<\/li>\n<li>WebAssembly\u3001WebGPU 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