{"id":81472,"date":"2026-07-25T02:35:45","date_gmt":"2026-07-24T18:35:45","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/81472.html"},"modified":"2026-07-25T02:35:45","modified_gmt":"2026-07-24T18:35:45","slug":"%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8b%e8%bd%bd-hugging-face-%e6%a8%a1%e5%9e%8b%e7%9a%84-7-%e7%a7%8d%e6%96%b9%e6%b3%95%ef%bc%88%e9%99%84%e5%9b%bd%e5%86%85%e5%8a%a0%e9%80%9f-%e7%a6%bb%e7%ba%bf%e5%8a%a0","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/81472.html","title":{"rendered":"\u670d\u52a1\u5668\u4e0b\u8f7d Hugging Face \u6a21\u578b\u7684 7 \u79cd\u65b9\u6cd5\uff08\u9644\u56fd\u5185\u52a0\u901f + \u79bb\u7ebf\u52a0\u8f7d\uff09"},"content":{"rendered":"<p id=\"main-toc\">\u76ee\u5f55<\/p>\n<p id=\"%E4%B8%80%E3%80%81Hugging%20Face%20%E6%A8%A1%E5%9E%8B%E4%BB%93%E5%BA%93%E7%BB%93%E6%9E%84-toc\" style=\"margin-left:0px\">\u4e00\u3001Hugging Face \u6a21\u578b\u4ed3\u5e93\u7ed3\u6784<\/p>\n<p id=\"%E4%BA%8C%E3%80%81%E4%BD%BF%E7%94%A8%20git%20clone%20%E4%B8%8B%E8%BD%BD%EF%BC%88%E6%9C%80%E7%AE%80%E5%8D%95%EF%BC%89-toc\" style=\"margin-left:0px\">\u4e8c\u3001\u4f7f\u7528 git clone \u4e0b\u8f7d&#xff08;\u6700\u7b80\u5355&#xff09;<\/p>\n<p id=\"%E4%B8%89%E3%80%81%E4%BD%BF%E7%94%A8%20huggingface-cli%20%E4%B8%8B%E8%BD%BD%EF%BC%88%E6%9C%80%E6%8E%A8%E8%8D%90%20%E2%AD%90%EF%BC%89-toc\" style=\"margin-left:0px\">\u4e09\u3001\u4f7f\u7528 huggingface-cli\u00a0\u4e0b\u8f7d&#xff08;\u6700\u63a8\u8350 \u2b50&#xff09;<\/p>\n<p id=\"%E5%9B%9B%E3%80%81%E4%BD%BF%E7%94%A8%20Git%20LFS%20%E4%B8%8B%E8%BD%BD-toc\" style=\"margin-left:0px\">\u56db\u3001\u4f7f\u7528 Git LFS \u4e0b\u8f7d<\/p>\n<p id=\"%E4%BA%94%E3%80%81%E4%BD%BF%E7%94%A8%20Python%20%E4%B8%8B%E8%BD%BD%EF%BC%88%E5%AE%9E%E9%AA%8C%E6%9C%80%E6%96%B9%E4%BE%BF%EF%BC%89-toc\" style=\"margin-left:0px\">\u4e94\u3001\u4f7f\u7528 Python \u4e0b\u8f7d&#xff08;\u5b9e\u9a8c\u6700\u65b9\u4fbf&#xff09;<\/p>\n<p id=\"%E5%85%AD%E3%80%81Transformers%20%E8%87%AA%E5%8A%A8%E4%B8%8B%E8%BD%BD%EF%BC%88%E6%9C%80%E5%B8%B8%E8%A7%81%EF%BC%89-toc\" style=\"margin-left:0px\">\u516d\u3001Transformers \u81ea\u52a8\u4e0b\u8f7d&#xff08;\u6700\u5e38\u89c1&#xff09;<\/p>\n<p id=\"%E4%B8%83%E3%80%81%E5%9B%BD%E5%86%85%E6%9C%8D%E5%8A%A1%E5%99%A8%E5%8A%A0%E9%80%9F%E6%96%B9%E6%A1%88-toc\" style=\"margin-left:0px\">\u4e03\u3001\u56fd\u5185\u670d\u52a1\u5668\u52a0\u901f\u65b9\u6848<\/p>\n<p id=\"%E5%85%AB%E3%80%81%E6%89%B9%E9%87%8F%E4%B8%8B%E8%BD%BD%E6%A8%A1%E5%9E%8B%EF%BC%88%E6%9C%8D%E5%8A%A1%E5%99%A8%E5%B8%B8%E7%94%A8%EF%BC%89-toc\" style=\"margin-left:0px\">\u516b\u3001\u6279\u91cf\u4e0b\u8f7d\u6a21\u578b&#xff08;\u670d\u52a1\u5668\u5e38\u7528&#xff09;<\/p>\n<p id=\"%E4%B9%9D%E3%80%81%E7%A6%BB%E7%BA%BF%E5%8A%A0%E8%BD%BD%20Hugging%20Face%20%E6%A8%A1%E5%9E%8B-toc\" style=\"margin-left:0px\">\u4e5d\u3001\u79bb\u7ebf\u52a0\u8f7d Hugging Face \u6a21\u578b<\/p>\n<p id=\"%E6%80%BB%E7%BB%93-toc\" style=\"margin-left:0px\">\u603b\u7ed3<\/p>\n<p id=\"%E5%8F%82%E8%80%83-toc\" style=\"margin-left:0px\">\u53c2\u8003<\/p>\n<hr \/>\n<h2 id=\"%E4%B8%80%E3%80%81Hugging%20Face%20%E6%A8%A1%E5%9E%8B%E4%BB%93%E5%BA%93%E7%BB%93%E6%9E%84\">\u4e00\u3001Hugging Face \u6a21\u578b\u4ed3\u5e93\u7ed3\u6784<\/h2>\n<p>Hugging Face \u6a21\u578b\u901a\u5e38\u7c7b\u4f3c\u4e00\u4e2a Git \u4ed3\u5e93&#xff0c;\u4f8b\u5982&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1329\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260724183543-6a63b07f37389.png\" width=\"2561\" \/><\/p>\n<p>\u5176\u4e2d\u6700\u91cd\u8981\u7684\u662f&#xff1a;<\/p>\n<table>\n<tr>\u6587\u4ef6\u4f5c\u7528<\/tr>\n<tbody>\n<tr>\n<td>pytorch_model.bin<\/td>\n<td>\u6a21\u578b\u6743\u91cd<\/td>\n<\/tr>\n<tr>\n<td>config.json<\/td>\n<td>\u6a21\u578b\u914d\u7f6e<\/td>\n<\/tr>\n<tr>\n<td>tokenizer.json<\/td>\n<td>tokenizer<\/td>\n<\/tr>\n<tr>\n<td>README.md<\/td>\n<td>\u6a21\u578b\u8bf4\u660e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2 id=\"%E4%BA%8C%E3%80%81%E4%BD%BF%E7%94%A8%20git%20clone%20%E4%B8%8B%E8%BD%BD%EF%BC%88%E6%9C%80%E7%AE%80%E5%8D%95%EF%BC%89\">\u4e8c\u3001\u4f7f\u7528 git clone \u4e0b\u8f7d&#xff08;\u6700\u7b80\u5355&#xff09;<\/h2>\n<p>\u7c7b\u4f3c GitHub\u3002<\/p>\n<p>git clone https:\/\/huggingface.co\/openai\/clip-vit-base-patch32<\/p>\n<p>\u4f18\u70b9&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u7b80\u5355<\/p>\n<\/li>\n<li>\n<p>\u5b8c\u6574\u4e0b\u8f7d\u4ed3\u5e93<\/p>\n<\/li>\n<\/ul>\n<p>\u7f3a\u70b9&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4f9d\u8d56 Git LFS<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"%E4%B8%89%E3%80%81%E4%BD%BF%E7%94%A8%20huggingface-cli%20%E4%B8%8B%E8%BD%BD%EF%BC%88%E6%9C%80%E6%8E%A8%E8%8D%90%20%E2%AD%90%EF%BC%89\">\u4e09\u3001\u4f7f\u7528 huggingface-cli\u00a0\u4e0b\u8f7d&#xff08;\u6700\u63a8\u8350 \u2b50&#xff09;<\/h2>\n<p>\u8fd9\u662f \u76ee\u524d\u6700\u7a33\u5b9a\u7684\u65b9\u5f0f\u3002<\/p>\n<p id=\"1%20%E5%AE%89%E8%A3%85\">1 \u5b89\u88c5<\/p>\n<p>pip install huggingface_hub<\/p>\n<p id=\"2%20%E4%B8%8B%E8%BD%BD%E6%A8%A1%E5%9E%8B\">2 \u4e0b\u8f7d\u6a21\u578b<\/p>\n<p>huggingface-cli download openai\/clip-vit-base-patch32<\/p>\n<p># \u53ea\u4e0b\u8f7d\u6743\u91cd\u6587\u4ef6<br \/>\nhuggingface-cli download openai\/clip-vit-base-patch32 pytorch_model.bin <\/p>\n<p id=\"3%20%E6%8C%87%E5%AE%9A%E8%B7%AF%E5%BE%84\">3 \u6307\u5b9a\u8def\u5f84<\/p>\n<p>huggingface-cli download openai\/clip-vit-base-patch32 &#8211;local-dir .\/clip_model<\/p>\n<p>\u4f18\u70b9&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u81ea\u52a8\u5904\u7406\u5927\u6587\u4ef6<\/p>\n<\/li>\n<li>\n<p>\u652f\u6301\u65ad\u70b9\u7eed\u4f20<\/p>\n<\/li>\n<li>\n<p>\u4e0d\u9700\u8981 Git LFS<\/p>\n<\/li>\n<li>\n<p>\u4e0b\u8f7d\u66f4\u7a33\u5b9a<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"%E5%9B%9B%E3%80%81%E4%BD%BF%E7%94%A8%20Git%20LFS%20%E4%B8%8B%E8%BD%BD\">\u56db\u3001\u4f7f\u7528 Git LFS \u4e0b\u8f7d<\/h2>\n<p>\u5f88\u591a Hugging Face \u6a21\u578b\u4f7f\u7528 Git LFS&#xff08;Large File Storage&#xff09;\u3002<\/p>\n<p>\u5b89\u88c5&#xff1a;<\/p>\n<p>sudo apt install git-lfs<\/p>\n<p>\u521d\u59cb\u5316&#xff1a;<\/p>\n<p>git lfs install<\/p>\n<p>\u7136\u540e clone&#xff1a;<\/p>\n<p>git clone https:\/\/huggingface.co\/openai\/clip-vit-base-patch32<\/p>\n<p>\u5426\u5219\u4e0b\u8f7d\u5230\u7684\u53ef\u80fd\u662f&#xff1a;<\/p>\n<p>pytorch_model.bin<\/p>\n<p>\u4f46\u5176\u5b9e\u53ea\u662f LFS pointer \u6587\u4ef6\u3002<\/p>\n<hr \/>\n<h2 id=\"%E4%BA%94%E3%80%81%E4%BD%BF%E7%94%A8%20Python%20%E4%B8%8B%E8%BD%BD%EF%BC%88%E5%AE%9E%E9%AA%8C%E6%9C%80%E6%96%B9%E4%BE%BF%EF%BC%89\">\u4e94\u3001\u4f7f\u7528 Python \u4e0b\u8f7d&#xff08;\u5b9e\u9a8c\u6700\u65b9\u4fbf&#xff09;<\/h2>\n<p>\u5f88\u591a\u8bba\u6587\u4ee3\u7801\u90fd\u4f7f\u7528\u8fd9\u79cd\u65b9\u5f0f\u3002<\/p>\n<p>from huggingface_hub import snapshot_download<\/p>\n<p>snapshot_download(<br \/>\n    repo_id&#061;&#034;openai\/clip-vit-base-patch32&#034;,<br \/>\n    local_dir&#061;&#034;.\/clip_model&#034;<br \/>\n)<\/p>\n<p>\u4f18\u70b9&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u81ea\u52a8\u7f13\u5b58<\/p>\n<\/li>\n<li>\n<p>\u4e0d\u4f1a\u91cd\u590d\u4e0b\u8f7d<\/p>\n<\/li>\n<li>\n<p>\u4e0e Transformers \u517c\u5bb9<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"%E5%85%AD%E3%80%81Transformers%20%E8%87%AA%E5%8A%A8%E4%B8%8B%E8%BD%BD%EF%BC%88%E6%9C%80%E5%B8%B8%E8%A7%81%EF%BC%89\">\u516d\u3001Transformers \u81ea\u52a8\u4e0b\u8f7d&#xff08;\u6700\u5e38\u89c1&#xff09;<\/h2>\n<p>\u5982\u679c\u4f7f\u7528 Transformers&#xff1a;<\/p>\n<p>from transformers import CLIPModel<\/p>\n<p>model &#061; CLIPModel.from_pretrained(&#034;openai\/clip-vit-base-patch32&#034;)<\/p>\n<p>Transformers \u4f1a\u81ea\u52a8&#xff1a;<\/p>\n<p>1 \u4e0b\u8f7d\u6a21\u578b 2 \u7f13\u5b58\u5230\u672c\u5730<\/p>\n<p>\u7f13\u5b58\u8def\u5f84&#xff1a;<\/p>\n<p>~\/.cache\/huggingface<\/p>\n<hr \/>\n<h2 id=\"%E4%B8%83%E3%80%81%E5%9B%BD%E5%86%85%E6%9C%8D%E5%8A%A1%E5%99%A8%E5%8A%A0%E9%80%9F%E6%96%B9%E6%A1%88\">\u4e03\u3001\u56fd\u5185\u670d\u52a1\u5668\u52a0\u901f\u65b9\u6848<\/h2>\n<p>\u5f88\u591a\u56fd\u5185\u670d\u52a1\u5668\u8bbf\u95ee Hugging Face \u4f1a\u5f88\u6162\u3002<\/p>\n<p>\u53ef\u4ee5\u4f7f\u7528 \u955c\u50cf\u7ad9&#xff1a;<\/p>\n<p>export HF_ENDPOINT&#061;https:\/\/hf-mirror.com<\/p>\n<p>\u7136\u540e\u518d\u4e0b\u8f7d&#xff1a;<\/p>\n<p>huggingface-cli download openai\/clip-vit-base-patch32<\/p>\n<p>Python \u65b9\u5f0f&#xff1a;<\/p>\n<p>import os<br \/>\nos.environ[&#034;HF_ENDPOINT&#034;] &#061; &#034;https:\/\/hf-mirror.com&#034;<\/p>\n<hr \/>\n<h2 id=\"%E5%85%AB%E3%80%81%E6%89%B9%E9%87%8F%E4%B8%8B%E8%BD%BD%E6%A8%A1%E5%9E%8B%EF%BC%88%E6%9C%8D%E5%8A%A1%E5%99%A8%E5%B8%B8%E7%94%A8%EF%BC%89\">\u516b\u3001\u6279\u91cf\u4e0b\u8f7d\u6a21\u578b&#xff08;\u670d\u52a1\u5668\u5e38\u7528&#xff09;<\/h2>\n<p>\u5982\u679c\u9700\u8981\u6279\u91cf\u4e0b\u8f7d\u591a\u4e2a\u6a21\u578b&#xff0c;\u53ef\u4ee5\u5199\u811a\u672c\u3002<\/p>\n<p id=\"download_models.sh\">download_models.sh<\/p>\n<p>models&#061;(<br \/>\nopenai\/clip-vit-base-patch32<br \/>\nbert-base-uncased<br \/>\ngoogle\/vit-base-patch16-224<br \/>\n)<\/p>\n<p>for model in &#034;${models[&#064;]}&#034;<br \/>\ndo<br \/>\n    huggingface-cli download $model &#8211;local-dir .\/models\/$model<br \/>\ndone<\/p>\n<p>\u8fd0\u884c&#xff1a;<\/p>\n<p>bash download_models.sh<\/p>\n<hr \/>\n<h2 id=\"%E4%B9%9D%E3%80%81%E7%A6%BB%E7%BA%BF%E5%8A%A0%E8%BD%BD%20Hugging%20Face%20%E6%A8%A1%E5%9E%8B\">\u4e5d\u3001\u79bb\u7ebf\u52a0\u8f7d Hugging Face \u6a21\u578b<\/h2>\n<p>\u5982\u679c\u670d\u52a1\u5668 \u4e0d\u80fd\u8054\u7f51&#xff0c;\u53ef\u4ee5\u5148\u4e0b\u8f7d\u518d\u4e0a\u4f20\u670d\u52a1\u5668\u3002<\/p>\n<p id=\"%E7%AC%AC%E4%B8%80%E6%AD%A5%EF%BC%9A%E4%B8%8B%E8%BD%BD\">\u7b2c\u4e00\u6b65&#xff1a;\u4e0b\u8f7d<\/p>\n<p>huggingface-cli download openai\/clip-vit-base-patch32 &#8211;local-dir .\/clip_model<\/p>\n<p id=\"%E7%AC%AC%E4%BA%8C%E6%AD%A5%EF%BC%9A%E4%B8%8A%E4%BC%A0%E6%9C%8D%E5%8A%A1%E5%99%A8\">\u7b2c\u4e8c\u6b65&#xff1a;\u4e0a\u4f20\u670d\u52a1\u5668<\/p>\n<p>scp -r clip_model server:\/data\/models<\/p>\n<p id=\"%E7%AC%AC%E4%B8%89%E6%AD%A5%EF%BC%9A%E7%A6%BB%E7%BA%BF%E5%8A%A0%E8%BD%BD\">\u7b2c\u4e09\u6b65&#xff1a;\u79bb\u7ebf\u52a0\u8f7d<\/p>\n<p>from transformers import CLIPModel<\/p>\n<p>model &#061; CLIPModel.from_pretrained(&#034;\/data\/models\/clip_model&#034;)<\/p>\n<hr \/>\n<h2 id=\"%E6%80%BB%E7%BB%93\">\u603b\u7ed3<\/h2>\n<table>\n<tr>\u65b9\u6cd5\u63a8\u8350\u7a0b\u5ea6\u9002\u7528\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td>git clone<\/td>\n<td>\u2b50\u2b50\u2b50<\/td>\n<td>\u4e0b\u8f7d\u5b8c\u6574\u4ed3\u5e93\u63a8\u8350\u4f7f\u7528<\/td>\n<\/tr>\n<tr>\n<td>huggingface-cli download<\/td>\n<td>\u2b50\u2b50\u2b50\u2b50<\/td>\n<td>\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd&#xff08;\u6700\u63a8\u8350&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>Git LFS<\/td>\n<td>\u2b50\u2b50<\/td>\n<td>\u914d\u5408 git clone<\/td>\n<\/tr>\n<tr>\n<td>Python snapshot_download<\/td>\n<td>\u2b50\u2b50\u2b50\u2b50<\/td>\n<td>\u5b9e\u9a8c\u4ee3\u7801\u4e2d\u4f7f\u7528<\/td>\n<\/tr>\n<tr>\n<td>Transformers \u81ea\u52a8\u4e0b\u8f7d<\/td>\n<td>\u2b50\u2b50\u2b50<\/td>\n<td>\u76f4\u63a5\u52a0\u8f7d\u6a21\u578b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2 id=\"%E5%8F%82%E8%80%83\">\u53c2\u8003<\/h2>\n<p>Hugging Face https:\/\/huggingface.co<\/p>\n<p>Transformers https:\/\/huggingface.co\/docs\/transformers<\/p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u5f55<br \/>\n\u4e00\u3001Hugging Face \u6a21\u578b\u4ed3\u5e93\u7ed3\u6784<br \/>\n\u4e8c\u3001\u4f7f\u7528 git clone \u4e0b\u8f7d&#xff08;\u6700\u7b80\u5355&#xff09;<br \/>\n\u4e09\u3001\u4f7f\u7528 huggingface-cli\u00a0\u4e0b\u8f7d&#xff08;\u6700\u63a8\u8350 \u2b50&#xff09;<br \/>\n\u56db\u3001\u4f7f\u7528 Git LFS \u4e0b\u8f7d<br \/>\n\u4e94\u3001\u4f7f\u7528 Python \u4e0b\u8f7d&#xff08;\u5b9e\u9a8c\u6700\u65b9\u4fbf&#xff09;<br \/>\n\u516d\u3001Transformers \u81ea\u52a8\u4e0b\u8f7d&#xff08;\u6700\u5e38\u89c1&#xff09;<br \/>\n\u4e03\u3001\u56fd\u5185\u670d\u52a1\u5668\u52a0\u901f\u65b9\u6848<br 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