{"id":78848,"date":"2025-12-05T16:46:30","date_gmt":"2025-12-05T08:46:30","guid":{"rendered":"https:\/\/aicats.wiki\/?p=78848"},"modified":"2025-12-05T16:47:27","modified_gmt":"2025-12-05T08:47:27","slug":"huggingface-%e9%95%9c%e5%83%8f%e4%bd%bf%e7%94%a8%e5%85%a8%e6%94%bb%e7%95%a5%ef%bc%9a%e5%9b%bd%e5%86%85%e7%94%a8%e6%88%b7%e5%a6%82%e4%bd%95%e9%ab%98%e6%95%88%e4%b8%8b%e8%bd%bd%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html","title":{"rendered":"huggingface \u93e1\u50cf\u4f7f\u7528\u5168\u653b\u7565\uff1a\u570b\u5167\u7528\u6236\u5982\u4f55\u6709\u6548\u7387\u5730\u4e0b\u8f09\u6a21\u578b\u8207\u8cc7\u6599\u96c6\uff1f"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/aicats.wiki\/2025\/12\/03\/76831.html\" title=\"rmsnorm\u5728Transformer\u6a21\u578b\u4e2d\u7684\u4f5c\u7528\u89e3\u6790\u53ca\u5b9e\u7528\u6307\u5357\">HuggingFace<\/a> \u955c\u50cf\u7ad9\u5e26\u6765\u9ad8\u901f\u3001\u4fbf\u6377\u3001\u7a33\u5b9a\u7684\u4e0b\u8f7d\u65b0\u4f53\u9a8c\uff0c\u89e3\u51b3\u56fd\u5185\u5f00\u53d1\u8005\u83b7\u53d6\u5f00\u6e90\u6a21\u578b\u4e0e\u6570\u636e\u96c6\u7684\u75db\u70b9\uff01<\/strong>\u672c\u6587\u6df1\u5165\u89e3\u6790\u4e3b\u6d41 HuggingFace \u955c\u50cf\u9009\u62e9\u3001\u52a0\u901f\u5de5\u5177\u7ec4\u5408\u3001Token \u6743\u9650\u96be\u9898\u53ca\u5b58\u50a8\u7ba1\u7406\u8981\u70b9\uff0c\u8f85\u4ee5\u5b9e\u64cd\u6b65\u9aa4\u3001\u5e38\u89c1\u95ee\u9898\u5bf9\u7167\u8868\u548c\u5b9e\u7528\u94fe\u63a5\uff0c\u52a9\u60a8\u5feb\u901f\u90e8\u7f72 <a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a> \u7814\u53d1\u73af\u5883\u3002<strong>\u8fc8\u5411\u9ad8\u6548\u6a21\u578b\u4e0b\u8f7d\u65b0\u65f6\u4ee3\uff01<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1920\" height=\"1005\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/12\/image-72-1.jpg\" alt=\"huggingface \u955c\u50cf\u4f7f\u7528\u5168\u653b\u7565\uff1a\u56fd\u5185\u7528\u6237\u5982\u4f55\u9ad8\u6548\u4e0b\u8f7d\u6a21\u578b\u4e0e\u6570\u636e\u96c6\uff1f\n\" class=\"wp-image-78983\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u534e\u8bed AI \u5f00\u53d1\u8005\u798f\u97f3\uff1a\u6df1\u5ea6\u89e3\u6790 huggingface \u955c\u50cf\u52a0\u901f\u65b9\u6848<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 AI \u6a21\u578b\u5f00\u53d1\u6d6a\u6f6e\u4e2d\uff0c<strong>HuggingFace \u5e73\u53f0<\/strong>\u51ed\u501f\u5176\u5e9e\u5927\u5f00\u6e90\u6a21\u578b\u548c\u6570\u636e\u96c6\u8d44\u6e90\uff0c\u6210\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u5de5\u5177\u3002\u4f46\u56fd\u5185\u7528\u6237\u5e38\u906d\u9047\u5b98\u7f51\u8fde\u63a5\u4e0d\u7a33\u5b9a\u3001\u4e0b\u8f7d\u7f13\u6162\u3001\u751a\u81f3\u8fde\u63a5\u62d2\u7edd\u7b49\u56f0\u96be\u3002<strong>huggingface \u955c\u50cf<\/strong>\u7ad9\u5e94\u8fd0\u800c\u751f\uff0c\u4e3a\u5f00\u53d1\u8005\u5e26\u6765\u9ad8\u901f\u3001\u4fbf\u6377\u3001\u7a33\u5b9a\u7684\u65b0\u4f53\u9a8c\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">huggingface \u955c\u50cf\u7ad9\u70b9\u6982\u89c8<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u955c\u50cf\u7ad9\u7684\u539f\u7406\u4e0e\u4f18\u52bf<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e0b\u8f7d\u901f\u5ea6\u5feb<\/strong>\uff0c\u52a8\u8f84\u6570\u5341 MB\/s\uff1b<\/li>\n\n\n\n<li><strong>\u8fde\u63a5\u7a33\u5b9a<\/strong>\uff0c\u65e0\u56fd\u9645\u7f51\u7edc\u74f6\u9888\uff1b<\/li>\n\n\n\n<li><strong>\u65e0\u9700 VPN<\/strong>\uff0c\u76f4\u63a5\u9ad8\u901f\u8bbf\u95ee\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/12\/my_prefix_1764843906.jpg\" alt=\"huggingface\u5b98\u7db2\u754c\u9762\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/huggingface.co\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >huggingface\u5b98\u7db2\u754c\u9762<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u6d41 huggingface \u955c\u50cf\u7ad9\u5bf9\u6bd4\u8868<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u955c\u50cf\u7ad9\u540d\u79f0<\/th><th>\u5b98\u7f51\/\u4e3b\u9875<\/th><th>\u652f\u6301\u6a21\u578b<\/th><th>\u652f\u6301\u6570\u636e\u96c6<\/th><th>\u662f\u5426\u540c\u6b65\u5b98\u65b9<\/th><th>\u8bbf\u95ee\u901f\u5ea6<\/th><th>Token \u652f\u6301<\/th><th>\u5907\u6ce8<\/th><\/tr><tr><td><a href=\"https:\/\/hf-mirror.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >hf-mirror.com<\/a><\/td><td>https:\/\/hf-mirror.com\/<\/td><td>\u221a<\/td><td>\u221a<\/td><td>\u81ea\u52a8\u3001\u8f83\u65b0<\/td><td>\u6781\u5feb<\/td><td>\u221a<\/td><td>hfd \u4e0b\u8f7d\u5de5\u5177<\/td><\/tr><tr><td><a href=\"https:\/\/mirrors.tuna.tsinghua.edu.cn\/help\/huggingface\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u6e05\u534e Tuna \u955c\u50cf<\/a><\/td><td>\u6e05\u534e<\/td><td>\u221a<\/td><td>\u221a<\/td><td>\u81ea\u52a8\u66f4\u65b0<\/td><td>\u5feb<\/td><td>\u90e8\u5206<\/td><td>\u53c2\u8003\u5e2e\u52a9\u6587\u6863<\/td><\/tr><tr><td><a href=\"https:\/\/mirrors.ustc.edu.cn\/huggingface\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u4e2d\u56fd\u79d1\u5927\u955c\u50cf<\/a><\/td><td>USTC<\/td><td>\u221a<\/td><td>\u221a<\/td><td>\u81ea\u52a8\u66f4\u65b0<\/td><td>\u5feb<\/td><td>\u90e8\u5206<\/td><td>\u652f\u6301 cache<\/td><\/tr><tr><td><a href=\"https:\/\/mirrors.bit.edu.cn\/huggingface\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >BIT \u955c\u50cf<\/a><\/td><td>BIT<\/td><td>\u221a<\/td><td>\u221a<\/td><td>\u81ea\u52a8<\/td><td>\u8f83\u5feb<\/td><td>\u90e8\u5206<\/td><td>\u6d3b\u8dc3\u5ea6\u4e00\u822c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>hf-mirror.com \u652f\u6301\u5b98\u65b9\u6388\u6743 Token\uff0c\u53ef\u65e0\u7f1d\u4e0b\u8f7d gated model\uff01<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56fd\u5185\u4e0b\u8f7d huggingface \u9762\u4e34\u7684\u75db\u70b9<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u76f4\u8fde\u6613\u8d85\u65f6\/\u5931\u8d25<\/strong>\uff0c\u5927\u6587\u4ef6\u5c24\u751a\uff1b<\/li>\n\n\n\n<li><strong>\u901f\u7387\u6781\u6162<\/strong>\uff0c\u9ad8\u5cf0\u671f\u4e0d\u8db3 100KB\/s\uff1b<\/li>\n\n\n\n<li><strong>\u90e8\u5206\u8d44\u6e90\u9700 Token \u6388\u6743<\/strong>\uff0c\u955c\u50cf\u591a\u53ef\u7ed5\u8fc7\uff1b<\/li>\n\n\n\n<li><strong>\u5b58\u50a8\u538b\u529b\u5927<\/strong>\uff0c\u78c1\u76d8\u5bb9\u6613\u7206\u6ee1\uff1b<\/li>\n\n\n\n<li>\u5927\u6d41\u91cf\u4e0b\u6613\u88ab\u9650\u5236\uff0c\u955c\u50cf\u53ef\u89c4\u907f\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">huggingface \u955c\u50cf\u5b9e\u64cd\u6307\u5357<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6d4f\u89c8\u5668\/Web \u76f4\u63a5\u4e0b\u8f7d<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1920\" height=\"1021\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/12\/image-72-2.jpg\" alt=\"hf-mirror\u52a0\u901f\u7ad9\u9996\u9801\" class=\"wp-image-78988\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/hf-mirror.com\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >hf-mirror\u52a0\u901f\u7ad9\u9996\u9801<\/a><\/figcaption><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bbf\u95ee <a href=\"https:\/\/hf-mirror.com\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >hf-mirror.com<\/a>\uff0c\u641c\u7d22\u76ee\u6807\u8d44\u6e90\uff0c\u7f51\u9875\u76f4\u63a5\u590d\u5236\u4e0b\u8f7d\u94fe\u63a5\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u547d\u4ee4\u884c\u811a\u672c\u6279\u91cf\u4e0b\u8f7d\uff08\u63a8\u8350\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u65b9\u5f0f\u4e00\uff1ahfd.sh\uff08hf-mirror \u5b98\u65b9\uff09<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b89\u88c5 aria2\uff1a<br><code>apt update &amp;&amp; apt install aria2 -y<\/code><\/li>\n\n\n\n<li>wget \u4e0b\u8f7d hfd \u811a\u672c\uff1a<br><code>wget https:\/\/hf-mirror.com\/hfd\/hfd.sh &amp;&amp; chmod +x hfd.sh<\/code><\/li>\n\n\n\n<li>\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf\uff1a<br><code>export HF_ENDPOINT=https:\/\/hf-mirror.com<\/code><\/li>\n\n\n\n<li>\u4e0b\u8f7d\u6a21\u578b\uff1a<br><code>.\/hfd.sh meta-llama\/Meta-Llama-3-70B --hf_username your_hf_username --hf_token hf_xxx --tool aria2c -x 4<\/code><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u6570\u636e\u96c6\u7528\u6cd5\u7c7b\u4f3c\uff0c\u6a21\u578b\u540d\u6362\u4e3a\u6570\u636e\u96c6\u540d\u5373\u53ef\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u65b9\u5f0f\u4e8c\uff1ahuggingface-cli + \u955c\u50cf<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b89\u88c5\uff1a<br><code>python3 -m pip install huggingface_hub<\/code><\/li>\n\n\n\n<li>\u8bbe\u7f6e\u955c\u50cf\u73af\u5883\u53d8\u91cf\uff0c\u4e0b\u8f7d\u6a21\u578b\uff1a<br><code>export HF_ENDPOINT=https:\/\/hf-mirror.com<br>huggingface-cli download google\/t5-v1_1-xxl --local-dir .\/google-t5-v1_1-xxl<\/code><\/li>\n\n\n\n<li>\u8fdb\u9636\uff1ahf_transfer<br><code>python3 -m pip install huggingface_hub[hf_transfer]<br>export HF_HUB_ENABLE_HF_TRANSFER=1<\/code><\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"1920\" height=\"1024\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/12\/image-72-3.jpg\" alt=\"huggingface-cli \u9875\u9762\" class=\"wp-image-78991\" style=\"aspect-ratio:1.8750112278810742;width:1324px;height:auto\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/huggingface.co\/docs\/huggingface_hub\/main\/en\/guides\/cli\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >huggingface-cli \u9875\u9762<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">HuggingFace Downloader\uff08Python \u811a\u672c\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u5730\u5740: <a href=\"https:\/\/github.com\/LetheSec\/HuggingFace-Download-Accelerator\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >LetheSec\/HuggingFace-Download-Accelerator<\/a><br>\u652f\u6301 include\/exclude \u7cbe\u9009\u3001\u81ea\u52a8\u955c\u50cf\u914d\u7f6e\u3001Token \u7ba1\u7406\u3002<\/p>\n\n\n\n<!--wp-compress-html--><!--wp-compress-html no compression-->\n<pre class=\"wp-block-preformatted\">python hf_download.py --model lmsys\/vicuna-7b-v1.5 --save_dir .\/hf_models --token hf_xxx --use_mirror True<\/pre>\n<!--wp-compress-html no compression--><!--wp-compress-html-->\n\n\n\n<h3 class=\"wp-block-heading\">\u4f01\u4e1a\/\u56e2\u961f\u5206\u5e03\u5f0f\u5b9e\u8df5<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1937\" height=\"1035\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/12\/image-72.png\" alt=\"HuggingFace Downloader\u9875\u9762\" class=\"wp-image-78996\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/github.com\/LetheSec\/HuggingFace-Download-Accelerator\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >HuggingFace Downloader\u9875\u9762<\/a><\/figcaption><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5171\u4eab\u9ad8\u6027\u80fd\u5b58\u50a8<\/strong>\uff0c\u5404\u6210\u5458\u5171\u7528\u6a21\u578b\u76ee\u5f55<\/li>\n\n\n\n<li>\u5927\u6a21\u578b\u5efa\u8bae\u4e0b\u8f7d\u5230\u5927\u5bb9\u91cf\u4e91\u76d8\u6216 NFS<\/li>\n\n\n\n<li>\u7528\u8f6f\u94fe\u63a5\u91cd\u5b9a\u5411 cache \u8def\u5f84\uff0c\u7075\u6d3b\u7ba1\u63a7\u78c1\u76d8<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u955c\u50cf\u7ad9\u8fdb\u9636\u7528\u6cd5<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u6301\u6a21\u578b\/\u6570\u636e\u96c6\u5207\u7247\u8282\u7701\u5e26\u5bbd<\/li>\n\n\n\n<li>\u547d\u4ee4\u884c\u5de5\u5177\u5927\u591a\u652f\u6301<strong>\u65ad\u70b9\u7eed\u4f20<\/strong><\/li>\n\n\n\n<li>\u53ef\u7528 tmux\/screen \u540e\u53f0\u4fdd\u969c\u4e0d\u4e2d\u65ad<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5feb\u901f\u67e5\u9605\u8868\uff1a\u573a\u666f\u63a8\u8350\u4e0b\u8f7d\u5de5\u5177<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u4e0b\u8f7d\u573a\u666f<\/th><th>\u63a8\u8350\u5de5\u5177<\/th><th>\u662f\u5426\u9700\u8981TOKEN<\/th><th>\u73af\u5883\u53d8\u91cf<\/th><th>\u5e76\u53d1<\/th><th>\u65ad\u70b9\u7eed\u4f20<\/th><th>\u5907\u6ce8<\/th><\/tr><tr><td>\u666e\u901a\u6a21\u578b<\/td><td>hfd.sh<\/td><td>\u5426<\/td><td>\u5fc5\u987b<\/td><td>\u652f\u6301<\/td><td>\u652f\u6301<\/td><td>\u5f3a\u70c8\u63a8\u8350<\/td><\/tr><tr><td>Gated\/\u79c1\u6709\u6a21\u578b<\/td><td>hfd.sh\/hf_download.py<\/td><td>\u662f<\/td><td>\u5efa\u8bae<\/td><td>\u652f\u6301<\/td><td>\u652f\u6301<\/td><td>\u9700 Token<\/td><\/tr><tr><td>\u5c11\u91cf\u4e34\u65f6\u5c0f\u6587\u4ef6<\/td><td>\u6d4f\u89c8\u5668\/Web<\/td><td>\u5426<\/td><td>\u53ef\u9009<\/td><td>\u5426<\/td><td>\u5426<\/td><td>\u624b\u52a8\u4e3a\u4e3b<\/td><\/tr><tr><td>\u9ad8\u5e76\u53d1\u6279\u91cf\u6570\u636e\u96c6<\/td><td>huggingface-cli<\/td><td>\u90e8\u5206<\/td><td>\u5fc5\u987b<\/td><td>\u652f\u6301<\/td><td>\u652f\u6301<\/td><td>CLI \u7075\u6d3b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">huggingface \u955c\u50cf Tips \u4e0e\u6ce8\u610f\u4e8b\u9879<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ee4\u724c\u4e0e\u9690\u79c1\u5b89\u5168<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0b\u8f7d gating\/private \u6a21\u578b\u9700\u81ea\u5efa TOKEN\uff0c<a href=\"https:\/\/huggingface.co\/settings\/tokens\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u70b9\u51fb\u751f\u6210<\/a>\uff0c\u6ce8\u610f\u4fdd\u5bc6\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1916\" height=\"1021\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/12\/image-73.jpg\" alt=\"\u4ee4\u724c\u4f7f\u7528\u8bbe\u7f6e\" class=\"wp-image-78999\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/huggingface.co\/settings\/tokens\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u4ee4\u724c\u4f7f\u7528\u8bbe\u7f6e<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u907f\u514d\u78c1\u76d8\u7206\u6ee1<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5927\u6a21\u578b\u63a8\u8350\u4e0b\u8f7d\u5230\u5927\u76d8\/\u6302\u8f7d\u76d8<\/strong><\/li>\n\n\n\n<li>\u5b9a\u671f\u6e05\u7406\u65e0\u7528\u7f13\u5b58\uff0crootfs \u4ec5\u505a\u5c0f\u6570\u636e\u4e34\u65f6\u7528\u9014<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u955c\u50cf\u540c\u6b65\u5ef6\u8fdf<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u955c\u50cf\u540c\u6b65\u6709\u5ef6\u8fdf\uff0c<strong>\u6700\u65b0\u6743\u91cd\u4e0d\u53ca\u65f6<\/strong>\u53ef\u4e34\u65f6\u79d1\u5b66\u4e0a\u7f51\u76f4\u8fde<\/li>\n\n\n\n<li>\u6e05\u534e\/USTC\/FDU \u7b49\u9ad8\u6821\u540c\u6b65\u9891\u7387\u4f4e\u4e8e hf-mirror.com<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a21\u578b cache \u7ba1\u7406<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5efa\u8bae\u7528\u8f6f\u94fe\u63a5\u7edf\u4e00 cache\uff0c\u652f\u6301\u591a\u5e94\u7528\/\u591a\u8d26\u6237\u9ad8\u6548\u4f7f\u7528<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u7528\u955c\u50cf\u5de5\u5177\/\u4ea7\u54c1\u63a8\u8350\u94fe\u63a5\u4e00\u89c8<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5de5\u5177\u540d\u79f0<\/th><th>\u9879\u76ee\u5730\u5740<\/th><th>\u4e3b\u8981\u529f\u80fd\u4eae\u70b9<\/th><\/tr><tr><td>hf-mirror.com \u955c\u50cf<\/td><td><a href=\"https:\/\/hf-mirror.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >hf-mirror.com<\/a><\/td><td>\u6781\u901f\u955c\u50cf\u3001hfd.sh\u3001\u591a\u7ebf\u7a0b\u5e76\u53d1<\/td><\/tr><tr><td>huggingface-cli<\/td><td><a href=\"https:\/\/huggingface.co\/docs\/huggingface_hub\/guides\/cli\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u65b9\u6587\u6863<\/a><\/td><td>\u547d\u4ee4\u884c\u5b98\u65b9\u6807\u51c6\u5de5\u5177<\/td><\/tr><tr><td>huggingface_hub(Python)<\/td><td><a href=\"https:\/\/github.com\/huggingface\/huggingface_hub\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >GitHub<\/a><\/td><td>\u81ea\u52a8\u5316 Python \u4e0b\u8f7d\u4e0e\u4ea4\u4e92<\/td><\/tr><tr><td>hf_transfer<\/td><td><a href=\"https:\/\/github.com\/huggingface\/hf_transfer\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >GitHub<\/a><\/td><td>\u591a\u7ebf\u7a0b\u65ad\u70b9\u7eed\u4f20<\/td><\/tr><tr><td>HuggingFace-Download-Accelerator<\/td><td><a href=\"https:\/\/github.com\/LetheSec\/HuggingFace-Download-Accelerator\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >LetheSec<\/a><\/td><td>\u5feb\u901f\u591a\u9009\u9ad8\u9636\u6279\u91cf\u4e0b\u8f7d\u811a\u672c<\/td><\/tr><tr><td>\u6e05\u534e Tuna \u955c\u50cf<\/td><td><a href=\"https:\/\/mirrors.tuna.tsinghua.edu.cn\/help\/huggingface\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >TUNA<\/a><\/td><td>\u9ad8\u6559\u7a33\u5b9a\u955c\u50cf<\/td><\/tr><tr><td>\u4e2d\u56fd\u79d1\u5927\/\u5317\u4eac\u7406\u5de5\u955c\u50cf<\/td><td><a href=\"https:\/\/mirrors.ustc.edu.cn\/huggingface\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >USTC<\/a><\/td><td>\u56fd\u4ea7\u9ad8\u901f\u9ad8\u6821\u955c\u50cf<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8fd1\u5e74\u6765 huggingface \u955c\u50cf\u4e3a\u56fd\u5185 AI \u4ece\u4e1a\u8005\u5e26\u6765\u6781\u5927\u4fbf\u5229\uff01<\/strong> \u501f\u52a9\u5404\u7c7b\u955c\u50cf\u53ca\u6279\u91cf\u4e0b\u8f7d\u5de5\u5177\uff0c\u4e0d\u4f46\u6a21\u578b\/\u6570\u636e\u96c6\u4e0b\u8f7d\u6781\u5feb\uff0c\u66f4\u6709\u6548\u89c4\u907f\u539f\u6709\u7f51\u7edc\u74f6\u9888\u3002<strong>\u672a\u6765\uff0cHuggingFace \u955c\u50cf\u751f\u6001\u5c06\u5e26\u52a8\u56fd\u4ea7 AI \u57fa\u7840\u8bbe\u65bd\u5347\u7ea7<\/strong> \u2014\u2014\u5e0c\u671b\u8fd9\u4efd\u5168\u653b\u7565\u52a9\u529b\u60a8\u9ad8\u6548\u8fc8\u5411\u667a\u80fd\u65f6\u4ee3\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>HuggingFace \u955c\u50cf\u7ad9\u5e26\u6765\u9ad8\u901f\u3001\u4fbf\u6377\u3001\u7a33\u5b9a\u7684\u4e0b\u8f7d\u65b0\u4f53\u9a8c\uff0c\u89e3\u51b3\u56fd\u5185\u5f00\u53d1\u8005\u83b7\u53d6\u5f00\u6e90\u6a21\u578b\u4e0e\u6570\u636e\u96c6\u7684\u75db\u70b9\uff01\u672c\u6587 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_crsspst_to_aicatswiki":true,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[305],"tags":[247,2158,268,1812,2157],"content_visibility":[262],"class_list":["post-78848","post","type-post","status-publish","format-standard","hentry","category-ai-tools-platforms","tag-ai"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"description\" content=\"HuggingFace \u955c\u50cf\u7ad9\u5e26\u6765\u9ad8\u901f\u3001\u4fbf\u6377\u3001\u7a33\u5b9a\u7684\u4e0b\u8f7d\u65b0\u4f53\u9a8c\uff0c\u89e3\u51b3\u56fd\u5185\u5f00\u53d1\u8005\u83b7\u53d6\u5f00\u6e90\u6a21\u578b\u4e0e\u6570\u636e\u96c6\u7684\u75db\u70b9\uff01\u672c\u6587\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"\u5fb7\u7c73\u5b89\"\/>\n\t<meta name=\"google-site-verification\" content=\"yyebEQcVymePK6iSdz0189yX69-lC6rGTRgglkP0b1s\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.8\" \/>\n\t\t<meta property=\"og:locale\" content=\"zh_TW\" \/>\n\t\t<meta property=\"og:site_name\" content=\"AI \u55b5\u5bfc\u822a - \u4e00\u7ad9\u5f0f AI \u65b0\u95fb\u4e0e AI \u5de5\u5177\u5bfc\u822a\u7ad9\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"huggingface \u955c\u50cf\u4f7f\u7528\u5168\u653b\u7565\uff1a\u56fd\u5185\u7528\u6237\u5982\u4f55\u9ad8\u6548\u4e0b\u8f7d\u6a21\u578b\u4e0e\u6570\u636e\u96c6\uff1f - AI \u55b5\u5bfc\u822a\" \/>\n\t\t<meta property=\"og:description\" content=\"HuggingFace \u955c\u50cf\u7ad9\u5e26\u6765\u9ad8\u901f\u3001\u4fbf\u6377\u3001\u7a33\u5b9a\u7684\u4e0b\u8f7d\u65b0\u4f53\u9a8c\uff0c\u89e3\u51b3\u56fd\u5185\u5f00\u53d1\u8005\u83b7\u53d6\u5f00\u6e90\u6a21\u578b\u4e0e\u6570\u636e\u96c6\u7684\u75db\u70b9\uff01\u672c\u6587\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/1749392228-PornAI-\u5bfc\u822a-logo-Photoroom-\u9ed1\u5b57-\u900f\u660e\u80cc\u666f.png\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/1749392228-PornAI-\u5bfc\u822a-logo-Photoroom-\u9ed1\u5b57-\u900f\u660e\u80cc\u666f.png\" \/>\n\t\t<meta property=\"og:image:width\" content=\"950\" \/>\n\t\t<meta property=\"og:image:height\" content=\"220\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2025-12-05T08:46:30+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2025-12-05T08:47:27+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"huggingface \u955c\u50cf\u4f7f\u7528\u5168\u653b\u7565\uff1a\u56fd\u5185\u7528\u6237\u5982\u4f55\u9ad8\u6548\u4e0b\u8f7d\u6a21\u578b\u4e0e\u6570\u636e\u96c6\uff1f - AI \u55b5\u5bfc\u822a\" \/>\n\t\t<meta name=\"twitter:description\" content=\"HuggingFace \u955c\u50cf\u7ad9\u5e26\u6765\u9ad8\u901f\u3001\u4fbf\u6377\u3001\u7a33\u5b9a\u7684\u4e0b\u8f7d\u65b0\u4f53\u9a8c\uff0c\u89e3\u51b3\u56fd\u5185\u5f00\u53d1\u8005\u83b7\u53d6\u5f00\u6e90\u6a21\u578b\u4e0e\u6570\u636e\u96c6\u7684\u75db\u70b9\uff01\u672c\u6587\" \/>\n\t\t<meta name=\"twitter:image\" content=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/1749392228-PornAI-\u5bfc\u822a-logo-Photoroom-\u9ed1\u5b57-\u900f\u660e\u80cc\u666f.png\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BlogPosting\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/12\\\/05\\\/78848.html#blogposting\",\"name\":\"huggingface \\u955c\\u50cf\\u4f7f\\u7528\\u5168\\u653b\\u7565\\uff1a\\u56fd\\u5185\\u7528\\u6237\\u5982\\u4f55\\u9ad8\\u6548\\u4e0b\\u8f7d\\u6a21\\u578b\\u4e0e\\u6570\\u636e\\u96c6\\uff1f - AI \\u55b5\\u5bfc\\u822a\",\"headline\":\"huggingface \\u955c\\u50cf\\u4f7f\\u7528\\u5168\\u653b\\u7565\\uff1a\\u56fd\\u5185\\u7528\\u6237\\u5982\\u4f55\\u9ad8\\u6548\\u4e0b\\u8f7d\\u6a21\\u578b\\u4e0e\\u6570\\u636e\\u96c6\\uff1f\",\"author\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/author\\\/3#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/#organization\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/aicats.wiki\\\/wp-content\\\/uploads\\\/2025\\\/12\\\/image-72-1.jpg\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/12\\\/05\\\/78848.html\\\/#articleImage\",\"width\":1920,\"height\":1005,\"caption\":\"\\u5716\\uff0fImage\"},\"datePublished\":\"2025-12-05T16:46:30+08:00\",\"dateModified\":\"2025-12-05T16:47:27+08:00\",\"inLanguage\":\"zh-TW\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/12\\\/05\\\/78848.html#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/12\\\/05\\\/78848.html#webpage\"},\"articleSection\":\"AI \\u5de5\\u5177\\u5e73\\u53f0, AI, ai\\u5f00\\u6e90\\u5e73\\u53f0, ai\\u6a21\\u578b, ai\\u6a21\\u578b\\u5f00\\u6e90, ai\\u6a21\\u578b\\u5f00\\u6e90\\u5e73\\u53f0, \\u6240\\u6709\\u4eba\\u53ef\\u89c1\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/12\\\/05\\\/78848.html#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/aicats.wiki\\\/tw\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/ai-tools-platforms#listItem\",\"name\":\"AI \\u5de5\\u5177\\u5e73\\u53f0\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/ai-tools-platforms#listItem\",\"position\":2,\"name\":\"AI \\u5de5\\u5177\\u5e73\\u53f0\",\"item\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/ai-tools-platforms\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/12\\\/05\\\/78848.html#listItem\",\"name\":\"huggingface \\u955c\\u50cf\\u4f7f\\u7528\\u5168\\u653b\\u7565\\uff1a\\u56fd\\u5185\\u7528\\u6237\\u5982\\u4f55\\u9ad8\\u6548\\u4e0b\\u8f7d\\u6a21\\u578b\\u4e0e\\u6570\\u636e\\u96c6\\uff1f\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/12\\\/05\\\/78848.html#listItem\",\"position\":3,\"name\":\"huggingface \\u955c\\u50cf\\u4f7f\\u7528\\u5168\\u653b\\u7565\\uff1a\\u56fd\\u5185\\u7528\\u6237\\u5982\\u4f55\\u9ad8\\u6548\\u4e0b\\u8f7d\\u6a21\\u578b\\u4e0e\\u6570\\u636e\\u96c6\\uff1f\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/ai-tools-platforms#listItem\",\"name\":\"AI \\u5de5\\u5177\\u5e73\\u53f0\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/#organization\",\"name\":\"AI \\u55b5\\u5bfc\\u822a\",\"description\":\"\\u4e00\\u7ad9\\u5f0f AI \\u65b0\\u95fb\\u4e0e AI \\u5de5\\u5177\\u5bfc\\u822a\\u7ad9\",\"url\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/aicats.wiki\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/cropped-1749392287-PornAI-\\u5bfc\\u822a-logo-\\u900f\\u660e\\u80cc\\u666f.png\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/12\\\/05\\\/78848.html\\\/#organizationLogo\",\"width\":512,\"height\":512,\"caption\":\"AI \\u73a9\\u5bb6\\u5bfc\\u822a logo\"},\"image\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/12\\\/05\\\/78848.html\\\/#organizationLogo\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/author\\\/3#author\",\"url\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/author\\\/3\",\"name\":\"\\u5fb7\\u7c73\\u5b89\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/12\\\/05\\\/78848.html#authorImage\",\"url\":\"https:\\\/\\\/cdn2.iocdn.cc\\\/avatar\\\/2c848d8939d243e86f0e76c60d33ce16?s=96&d=mm&r=g\",\"width\":96,\"height\":96,\"caption\":\"\\u5fb7\\u7c73\\u5b89\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/12\\\/05\\\/78848.html#webpage\",\"url\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/12\\\/05\\\/78848.html\",\"name\":\"huggingface \\u955c\\u50cf\\u4f7f\\u7528\\u5168\\u653b\\u7565\\uff1a\\u56fd\\u5185\\u7528\\u6237\\u5982\\u4f55\\u9ad8\\u6548\\u4e0b\\u8f7d\\u6a21\\u578b\\u4e0e\\u6570\\u636e\\u96c6\\uff1f - AI \\u55b5\\u5bfc\\u822a\",\"description\":\"HuggingFace \\u955c\\u50cf\\u7ad9\\u5e26\\u6765\\u9ad8\\u901f\\u3001\\u4fbf\\u6377\\u3001\\u7a33\\u5b9a\\u7684\\u4e0b\\u8f7d\\u65b0\\u4f53\\u9a8c\\uff0c\\u89e3\\u51b3\\u56fd\\u5185\\u5f00\\u53d1\\u8005\\u83b7\\u53d6\\u5f00\\u6e90\\u6a21\\u578b\\u4e0e\\u6570\\u636e\\u96c6\\u7684\\u75db\\u70b9\\uff01\\u672c\\u6587\",\"inLanguage\":\"zh-TW\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/2025\\\/12\\\/05\\\/78848.html#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/author\\\/3#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/author\\\/3#author\"},\"datePublished\":\"2025-12-05T16:46:30+08:00\",\"dateModified\":\"2025-12-05T16:47:27+08:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/#website\",\"url\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/\",\"name\":\"AI \\u55b5\\u5bfc\\u822a\",\"description\":\"\\u4e00\\u7ad9\\u5f0f AI \\u65b0\\u95fb\\u4e0e AI \\u5de5\\u5177\\u5bfc\\u822a\\u7ad9\",\"inLanguage\":\"zh-TW\",\"publisher\":{\"@id\":\"https:\\\/\\\/aicats.wiki\\\/tw\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"huggingface \u955c\u50cf\u4f7f\u7528\u5168\u653b\u7565\uff1a\u56fd\u5185\u7528\u6237\u5982\u4f55\u9ad8\u6548\u4e0b\u8f7d\u6a21\u578b\u4e0e\u6570\u636e\u96c6\uff1f - AI \u55b5\u5bfc\u822a","description":"HuggingFace \u955c\u50cf\u7ad9\u5e26\u6765\u9ad8\u901f\u3001\u4fbf\u6377\u3001\u7a33\u5b9a\u7684\u4e0b\u8f7d\u65b0\u4f53\u9a8c\uff0c\u89e3\u51b3\u56fd\u5185\u5f00\u53d1\u8005\u83b7\u53d6\u5f00\u6e90\u6a21\u578b\u4e0e\u6570\u636e\u96c6\u7684\u75db\u70b9\uff01\u672c\u6587","canonical_url":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html","robots":"max-image-preview:large","keywords":"","webmasterTools":{"google-site-verification":"yyebEQcVymePK6iSdz0189yX69-lC6rGTRgglkP0b1s","miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BlogPosting","@id":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html#blogposting","name":"huggingface \u955c\u50cf\u4f7f\u7528\u5168\u653b\u7565\uff1a\u56fd\u5185\u7528\u6237\u5982\u4f55\u9ad8\u6548\u4e0b\u8f7d\u6a21\u578b\u4e0e\u6570\u636e\u96c6\uff1f - AI \u55b5\u5bfc\u822a","headline":"huggingface \u955c\u50cf\u4f7f\u7528\u5168\u653b\u7565\uff1a\u56fd\u5185\u7528\u6237\u5982\u4f55\u9ad8\u6548\u4e0b\u8f7d\u6a21\u578b\u4e0e\u6570\u636e\u96c6\uff1f","author":{"@id":"https:\/\/aicats.wiki\/tw\/author\/3#author"},"publisher":{"@id":"https:\/\/aicats.wiki\/tw\/#organization"},"image":{"@type":"ImageObject","url":"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/12\/image-72-1.jpg","@id":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html\/#articleImage","width":1920,"height":1005,"caption":"\u5716\uff0fImage"},"datePublished":"2025-12-05T16:46:30+08:00","dateModified":"2025-12-05T16:47:27+08:00","inLanguage":"zh-TW","mainEntityOfPage":{"@id":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html#webpage"},"isPartOf":{"@id":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html#webpage"},"articleSection":"AI \u5de5\u5177\u5e73\u53f0, AI, ai\u5f00\u6e90\u5e73\u53f0, ai\u6a21\u578b, ai\u6a21\u578b\u5f00\u6e90, ai\u6a21\u578b\u5f00\u6e90\u5e73\u53f0, \u6240\u6709\u4eba\u53ef\u89c1"},{"@type":"BreadcrumbList","@id":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/aicats.wiki\/tw#listItem","position":1,"name":"Home","item":"https:\/\/aicats.wiki\/tw","nextItem":{"@type":"ListItem","@id":"https:\/\/aicats.wiki\/tw\/ai-tools-platforms#listItem","name":"AI \u5de5\u5177\u5e73\u53f0"}},{"@type":"ListItem","@id":"https:\/\/aicats.wiki\/tw\/ai-tools-platforms#listItem","position":2,"name":"AI \u5de5\u5177\u5e73\u53f0","item":"https:\/\/aicats.wiki\/tw\/ai-tools-platforms","nextItem":{"@type":"ListItem","@id":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html#listItem","name":"huggingface \u955c\u50cf\u4f7f\u7528\u5168\u653b\u7565\uff1a\u56fd\u5185\u7528\u6237\u5982\u4f55\u9ad8\u6548\u4e0b\u8f7d\u6a21\u578b\u4e0e\u6570\u636e\u96c6\uff1f"},"previousItem":{"@type":"ListItem","@id":"https:\/\/aicats.wiki\/tw#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html#listItem","position":3,"name":"huggingface \u955c\u50cf\u4f7f\u7528\u5168\u653b\u7565\uff1a\u56fd\u5185\u7528\u6237\u5982\u4f55\u9ad8\u6548\u4e0b\u8f7d\u6a21\u578b\u4e0e\u6570\u636e\u96c6\uff1f","previousItem":{"@type":"ListItem","@id":"https:\/\/aicats.wiki\/tw\/ai-tools-platforms#listItem","name":"AI \u5de5\u5177\u5e73\u53f0"}}]},{"@type":"Organization","@id":"https:\/\/aicats.wiki\/tw\/#organization","name":"AI \u55b5\u5bfc\u822a","description":"\u4e00\u7ad9\u5f0f AI \u65b0\u95fb\u4e0e AI \u5de5\u5177\u5bfc\u822a\u7ad9","url":"https:\/\/aicats.wiki\/tw\/","logo":{"@type":"ImageObject","url":"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/cropped-1749392287-PornAI-\u5bfc\u822a-logo-\u900f\u660e\u80cc\u666f.png","@id":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html\/#organizationLogo","width":512,"height":512,"caption":"AI \u73a9\u5bb6\u5bfc\u822a logo"},"image":{"@id":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html\/#organizationLogo"}},{"@type":"Person","@id":"https:\/\/aicats.wiki\/tw\/author\/3#author","url":"https:\/\/aicats.wiki\/tw\/author\/3","name":"\u5fb7\u7c73\u5b89","image":{"@type":"ImageObject","@id":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html#authorImage","url":"https:\/\/cdn2.iocdn.cc\/avatar\/2c848d8939d243e86f0e76c60d33ce16?s=96&d=mm&r=g","width":96,"height":96,"caption":"\u5fb7\u7c73\u5b89"}},{"@type":"WebPage","@id":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html#webpage","url":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html","name":"huggingface \u955c\u50cf\u4f7f\u7528\u5168\u653b\u7565\uff1a\u56fd\u5185\u7528\u6237\u5982\u4f55\u9ad8\u6548\u4e0b\u8f7d\u6a21\u578b\u4e0e\u6570\u636e\u96c6\uff1f - AI \u55b5\u5bfc\u822a","description":"HuggingFace \u955c\u50cf\u7ad9\u5e26\u6765\u9ad8\u901f\u3001\u4fbf\u6377\u3001\u7a33\u5b9a\u7684\u4e0b\u8f7d\u65b0\u4f53\u9a8c\uff0c\u89e3\u51b3\u56fd\u5185\u5f00\u53d1\u8005\u83b7\u53d6\u5f00\u6e90\u6a21\u578b\u4e0e\u6570\u636e\u96c6\u7684\u75db\u70b9\uff01\u672c\u6587","inLanguage":"zh-TW","isPartOf":{"@id":"https:\/\/aicats.wiki\/tw\/#website"},"breadcrumb":{"@id":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html#breadcrumblist"},"author":{"@id":"https:\/\/aicats.wiki\/tw\/author\/3#author"},"creator":{"@id":"https:\/\/aicats.wiki\/tw\/author\/3#author"},"datePublished":"2025-12-05T16:46:30+08:00","dateModified":"2025-12-05T16:47:27+08:00"},{"@type":"WebSite","@id":"https:\/\/aicats.wiki\/tw\/#website","url":"https:\/\/aicats.wiki\/tw\/","name":"AI \u55b5\u5bfc\u822a","description":"\u4e00\u7ad9\u5f0f AI \u65b0\u95fb\u4e0e AI \u5de5\u5177\u5bfc\u822a\u7ad9","inLanguage":"zh-TW","publisher":{"@id":"https:\/\/aicats.wiki\/tw\/#organization"}}]},"og:locale":"zh_TW","og:site_name":"AI \u55b5\u5bfc\u822a - \u4e00\u7ad9\u5f0f AI \u65b0\u95fb\u4e0e AI \u5de5\u5177\u5bfc\u822a\u7ad9","og:type":"article","og:title":"huggingface \u955c\u50cf\u4f7f\u7528\u5168\u653b\u7565\uff1a\u56fd\u5185\u7528\u6237\u5982\u4f55\u9ad8\u6548\u4e0b\u8f7d\u6a21\u578b\u4e0e\u6570\u636e\u96c6\uff1f - AI \u55b5\u5bfc\u822a","og:description":"HuggingFace \u955c\u50cf\u7ad9\u5e26\u6765\u9ad8\u901f\u3001\u4fbf\u6377\u3001\u7a33\u5b9a\u7684\u4e0b\u8f7d\u65b0\u4f53\u9a8c\uff0c\u89e3\u51b3\u56fd\u5185\u5f00\u53d1\u8005\u83b7\u53d6\u5f00\u6e90\u6a21\u578b\u4e0e\u6570\u636e\u96c6\u7684\u75db\u70b9\uff01\u672c\u6587","og:url":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html","og:image":"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/1749392228-PornAI-\u5bfc\u822a-logo-Photoroom-\u9ed1\u5b57-\u900f\u660e\u80cc\u666f.png","og:image:secure_url":"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/1749392228-PornAI-\u5bfc\u822a-logo-Photoroom-\u9ed1\u5b57-\u900f\u660e\u80cc\u666f.png","og:image:width":950,"og:image:height":220,"article:published_time":"2025-12-05T08:46:30+00:00","article:modified_time":"2025-12-05T08:47:27+00:00","twitter:card":"summary_large_image","twitter:title":"huggingface \u955c\u50cf\u4f7f\u7528\u5168\u653b\u7565\uff1a\u56fd\u5185\u7528\u6237\u5982\u4f55\u9ad8\u6548\u4e0b\u8f7d\u6a21\u578b\u4e0e\u6570\u636e\u96c6\uff1f - AI \u55b5\u5bfc\u822a","twitter:description":"HuggingFace \u955c\u50cf\u7ad9\u5e26\u6765\u9ad8\u901f\u3001\u4fbf\u6377\u3001\u7a33\u5b9a\u7684\u4e0b\u8f7d\u65b0\u4f53\u9a8c\uff0c\u89e3\u51b3\u56fd\u5185\u5f00\u53d1\u8005\u83b7\u53d6\u5f00\u6e90\u6a21\u578b\u4e0e\u6570\u636e\u96c6\u7684\u75db\u70b9\uff01\u672c\u6587","twitter:image":"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/1749392228-PornAI-\u5bfc\u822a-logo-Photoroom-\u9ed1\u5b57-\u900f\u660e\u80cc\u666f.png"},"aioseo_meta_data":{"post_id":"78848","title":null,"description":null,"keywords":null,"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"BlogPosting","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"breadcrumb_settings":null,"limit_modified_date":false,"ai":{"faqs":[],"keyPoints":[],"titles":[],"descriptions":[],"socialPosts":{"email":[],"linkedin":[],"twitter":[],"facebook":[],"instagram":[]}},"created":"2025-12-05 08:46:12","updated":"2025-12-05 08:48:41","seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/aicats.wiki\/tw\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/aicats.wiki\/tw\/ai-tools-platforms\" title=\"AI \u5de5\u5177\u5e73\u53f0\">AI \u5de5\u5177\u5e73\u53f0<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\thuggingface \u955c\u50cf\u4f7f\u7528\u5168\u653b\u7565\uff1a\u56fd\u5185\u7528\u6237\u5982\u4f55\u9ad8\u6548\u4e0b\u8f7d\u6a21\u578b\u4e0e\u6570\u636e\u96c6\uff1f\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/aicats.wiki\/tw"},{"label":"AI \u5de5\u5177\u5e73\u53f0","link":"https:\/\/aicats.wiki\/tw\/ai-tools-platforms"},{"label":"huggingface \u955c\u50cf\u4f7f\u7528\u5168\u653b\u7565\uff1a\u56fd\u5185\u7528\u6237\u5982\u4f55\u9ad8\u6548\u4e0b\u8f7d\u6a21\u578b\u4e0e\u6570\u636e\u96c6\uff1f","link":"https:\/\/aicats.wiki\/tw\/2025\/12\/05\/78848.html"}],"_links":{"self":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/78848","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/comments?post=78848"}],"version-history":[{"count":1,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/78848\/revisions"}],"predecessor-version":[{"id":79004,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/78848\/revisions\/79004"}],"wp:attachment":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/media?parent=78848"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/categories?post=78848"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/tags?post=78848"},{"taxonomy":"content_visibility","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/content_visibility?post=78848"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}