{"id":25252,"date":"2026-06-10T16:25:28","date_gmt":"2026-06-10T08:25:28","guid":{"rendered":"https:\/\/ab123.xyz\/?p=25252"},"modified":"2026-06-10T16:25:28","modified_gmt":"2026-06-10T08:25:28","slug":"hugging-face-transformers%e6%a8%a1%e5%9e%8b%e5%be%ae%e8%b0%83%e4%b8%8e%e9%83%a8%e7%bd%b2%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=25252","title":{"rendered":"Hugging Face Transformers\u6a21\u578b\u5fae\u8c03\u4e0e\u90e8\u7f72\u6307\u5357"},"content":{"rendered":"<p>Hugging Face Transformers \u5df2\u6210\u4e3a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u6700\u6d41\u884c\u7684\u5f00\u6e90\u5e93\u4e4b\u4e00\uff0c\u5b83\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u6570\u5343\u4e2a\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5e76\u652f\u6301 PyTorch\u3001TensorFlow \u548c JAX \u7b49\u4e3b\u6d41\u6846\u67b6\u3002\u672c\u6307\u5357\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u5229\u7528\u8be5\u5de5\u5177\u8fdb\u884c\u6a21\u578b\u5fae\u8c03\u4e0e\u90e8\u7f72\uff0c\u5e2e\u52a9\u60a8\u5feb\u901f\u5c06\u901a\u7528\u6a21\u578b\u9002\u914d\u5230\u7279\u5b9a\u4e1a\u52a1\u573a\u666f\u3002<\/p>\n<p><a href=\"https:\/\/huggingface.co\/docs\/transformers\/index\" target=\"_blank\">\u5b98\u65b9\u7f51\u7ad9<\/a><\/p>\n<h2>\u6838\u5fc3\u529f\u80fd\u4e0e\u4f18\u52bf<\/h2>\n<p>Hugging Face Transformers \u7684\u6838\u5fc3\u529f\u80fd\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u7edf\u4e00\u7684\u6a21\u578b\u63a5\u53e3\uff1a\u6240\u6709 Transformer \u6a21\u578b\uff08\u5982 BERT\u3001GPT\u3001T5\uff09\u5171\u4eab\u76f8\u540c\u7684\u52a0\u8f7d\u3001\u8bad\u7ec3\u548c\u63a8\u7406 API\u3002<\/li>\n<li>\u4e30\u5bcc\u7684\u9884\u8bad\u7ec3\u6743\u91cd\uff1aHugging Face Hub \u6258\u7ba1\u8d85\u8fc7 10 \u4e07\u4e2a\u6a21\u578b\uff0c\u8986\u76d6\u6587\u672c\u5206\u7c7b\u3001\u7ffb\u8bd1\u3001\u95ee\u7b54\u7b49\u4efb\u52a1\u3002<\/li>\n<li>\u81ea\u52a8\u5fae\u8c03\u5de5\u5177\uff1a\u901a\u8fc7 Trainer \u7c7b\u6216\u81ea\u5b9a\u4e49\u8bad\u7ec3\u5faa\u73af\uff0c\u53ef\u5feb\u901f\u9002\u914d\u6570\u636e\u96c6\u3002<\/li>\n<li>\u65e0\u7f1d\u90e8\u7f72\uff1a\u652f\u6301 ONNX\u3001TensorRT \u4f18\u5316\uff0c\u4ee5\u53ca Hugging Face Inference API \u548c\u81ea\u5efa\u670d\u52a1\u3002<\/li>\n<\/ul>\n<h2>\u6a21\u578b\u5fae\u8c03\u5b9e\u6218\u6d41\u7a0b<\/h2>\n<h3>\u6570\u636e\u51c6\u5907<\/h3>\n<p>\u4f7f\u7528 Datasets \u5e93\u52a0\u8f7d\u3001\u6e05\u6d17\u548c\u62c6\u5206\u6570\u636e\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u60c5\u611f\u5206\u6790\u4efb\u52a1\uff0c\u53ef\u4ece Hugging Face Hub \u52a0\u8f7d IMDb \u6570\u636e\u96c6\uff0c\u5e76\u8fdb\u884c tokenization \u5904\u7406\u3002<\/p>\n<h3>\u52a0\u8f7d\u57fa\u7840\u6a21\u578b\u4e0e\u914d\u7f6e<\/h3>\n<p>\u901a\u8fc7 AutoModelForSequenceClassification \u52a0\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5e76\u6307\u5b9a\u5206\u7c7b\u6807\u7b7e\u6570\u91cf\u3002\u8bbe\u7f6e\u8bad\u7ec3\u53c2\u6570\uff0c\u5982\u5b66\u4e60\u7387\u3001\u6279\u6b21\u5927\u5c0f\u548c epoch \u6570\u3002<\/p>\n<h3>\u8bad\u7ec3\u4e0e\u8bc4\u4f30<\/h3>\n<p>\u5229\u7528 Trainer API \u542f\u52a8\u8bad\u7ec3\uff0c\u540c\u65f6\u76d1\u63a7\u9a8c\u8bc1\u96c6\u4e0a\u7684 loss \u548c accuracy\u3002\u8bad\u7ec3\u5b8c\u6210\u540e\u4fdd\u5b58\u6a21\u578b\u6743\u91cd\u81f3\u672c\u5730\u6216\u63a8\u9001\u81f3 Hub\u3002<\/p>\n<h2>\u6a21\u578b\u90e8\u7f72\u65b9\u6848<\/h2>\n<h3>\u672c\u5730\u90e8\u7f72<\/h3>\n<p>\u4f7f\u7528 Pipeline API \u5c01\u88c5\u6a21\u578b\uff0c\u901a\u8fc7 Flask \u6216 FastAPI \u6784\u5efa RESTful \u63a5\u53e3\u3002\u63a8\u8350\u4f7f\u7528 ONNX Runtime \u52a0\u901f\u63a8\u7406\uff0c\u964d\u4f4e\u5ef6\u8fdf\u3002<\/p>\n<h3>\u4e91\u7aef\u90e8\u7f72<\/h3>\n<p>\u5c06\u6a21\u578b\u4e0a\u4f20\u81f3 Hugging Face Hub\uff0c\u901a\u8fc7 Inference Endpoints \u4e00\u952e\u90e8\u7f72\u4e3a HTTPS \u670d\u52a1\uff0c\u652f\u6301\u81ea\u52a8\u7f29\u653e\u548c\u8d1f\u8f7d\u5747\u8861\u3002\u4e5f\u53ef\u96c6\u6210\u5230 Amazon SageMaker\u3001Google Cloud AI Platform \u7b49\u5e73\u53f0\u3002<\/p>\n<h3>\u8fb9\u7f18\u8bbe\u5907\u90e8\u7f72<\/h3>\n<p>\u4f7f\u7528 Optimum \u5e93\u5c06\u6a21\u578b\u8f6c\u6362\u4e3a INT8\/FP16 \u91cf\u5316\u7248\u672c\uff0c\u7ed3\u5408 ONNX Runtime Lite \u5728\u79fb\u52a8\u7aef\u548c IoT \u8bbe\u5907\u4e0a\u8fd0\u884c\u3002<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ul>\n<li>\u667a\u80fd\u5ba2\u670d\uff1a\u5fae\u8c03\u5bf9\u8bdd\u6a21\u578b\u4ee5\u7406\u89e3\u884c\u4e1a\u672f\u8bed\u548c\u7528\u6237\u610f\u56fe\u3002<\/li>\n<li>\u5185\u5bb9\u5ba1\u6838\uff1a\u57fa\u4e8e RoBERTa \u5fae\u8c03\u5b9e\u73b0\u591a\u8bed\u8a00\u8fdd\u89c4\u5185\u5bb9\u68c0\u6d4b\u3002<\/li>\n<li>\u533b\u7597\u6587\u672c\u5206\u6790\uff1a\u5728 BioBERT \u57fa\u7840\u4e0a\u5fae\u8c03\u7528\u4e8e\u75c5\u5386\u5b9e\u4f53\u8bc6\u522b\u3002<\/li>\n<\/ul>\n<p>Hugging Face Transformers \u8fd8\u63d0\u4f9b\u4e30\u5bcc\u7684\u793e\u533a\u6559\u7a0b\u548c\u9884\u8bad\u7ec3 Checkpoint\uff0c\u5373\u4f7f\u6ca1\u6709\u6df1\u5ea6 GPU \u8d44\u6e90\uff0c\u4e5f\u53ef\u501f\u52a9 Google Colab \u5b8c\u6210\u5fae\u8c03\u3002\u7acb\u5373\u8bbf\u95ee\u5b98\u7f51\u63a2\u7d22\u66f4\u591a\u529f\u80fd\u4e0e\u6848\u4f8b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hugging Face Transformers \u5df2\u6210\u4e3a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u6700\u6d41\u884c\u7684\u5f00\u6e90\u5e93\u4e4b\u4e00\uff0c\u5b83\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86 [&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":[8069,1804,25403,18689,10177],"class_list":["post-25252","post","type-post","status-publish","format-standard","hentry","category-4","tag-hugging-face","tag-nlp","tag-transformers","tag-18689","tag-10177"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/25252","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=25252"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/25252\/revisions"}],"predecessor-version":[{"id":25253,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/25252\/revisions\/25253"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=25252"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=25252"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=25252"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}