{"id":14672,"date":"2024-12-02T21:24:08","date_gmt":"2024-12-02T13:24:08","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=14672"},"modified":"2024-12-02T21:26:22","modified_gmt":"2024-12-02T13:26:22","slug":"transformersjs","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/transformersjs\/","title":{"rendered":"Transformers.js\uff1a\u672c\u5730Web\u4e2d\u8fd0\u884c\u8fd1700\u4e2aAI\u5927\u6a21\u578b"},"content":{"rendered":"<p>Transformers.js \u662f\u7531 Hugging Face \u5f00\u53d1\u7684\u4e00\u4e2a JavaScript \u5e93\uff0c\u65e8\u5728\u8ba9\u7528\u6237\u80fd\u591f\u76f4\u63a5\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u6700\u5148\u8fdb\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u800c\u65e0\u9700\u670d\u52a1\u5668\u652f\u6301\u3002\u8be5\u5e93\u4e0e Hugging Face \u7684 Python \u7248 transformers \u5e93\u529f\u80fd\u7b49\u6548\uff0c\u652f\u6301\u591a\u79cd\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u6db5\u76d6\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u8bed\u97f3\u8bc6\u522b\u7b49\u4efb\u52a1\u3002Transformers.js \u4f7f\u7528 ONNX Runtime \u8fd0\u884c\u6a21\u578b\uff0c\u652f\u6301\u5728 CPU \u548c WebGPU \u4e0a\u6267\u884c\uff0c\u63d0\u4f9b\u4e86\u9ad8\u6548\u7684\u6a21\u578b\u8f6c\u6362\u548c\u91cf\u5316\u5de5\u5177\uff0c\u65b9\u4fbf\u7528\u6237\u5c06 PyTorch\u3001TensorFlow \u6216 JAX \u6a21\u578b\u8f6c\u6362\u4e3a ONNX \u683c\u5f0f\u5e76\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/strong>\uff1a\u6587\u672c\u5206\u7c7b\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u3001\u95ee\u7b54\u7cfb\u7edf\u3001\u8bed\u8a00\u5efa\u6a21\u3001\u6458\u8981\u751f\u6210\u3001\u7ffb\u8bd1\u3001\u591a\u9879\u9009\u62e9\u548c\u6587\u672c\u751f\u6210\u3002<\/li>\n<li><strong>\u8ba1\u7b97\u673a\u89c6\u89c9<\/strong>\uff1a\u56fe\u50cf\u5206\u7c7b\u3001\u76ee\u6807\u68c0\u6d4b\u3001\u56fe\u50cf\u5206\u5272\u548c\u6df1\u5ea6\u4f30\u8ba1\u3002<\/li>\n<li><strong>\u8bed\u97f3\u8bc6\u522b<\/strong>\uff1a\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u3001\u97f3\u9891\u5206\u7c7b\u548c\u6587\u672c\u8f6c\u8bed\u97f3\u3002<\/li>\n<li><strong>\u591a\u6a21\u6001\u4efb\u52a1<\/strong>\uff1a\u5d4c\u5165\u3001\u96f6\u6837\u672c\u97f3\u9891\u5206\u7c7b\u3001\u96f6\u6837\u672c\u56fe\u50cf\u5206\u7c7b\u548c\u96f6\u6837\u672c\u76ee\u6807\u68c0\u6d4b\u3002<\/li>\n<li><strong>\u6a21\u578b\u8f6c\u6362\u548c\u91cf\u5316<\/strong>\uff1a\u652f\u6301\u5c06 PyTorch\u3001TensorFlow \u6216 JAX \u6a21\u578b\u8f6c\u6362\u4e3a ONNX \u683c\u5f0f\uff0c\u5e76\u8fdb\u884c\u91cf\u5316\u4ee5\u4f18\u5316\u6027\u80fd\u3002<\/li>\n<li><strong>WebGPU \u652f\u6301<\/strong>\uff1a\u5728\u652f\u6301\u7684\u6d4f\u89c8\u5668\u4e2d\u4f7f\u7528 WebGPU \u8fd0\u884c\u6a21\u578b\uff0c\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5<\/h3>\n<p>Transformers.js \u53ef\u4ee5\u901a\u8fc7 NPM \u5b89\u88c5\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7 CDN \u6216\u9759\u6001\u6258\u7ba1\u5728\u6d4f\u89c8\u5668\u4e2d\u4f7f\u7528\u3002\u4ee5\u4e0b\u662f\u5b89\u88c5\u6b65\u9aa4\uff1a<\/p>\n<h4>NPM \u5b89\u88c5<\/h4>\n<pre><code>npm i @huggingface\/transformers\r\n<\/code><\/pre>\n<h4>CDN \u4f7f\u7528<\/h4>\n<p>\u5728 HTML \u6587\u4ef6\u4e2d\u6dfb\u52a0\u4ee5\u4e0b\u811a\u672c\u6807\u7b7e\uff1a<\/p>\n<pre><code>&lt;script type=\"module\"&gt;\r\nimport { pipeline } from 'https:\/\/cdn.jsdelivr.net\/npm\/@huggingface\/transformers@3.1.0';\r\n&lt;\/script&gt;\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528\u793a\u4f8b<\/h3>\n<p>Transformers.js \u63d0\u4f9b\u4e86\u7c7b\u4f3c\u4e8e Python \u7248 transformers \u5e93\u7684 pipeline API\uff0c\u4f7f\u5f97\u6a21\u578b\u7684\u4f7f\u7528\u53d8\u5f97\u975e\u5e38\u7b80\u5355\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5e38\u89c1\u4efb\u52a1\u7684\u793a\u4f8b\uff1a<\/p>\n<h4>\u60c5\u611f\u5206\u6790<\/h4>\n<pre><code>import { pipeline } from '@huggingface\/transformers';\r\n\/\/ \u5206\u914d\u4e00\u4e2a\u60c5\u611f\u5206\u6790\u7684 pipeline\r\nconst pipe = await pipeline('sentiment-analysis');\r\nconst out = await pipe('I love transformers!');\r\n\/\/ \u8f93\u51fa: [{'label': 'POSITIVE', 'score': 0.999817686}]\r\n<\/code><\/pre>\n<h4>\u4f7f\u7528\u4e0d\u540c\u7684\u6a21\u578b<\/h4>\n<p>\u53ef\u4ee5\u901a\u8fc7\u6307\u5b9a\u6a21\u578b ID \u6216\u8def\u5f84\u6765\u4f7f\u7528\u4e0d\u540c\u7684\u6a21\u578b\uff1a<\/p>\n<pre><code>const pipe = await pipeline('sentiment-analysis', 'Xenova\/bert-base-multilingual-uncased-sentiment');\r\n<\/code><\/pre>\n<h4>\u5728 WebGPU \u4e0a\u8fd0\u884c\u6a21\u578b<\/h4>\n<pre><code>const pipe = await pipeline('sentiment-analysis', 'Xenova\/distilbert-base-uncased-finetuned-sst-2-english', { device: 'webgpu' });\r\n<\/code><\/pre>\n<h3>\u6a21\u578b\u8f6c\u6362\u548c\u91cf\u5316<\/h3>\n<p>Transformers.js \u652f\u6301\u5c06 PyTorch\u3001TensorFlow \u6216 JAX \u6a21\u578b\u8f6c\u6362\u4e3a ONNX \u683c\u5f0f\uff0c\u5e76\u8fdb\u884c\u91cf\u5316\u4ee5\u4f18\u5316\u6027\u80fd\u3002\u4ee5\u4e0b\u662f\u8f6c\u6362\u548c\u91cf\u5316\u7684\u793a\u4f8b\uff1a<\/p>\n<pre><code>python -m scripts.convert --quantize --model_id bert-base-uncased\r\n<\/code><\/pre>\n<p>\u8f6c\u6362\u540e\u7684\u6587\u4ef6\u5c06\u4fdd\u5b58\u5728 <code>.\/models\/<\/code> \u76ee\u5f55\u4e0b\uff0c\u5305\u62ec <code>model.onnx<\/code> \u548c <code>model_quantized.onnx<\/code> \u6587\u4ef6\u3002<\/p>\n<h3>\u793a\u4f8b\u5e94\u7528<\/h3>\n<p>Transformers.js \u63d0\u4f9b\u4e86\u591a\u4e2a\u793a\u4f8b\u5e94\u7528\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u4e0a\u624b\uff1a<\/p>\n<ul>\n<li><strong>Whisper Web<\/strong>\uff1a\u8bed\u97f3\u8bc6\u522b<\/li>\n<li><strong>Doodle Dash<\/strong>\uff1a\u5b9e\u65f6\u8349\u56fe\u8bc6\u522b\u6e38\u620f<\/li>\n<li><strong>Code Playground<\/strong>\uff1a\u6d4f\u89c8\u5668\u5185\u4ee3\u7801\u8865\u5168<\/li>\n<li><strong>Semantic Image Search<\/strong>\uff1a\u6587\u672c\u641c\u7d22\u56fe\u50cf<\/li>\n<li><strong>Text to Speech<\/strong>\uff1a\u6587\u672c\u8f6c\u8bed\u97f3<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Transformers.js \u662f\u7531 Hugging Face \u5f00\u53d1\u7684\u4e00\u4e2a JavaScript \u5e93\uff0c\u65e8\u5728\u8ba9\u7528\u6237\u80fd\u591f\u76f4\u63a5\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u6700\u5148\u8fdb\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u800c\u65e0\u9700\u670d\u52a1\u5668\u652f\u6301\u3002\u8be5\u5e93\u4e0e Hugging Face \u7684 Python \u7248 trans&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61348,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[232],"class_list":["post-14672","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-bendebushukaiyuanba"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/14672","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=14672"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/14672\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/61348"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=14672"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=14672"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=14672"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}