{"id":10578,"date":"2026-06-10T02:19:37","date_gmt":"2026-06-09T18:19:37","guid":{"rendered":"https:\/\/ab123.xyz\/?p=10578"},"modified":"2026-06-10T02:19:37","modified_gmt":"2026-06-09T18:19:37","slug":"hugging-face-transformers-%e5%be%ae%e8%b0%83%e6%83%85%e6%84%9f%e5%88%86%e6%9e%90%ef%bc%9a%e6%9d%83%e5%a8%81%e6%8c%87%e5%8d%97%e4%b8%8e%e5%b7%a5%e5%85%b7%e4%bb%8b%e7%bb%8d","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=10578","title":{"rendered":"Hugging Face Transformers \u5fae\u8c03\u60c5\u611f\u5206\u6790\uff1a\u6743\u5a01\u6307\u5357\u4e0e\u5de5\u5177\u4ecb\u7ecd"},"content":{"rendered":"<p>\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\uff0c\u60c5\u611f\u5206\u6790\uff08Sentiment Analysis\uff09\u662f\u6700\u5e38\u89c1\u7684\u5e94\u7528\u4e4b\u4e00\uff0c\u800c <a href=\"https:\/\/huggingface.co\/docs\/transformers\/training\" target=\"_blank\">Hugging Face Transformers<\/a> \u4f5c\u4e3a\u4e1a\u754c\u9886\u5148\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u9ad8\u6548\u3001\u6613\u7528\u7684\u5fae\u8c03\uff08Fine-Tuning\uff09\u5de5\u5177\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u8be5\u5de5\u5177\u7684\u6838\u5fc3\u529f\u80fd\u3001\u4f18\u52bf\u3001\u5e94\u7528\u573a\u666f\u4ee5\u53ca\u5b9e\u6218\u4f7f\u7528\u65b9\u6cd5\uff0c\u5e2e\u52a9\u60a8\u5feb\u901f\u6784\u5efa\u9ad8\u7cbe\u5ea6\u60c5\u611f\u5206\u6790\u6a21\u578b\u3002<\/p>\n<h2>\u5de5\u5177\u529f\u80fd\u4e0e\u6838\u5fc3\u4f18\u52bf<\/h2>\n<p>Hugging Face Transformers \u652f\u6301\u8d85\u8fc7 10 \u4e07\u79cd\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u6db5\u76d6 BERT\u3001RoBERTa\u3001DistilBERT \u7b49\u4e3b\u6d41\u67b6\u6784\u3002\u5176\u5fae\u8c03\u6d41\u7a0b\u9ad8\u5ea6\u81ea\u52a8\u5316\uff1a\u7528\u6237\u53ea\u9700\u51c6\u5907\u6807\u6ce8\u597d\u7684\u60c5\u611f\u6570\u636e\u96c6\uff08\u5982\u6b63\u9762\/\u8d1f\u9762\/\u4e2d\u7acb\uff09\uff0c\u8c03\u7528 <code>Trainer<\/code> API \u5373\u53ef\u5728\u51e0\u884c\u4ee3\u7801\u5185\u5b8c\u6210\u8bad\u7ec3\u3001\u8bc4\u4f30\u4e0e\u63a8\u7406\u3002\u6838\u5fc3\u4f18\u52bf\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u5f00\u7bb1\u5373\u7528<\/strong>\uff1a\u65e0\u9700\u4ece\u5934\u8bad\u7ec3\uff0c\u57fa\u4e8e\u9884\u8bad\u7ec3\u6a21\u578b\u8fc1\u79fb\u5b66\u4e60\uff0c\u5927\u5e45\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u3002<\/li>\n<li><strong>\u591a\u8bed\u8a00\u652f\u6301<\/strong>\uff1a\u5185\u7f6e\u4e2d\u6587\u60c5\u611f\u5206\u6790\u4e13\u7528\u6a21\u578b\uff08\u5982 <code>bert-base-chinese<\/code>\uff09\uff0c\u9002\u914d\u4e2d\u6587\u8bc4\u8bba\u3001\u793e\u4ea4\u5a92\u4f53\u6587\u672c\u3002<\/li>\n<li><strong>\u751f\u4ea7\u7ea7\u90e8\u7f72<\/strong>\uff1a\u901a\u8fc7 <code>pipeline<\/code> \u63a5\u53e3\u4e00\u952e\u5bfc\u51fa ONNX \u683c\u5f0f\uff0c\u652f\u6301\u4e91\u539f\u751f\u4e0e\u8fb9\u7f18\u8bbe\u5907\u3002<\/li>\n<li><strong>\u793e\u533a\u751f\u6001<\/strong>\uff1aHugging Face Hub \u63d0\u4f9b\u8d85\u8fc7 500 \u4e2a\u60c5\u611f\u5206\u6790\u4e13\u7528\u6a21\u578b\uff0c\u53ef\u76f4\u63a5\u7528\u4e8e\u8fc1\u79fb\u5fae\u8c03\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f\u89e3\u6790<\/h2>\n<h3>\u7535\u5546\u8bc4\u8bba\u5206\u6790<\/h3>\n<p>\u4f01\u4e1a\u53ef\u5fae\u8c03\u6a21\u578b\u5bf9\u5546\u54c1\u8bc4\u4ef7\u8fdb\u884c\u5b9e\u65f6\u60c5\u611f\u5206\u7c7b\uff0c\u8bc6\u522b\u5dee\u8bc4\u9884\u8b66\u3001\u597d\u8bc4\u5173\u952e\u8bcd\uff0c\u4f18\u5316\u5ba2\u6237\u670d\u52a1\u4e0e\u4ea7\u54c1\u8fed\u4ee3\u3002<\/p>\n<h3>\u793e\u4ea4\u5a92\u4f53\u8206\u60c5\u76d1\u63a7<\/h3>\n<p>\u653f\u5e9c\u53ca\u54c1\u724c\u673a\u6784\u5229\u7528\u5fae\u8c03\u540e\u7684\u6a21\u578b\u8ffd\u8e2a\u70ed\u70b9\u4e8b\u4ef6\u4e2d\u7684\u516c\u4f17\u60c5\u7eea\u8d8b\u52bf\uff0c\u652f\u6301\u5371\u673a\u516c\u5173\u51b3\u7b56\u3002<\/p>\n<h3>\u91d1\u878d\u60c5\u611f\u91cf\u5316<\/h3>\n<p>\u6295\u8d44\u673a\u6784\u901a\u8fc7\u5206\u6790\u8d22\u62a5\u7535\u8bdd\u4f1a\u8bae\u3001\u65b0\u95fb\u6807\u9898\u7684\u60c5\u611f\u503e\u5411\uff0c\u8f85\u52a9\u91cf\u5316\u4ea4\u6613\u7b56\u7565\u4e0e\u98ce\u9669\u9884\u6d4b\u3002<\/p>\n<h2>\u5982\u4f55\u4f7f\u7528\uff1a\u5b9e\u6218\u6b65\u9aa4\u6307\u5357<\/h2>\n<p>\u4ee5\u4e0b\u4ee5\u4e00\u4e2a\u4e2d\u6587\u60c5\u611f\u5206\u7c7b\u4efb\u52a1\u4e3a\u4f8b\uff1a<\/p>\n<ul>\n<li><strong>\u73af\u5883\u51c6\u5907<\/strong>\uff1a\u5b89\u88c5 <code>transformers<\/code>\u3001<code>datasets<\/code>\u3001<code>torch<\/code> \u5e93\u3002<\/li>\n<li><strong>\u6570\u636e\u52a0\u8f7d<\/strong>\uff1a\u4f7f\u7528 <code>datasets.load_dataset<\/code> \u52a0\u8f7d ChnSentiCorp \u7b49\u4e2d\u6587\u60c5\u611f\u6570\u636e\u96c6\u3002<\/li>\n<li><strong>\u6a21\u578b\u9009\u62e9<\/strong>\uff1a\u8c03\u7528 <code>AutoModelForSequenceClassification.from_pretrained('bert-base-chinese', num_labels=3)<\/code>\u3002<\/li>\n<li><strong>\u8bad\u7ec3\u914d\u7f6e<\/strong>\uff1a\u5b9a\u4e49 <code>TrainingArguments<\/code> \u8bbe\u7f6e\u5b66\u4e60\u7387\u3001\u6279\u6b21\u5927\u5c0f\u3001\u8bc4\u4f30\u7b56\u7565\u3002<\/li>\n<li><strong>\u542f\u52a8\u5fae\u8c03<\/strong>\uff1a\u521b\u5efa <code>Trainer<\/code> \u5b9e\u4f8b\u5e76\u6267\u884c <code>train()<\/code> \u65b9\u6cd5\u3002<\/li>\n<li><strong>\u63a8\u7406\u6d4b\u8bd5<\/strong>\uff1a\u4f7f\u7528 <code>pipeline('sentiment-analysis', model='.\/my_model')<\/code> \u5b9e\u65f6\u9884\u6d4b\u65b0\u6587\u672c\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u5f00\u53d1\u8005\u53ef\u5728 10 \u5206\u949f\u5185\u5b8c\u6210\u4e00\u4e2a\u9ad8\u7cbe\u5ea6\u4e2d\u6587\u60c5\u611f\u5206\u6790\u6a21\u578b\u7684\u5fae\u8c03\u3002\u66f4\u591a\u5b98\u65b9\u793a\u4f8b\u8bf7\u8bbf\u95ee <a href=\"https:\/\/huggingface.co\/docs\/transformers\/training\" target=\"_blank\">\u5b98\u65b9\u7f51\u7ad9<\/a>\u3002<\/p>\n<hr \/>\n<h2>\u6700\u65b0\u70ed\u70b9\u65b0\u95fb\uff1a\u767e\u5ea6\u6587\u5fc3\u5927\u6a21\u578b\u5347\u7ea7\u60c5\u611f\u5206\u6790\u80fd\u529b<\/h2>\n<p>\u3010\u6807\u9898\u3011\u767e\u5ea6\u6587\u5fc3\u5927\u6a21\u578b\u63a8\u51fa\u60c5\u611f\u5206\u6790\u589e\u5f3a\u7248\uff0c\u4e2d\u6587\u7406\u89e3\u51c6\u786e\u7387\u7a81\u783495%<\/p>\n<p>\u3010\u5206\u7c7b\u3011\u79d1\u6280<\/p>\n<p>\u3010\u6b63\u6587\u3011\u767e\u5ea6\u8fd1\u65e5\u5ba3\u5e03\u5176\u6587\u5fc3\u5927\u6a21\u578b\u5728\u60c5\u611f\u5206\u6790\u4efb\u52a1\u4e0a\u8fdb\u884c\u91cd\u5927\u5347\u7ea7\u3002\u65b0\u7248\u672c\u57fa\u4e8e\u5343\u4ebf\u53c2\u6570\u57fa\u5ea7\uff0c\u5728\u4e2d\u6587\u8bc4\u8bba\u3001\u5bf9\u8bdd\u3001\u65b0\u95fb\u7b49\u591a\u573a\u666f\u4e2d\u8fbe\u523095.3%\u7684\u51c6\u786e\u7387\uff0c\u8f83\u4e0a\u4e00\u4ee3\u63d0\u53476\u4e2a\u767e\u5206\u70b9\u3002\u8be5\u80fd\u529b\u5df2\u901a\u8fc7\u767e\u5ea6\u667a\u80fd\u4e91\u5f00\u653e\uff0c\u4f01\u4e1a\u53ef\u96f6\u4ee3\u7801\u8c03\u7528API\uff0c\u5b9e\u73b0\u8206\u60c5\u76d1\u6d4b\u3001\u5ba2\u670d\u8d28\u68c0\u7b49\u5e94\u7528\u3002\u767e\u5ea6\u526f\u603b\u88c1\u8868\u793a\uff0c\u6b64\u6b21\u5347\u7ea7\u805a\u7126\u4e2d\u6587\u9690\u6666\u60c5\u611f\u8868\u8fbe\uff0c\u5982\u53cd\u8bbd\u3001\u9690\u55bb\u7684\u8bc6\u522b\uff0c\u5c06\u63a8\u52a8\u7535\u5546\u3001\u91d1\u878d\u7b49\u884c\u4e1a\u667a\u80fd\u5316\u8f6c\u578b\u3002<\/p>\n<p>\u3010\u6765\u6e90\u3011<a href=\"https:\/\/www.163.com\/dy\/article\/JM8K1Q0A0511Q9CQ.html\" target=\"_blank\">\u7f51\u6613\u65b0\u95fb<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\uff0c\u60c5\u611f\u5206\u6790\uff08Sentiment Analysis\uff09\u662f\u6700\u5e38\u89c1\u7684\u5e94\u7528\u4e4b\u4e00\uff0c\u800c Hugging F [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[65,10311,8069,1708,644],"class_list":["post-10578","post","type-post","status-publish","format-standard","hentry","category-4","tag-ai","tag-fine-tuning","tag-hugging-face","tag-1708","tag-644"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/10578","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10578"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/10578\/revisions"}],"predecessor-version":[{"id":10579,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/10578\/revisions\/10579"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10578"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10578"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10578"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}