{"id":208732,"date":"2025-09-29T21:12:34","date_gmt":"2025-09-29T13:12:34","guid":{"rendered":"https:\/\/www.server.hk\/blog\/208732\/"},"modified":"2025-09-29T21:12:39","modified_gmt":"2025-09-29T13:12:39","slug":"hugging-face","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/208732\/","title":{"rendered":"\u9999\u6e2fVPS\u5b9e\u6218\uff1a\u6781\u901f\u90e8\u7f72 Hugging Face \u652f\u6301\u7684 NLP \u6a21\u578b"},"content":{"rendered":"<p>\u968f\u7740\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u6a21\u578b\u5728\u5b9e\u9645\u4e1a\u52a1\u4e2d\u5e7f\u6cdb\u90e8\u7f72\uff0c\u8bb8\u591a\u7ad9\u957f\u3001\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u5e0c\u671b\u5728\u9760\u8fd1\u7528\u6237\u7684\u4e91\u7aef\u8282\u70b9\u4e0a\u8fd0\u884c\u6a21\u578b\u4ee5\u964d\u4f4e\u5ef6\u8fdf\u3001\u8282\u7701\u5e26\u5bbd\u6210\u672c\u5e76\u63d0\u5347\u53ef\u63a7\u6027\u3002\u672c\u6587\u4ee5\u5728\u9999\u6e2fVPS\u4e0a\u6781\u901f\u90e8\u7f72\u652f\u6301 Hugging Face \u6a21\u578b\u4e3a\u7ebf\u7d22\uff0c\u8be6\u89e3\u4ece\u73af\u5883\u51c6\u5907\u3001\u6a21\u578b\u9009\u62e9\u3001\u63a8\u7406\u4f18\u5316\u5230\u751f\u4ea7\u5316\u8fd0\u7ef4\u7684\u5168\u6d41\u7a0b\u5b9e\u6218\u8981\u70b9\uff0c\u9002\u5408\u9700\u8981\u5728\u4e9a\u6d32\u8282\u70b9\u66ff\u6362\u6216\u8865\u5145\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668\u90e8\u7f72\u65b9\u6848\u7684\u8bfb\u8005\u3002<\/p>\n<h2>\u4e3a\u4ec0\u4e48\u9009\u9999\u6e2fVPS\u4f5c\u4e3a\u6a21\u578b\u63a8\u7406\u8282\u70b9<\/h2>\n<p>\u90e8\u7f72\u5730\u70b9\u7684\u9009\u62e9\u76f4\u63a5\u5f71\u54cd\u5ef6\u8fdf\u3001\u5e26\u5bbd\u6210\u672c\u4e0e\u5408\u89c4\u6027\u3002<strong>\u9999\u6e2fVPS<\/strong> \u5bf9\u4e8e\u9762\u5411\u4e2d\u56fd\u5927\u9646\u3001\u4e1c\u5357\u4e9a\u7528\u6237\u7684\u670d\u52a1\u5177\u6709\u5929\u7136\u7684\u7f51\u7edc\u4f18\u52bf\uff0c\u5ef6\u8fdf\u66f4\u4f4e\u3001\u5e26\u5bbd\u66f4\u7a33\u5b9a\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u9009\u62e9 <strong>\u7f8e\u56fdVPS<\/strong> \u6216 <strong>\u7f8e\u56fd\u670d\u52a1\u5668<\/strong> \u66f4\u9002\u5408\u7f8e\u6d32\u7528\u6237\u6216\u9700\u8981\u7279\u5b9a\u5408\u89c4\u4e0e\u5730\u7406\u5206\u5e03\u7684\u8de8\u533a\u57df\u90e8\u7f72\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u9999\u6e2f\u8282\u70b9\u901a\u5e38\u63d0\u4f9b\u7075\u6d3b\u7684\u89c4\u683c\uff08CPU\u3001\u5185\u5b58\u3001NVMe\uff09\uff0c\u9002\u5408\u4e0d\u540c\u89c4\u6a21\u7684\u6a21\u578b\u63a8\u7406\uff0c\u4e0d\u540c\u4e8e\u67d0\u4e9b\u7f8e\u56fd\u4e91\u5e73\u53f0\u5728\u8d26\u5355\u6216\u51fa\u5165\u5883\u94fe\u8def\u4e0a\u7684\u9650\u5236\u3002<\/p>\n<h2>\u90e8\u7f72\u6d41\u7a0b\u603b\u89c8\uff08\u5173\u952e\u6b65\u9aa4\uff09<\/h2>\n<p>\u5feb\u901f\u90e8\u7f72 Hugging Face \u652f\u6301\u7684 NLP \u6a21\u578b\u5230\u9999\u6e2fVPS \u7684\u5178\u578b\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\u51c6\u5907 VPS\uff08\u64cd\u4f5c\u7cfb\u7edf\u3001\u8d44\u6e90\u89c4\u683c\uff09<\/li>\n<li>\u5b89\u88c5\u57fa\u7840\u4f9d\u8d56\uff08Python\u3001Docker\u3001NVIDIA \u9a71\u52a8\/SDK \u82e5\u7528 GPU\uff09<\/li>\n<li>\u83b7\u53d6\u6a21\u578b\uff08Hugging Face Hub \u6216\u81ea\u884c\u8f6c\u6362\uff09<\/li>\n<li>\u4f18\u5316\u6a21\u578b\uff08\u91cf\u5316\u3001\u526a\u679d\u3001\u8f6c\u6362\u4e3a\u9002\u5408\u63a8\u7406\u7684\u683c\u5f0f\uff09<\/li>\n<li>\u8fd0\u884c\u63a8\u7406\u670d\u52a1\uff08Transformers + FastAPI \/ Inference API \/ container\uff09<\/li>\n<li>\u751f\u4ea7\u5316\u90e8\u7f72\uff08\u53cd\u5411\u4ee3\u7406\u3001\u7f13\u5b58\u3001\u76d1\u63a7\u3001\u5b89\u5168\uff09<\/li>\n<\/ul>\n<h3>1. VPS \u4e0e\u8d44\u6e90\u9009\u578b<\/h3>\n<p>\u9009\u62e9 VPS \u65f6\u7684\u5173\u952e\u6307\u6807\u4e3a\uff1aCPU \u578b\u53f7\u4e0e\u6838\u6570\u3001\u5185\u5b58\u5927\u5c0f\u3001\u78c1\u76d8\u7c7b\u578b\uff08\u5efa\u8bae NVMe\uff09\u3001\u7f51\u7edc\u5e26\u5bbd\u4e0e\u5ef6\u8fdf\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301 GPU\u3002\u5982\u679c\u8ba1\u5212\u8fd0\u884c\u5927\u578b Transformer \u6a21\u578b\uff0c<strong>GPU \u652f\u6301<\/strong>\u662f\u6838\u5fc3\u8981\u6c42\uff1b\u5426\u5219\u53ef\u4ee5\u901a\u8fc7\u91cf\u5316\u8f83\u5c0f\u6a21\u578b\u5728 CPU \u4e0a\u8fd0\u884c\u4ee5\u964d\u4f4e\u6210\u672c\u3002<\/p>\n<p>\u5efa\u8bae\u914d\u7f6e\uff1a<\/p>\n<ul>\n<li>CPU \u63a8\u7406\uff1a8-16 vCPU + 32-64GB RAM + 200GB NVMe\uff08\u5c0f\u578b\/\u4e2d\u578b\u6a21\u578b\uff09<\/li>\n<li>GPU \u63a8\u7406\uff1aNVIDIA T4\/RTX \u7cfb\u5217\uff0c\u914d\u5408\u81f3\u5c1116-32GB GPU \u663e\u5b58\uff0c\u7528\u4e8e\u4e2d\u578b\u5230\u5927\u578b\u6a21\u578b<\/li>\n<\/ul>\n<h3>2. \u73af\u5883\u51c6\u5907\uff08\u4ee5 Ubuntu \u4e3a\u4f8b\uff09<\/h3>\n<p>\u5728 VPS \u4e0a\u642d\u5efa\u53ef\u590d\u7528\u7684\u73af\u5883\uff1a\u5efa\u8bae\u4f7f\u7528 Docker+Docker Compose \u6216 Conda\u3002\u5173\u952e\u7ec4\u4ef6\uff1a<\/p>\n<ul>\n<li>Python 3.10+\u3001pip\u3001virtualenv<\/li>\n<li>Docker &amp; Docker Compose\uff08\u4fbf\u4e8e\u7ba1\u7406\u6a21\u578b\u955c\u50cf\uff09<\/li>\n<li>\u5982\u679c\u4f7f\u7528 GPU\uff1aNVIDIA \u9a71\u52a8\u3001CUDA\u3001nvidia-docker2\uff08\u6216\u4f7f\u7528 NVIDIA Container Toolkit\uff09<\/li>\n<li>Git\u3001curl\u3001ufw \u9632\u706b\u5899\u5de5\u5177<\/li>\n<\/ul>\n<h3>3. \u83b7\u53d6\u5e76\u51c6\u5907 Hugging Face \u6a21\u578b<\/h3>\n<p>\u4ece Hugging Face Hub \u4e0b\u8f7d\u6a21\u578b\u6709\u4e24\u79cd\u5e38\u89c1\u65b9\u5f0f\uff1a<\/p>\n<ul>\n<li>\u5728\u7ebf\u62c9\u53d6\uff1a\u4f7f\u7528 transformers.from_pretrained() \u76f4\u63a5\u4ece Hub \u4e0b\u8f7d\uff08\u9002\u5408\u5e26\u5bbd\u826f\u597d\u3001\u4e34\u65f6\u6d4b\u8bd5\uff09<\/li>\n<li>\u79bb\u7ebf\u90e8\u7f72\uff1a\u5728\u672c\u5730\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd\u5e76\u4e0a\u4f20\u81f3 VPS\uff0c\u6216\u8005\u4f7f\u7528\u8f6c\u5316\u5de5\u5177\uff08transformers-cli\uff09\u8fdb\u884c\u7f13\u5b58<\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u751f\u4ea7\u5316\uff0c\u5efa\u8bae\u5c06\u6a21\u578b\u6587\u4ef6\u653e\u5728\u672c\u5730\u78c1\u76d8\u6216\u5bf9\u8c61\u5b58\u50a8\uff0c\u5e76\u4f7f\u7528\u955c\u50cf\u52a0\u8f7d\uff0c\u907f\u514d\u6bcf\u6b21\u91cd\u542f\u90fd\u91cd\u65b0\u4e0b\u8f7d\u3002<\/p>\n<h2>\u63a8\u7406\u4f18\u5316\uff1a\u6027\u80fd\u4e0e\u6210\u672c\u5e73\u8861<\/h2>\n<p>\u6a21\u578b\u5728 VPS \u4e0a\u8fd0\u884c\u7684\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u5185\u5b58\u4e0e\u541e\u5410\u91cf\u3002\u4ee5\u4e0b\u662f\u5e38\u7528\u4f18\u5316\u624b\u6bb5\uff1a<\/p>\n<h3>\u91cf\u5316\u4e0e\u4f4e\u7cbe\u5ea6\u63a8\u7406<\/h3>\n<p>\u901a\u8fc7 8-bit\u30014-bit \u91cf\u5316\u53ef\u4ee5\u663e\u8457\u51cf\u5c11\u663e\u5b58\u5360\u7528\u4e0e\u5ef6\u8fdf\u3002\u4e3b\u6d41\u5de5\u5177\uff1a<\/p>\n<ul>\n<li>bitsandbytes\uff1a\u652f\u6301 8-bit \u4f18\u5316\uff0c\u5e38\u7528\u4e8e PyTorch<\/li>\n<li>GGUF \/ llama.cpp\uff1a\u9002\u7528\u4e8e\u5c06 LLama \u98ce\u683c\u6a21\u578b\u8f6c\u6362\u4e3a\u66f4\u8f7b\u91cf\u683c\u5f0f\u4ee5\u5728 CPU \u4e0a\u8fd0\u884c<\/li>\n<li>ONNX Runtime + quantization\uff1a\u5c06\u6a21\u578b\u8f6c\u6210 ONNX \u5e76\u4f7f\u7528 ORT \u7684\u91cf\u5316\u5668<\/li>\n<\/ul>\n<p>\u6ce8\u610f\uff1a\u91cf\u5316\u53ef\u80fd\u5e26\u6765\u7cbe\u5ea6\u4e0b\u964d\uff0c\u9700\u8981\u5728\u4e1a\u52a1\u573a\u666f\u4e2d\u6d4b\u8bd5\u5bf9\u8bdd\u6216\u5206\u7c7b\u8d28\u91cf\u3002<\/p>\n<h3>\u5206\u6279\u4e0e\u6d41\u6c34\u7ebf\uff08Batching &amp; Pipeline\uff09<\/h3>\n<p>\u5bf9\u4e8e\u9ad8\u5e76\u53d1\u573a\u666f\uff0c\u901a\u8fc7\u8bf7\u6c42\u6279\u5904\u7406\uff08batching\uff09\u53ef\u4ee5\u63d0\u5347\u541e\u5410\u3002\u4f7f\u7528\u63a8\u7406\u6846\u67b6\uff08\u5982 Triton \u6216\u81ea\u5efa\u7684 batching \u5c42\uff09\u53ef\u4ee5\u5728\u4e0d\u663e\u8457\u589e\u52a0\u5ef6\u8fdf\u7684\u524d\u63d0\u4e0b\u63d0\u5347\u6548\u7387\u3002<\/p>\n<h3>\u5185\u5b58\u4e0e\u7ebf\u7a0b\u8c03\u4f18<\/h3>\n<p>\u5728 CPU \u63a8\u7406\u4e0a\uff0c\u53ef\u4ee5\u901a\u8fc7\u8bbe\u7f6e OMP_NUM_THREADS\u3001MKL_NUM_THREADS \u7b49\u73af\u5883\u53d8\u91cf\u63a7\u5236\u7ebf\u7a0b\u6570\uff0c\u907f\u514d\u8fc7\u5ea6\u4e89\u62a2\u5bfc\u81f4\u6027\u80fd\u4e0b\u964d\u3002\u5bf9\u4e8e VM\uff0c\u8fd8\u5e94\u8bbe\u7f6e\u8db3\u591f\u7684 swap \u6216 zram \u4ee5\u9632 OOM\u3002<\/p>\n<h2>\u5982\u4f55\u6784\u5efa\u751f\u4ea7\u7ea7\u63a8\u7406\u670d\u52a1<\/h2>\n<p>\u751f\u4ea7\u670d\u9700\u8981\u8003\u8651\u7a33\u5b9a\u6027\u3001\u5b89\u5168\u6027\u548c\u53ef\u89c2\u6d4b\u6027\uff1a<\/p>\n<h3>\u670d\u52a1\u6846\u67b6<\/h3>\n<ul>\n<li>\u8f7b\u91cf\uff1aFastAPI + Uvicorn\/Gunicorn\uff0c\u9002\u5408\u81ea\u5b9a\u4e49\u903b\u8f91\u4e0e\u5feb\u901f\u4e0a\u7ebf<\/li>\n<li>\u9ad8\u6027\u80fd\uff1aTriton Inference Server \u6216 NVIDIA TensorRT Inference Server\uff0c\u9002\u5408 GPU \u9ad8\u541e\u5410\u573a\u666f<\/li>\n<li>\u5bb9\u5668\u5316\uff1a\u5c06\u6a21\u578b\u670d\u52a1\u6253\u5305\u4e3a Docker \u955c\u50cf\uff0c\u4fbf\u4e8e\u56de\u6eda\u4e0e\u6269\u7f29\u5bb9<\/li>\n<\/ul>\n<h3>\u53cd\u5411\u4ee3\u7406\u4e0e\u8d1f\u8f7d\u5747\u8861<\/h3>\n<p>\u4f7f\u7528 Nginx \u6216 Traefik \u505a\u53cd\u5411\u4ee3\u7406\uff0c\u652f\u6301 HTTPS\u3001\u8bf7\u6c42\u9650\u6d41\u548c\u538b\u7f29\uff1b\u7ed3\u5408\u591a\u526f\u672c\u90e8\u7f72\u5b9e\u73b0\u8d1f\u8f7d\u5747\u8861\uff0c\u5fc5\u8981\u65f6\u5728\u8fb9\u7f18\u4f7f\u7528 CDN \u7f13\u5b58\u9759\u6001\u8d44\u6e90\u548c\u90e8\u5206\u63a8\u65ad\u7ed3\u679c\u3002<\/p>\n<h3>\u5b89\u5168\u4e0e\u8bbf\u95ee\u63a7\u5236<\/h3>\n<ul>\n<li>\u5f00\u542f\u9632\u706b\u5899\uff08ufw\/ipset\uff09\uff0c\u4ec5\u5141\u8bb8\u5fc5\u8981\u7aef\u53e3<\/li>\n<li>\u4f7f\u7528 TLS\uff08Let\u2019s Encrypt\uff09\u4fdd\u62a4\u4f20\u8f93<\/li>\n<li>\u5728 API \u5c42\u5b9e\u73b0\u9274\u6743\uff08API Key \/ JWT\uff09\u4e0e\u901f\u7387\u9650\u5236<\/li>\n<\/ul>\n<h3>\u76d1\u63a7\u4e0e\u65e5\u5fd7<\/h3>\n<p>\u5f15\u5165 Prometheus + Grafana 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\u901a\u5e38\u66f4\u4f4e\uff1b\u5bf9\u7f8e\u6d32\u7528\u6237\uff0c\u7f8e\u56fd\u8282\u70b9\u66f4\u4f18\u3002<\/li>\n<li>\u5e26\u5bbd\u4e0e\u6210\u672c\uff1a\u4e0d\u540c\u4e91\u5546\u8ba1\u8d39\u6a21\u578b\u4e0d\u540c\uff0c\u9999\u6e2f\u7684\u5e26\u5bbd\u5230\u5927\u9646\u7ebf\u8def\u901a\u5e38\u66f4\u5212\u7b97\uff0c\u8de8\u6d0b\u6d41\u91cf\u5230\u7f8e\u56fd\u8282\u70b9\u53ef\u80fd\u4ea7\u751f\u66f4\u9ad8\u8d39\u7528\u3002<\/li>\n<li>\u5408\u89c4\u4e0e\u6570\u636e\u9a7b\u7559\uff1a\u90e8\u5206\u4e1a\u52a1\u9700\u5c06\u6570\u636e\u4fdd\u5b58\u5728\u672c\u5730\u6216\u7279\u5b9a\u53f8\u6cd5\u8f96\u533a\uff0c\u8282\u70b9\u9009\u62e9\u9700\u6ee1\u8db3\u5408\u89c4\u8981\u6c42\u3002<\/li>\n<li>\u53ef\u7528\u8d44\u6e90\u7c7b\u578b\uff1a\u7f8e\u56fd\u4e91\u5e73\u53f0\u5728 GPU \u578b\u53f7\u9009\u62e9\u4e0a\u53ef\u80fd\u66f4\u4e30\u5bcc\uff0c\u4f46\u9999\u6e2f VPS \u5728\u5ef6\u8fdf\u548c\u63a5\u5165\u56fd\u5185\u751f\u6001\u4e0a\u6709\u4f18\u52bf\u3002<\/li>\n<\/ul>\n<h2>\u9009\u8d2d\u5efa\u8bae\uff08\u9488\u5bf9\u7ad9\u957f\u4e0e\u4f01\u4e1a\uff09<\/h2>\n<p>\u8d2d\u4e70 VPS \u65f6\u5e94\u5173\u6ce8\u4ee5\u4e0b\u8981\u70b9\uff1a<\/p>\n<ul>\n<li><strong>\u6839\u636e\u6a21\u578b\u89c4\u6a21\u5339\u914d\u663e\u5b58\u4e0e\u5185\u5b58<\/strong>\uff1a\u5c0f\u6a21\u578b\u53ef CPU+\u91cf\u5316\uff0c\u590d\u6742\u6a21\u578b\u5e94\u9009\u5e26 GPU \u7684\u5b9e\u4f8b\uff1b\u81f3\u5c11\u9884\u7559 20%-30% \u4f59\u91cf\u3002<\/li>\n<li><strong>\u4f18\u5148 NVMe \u5b58\u50a8<\/strong>\uff1a\u6a21\u578b\u6587\u4ef6\u548c\u7f13\u5b58 I\/O \u9690\u85cf\u4f1a\u5f71\u54cd\u542f\u52a8\u4e0e\u70ed\u52a0\u8f7d\u65f6\u95f4\u3002<\/li>\n<li><strong>\u5e26\u5bbd\u4e0e\u6d41\u91cf\u8ba1\u8d39<\/strong>\uff1a\u8bc4\u4f30\u5cf0\u503c QPS \u4e0e\u51fa\u7ad9\u6d41\u91cf\uff0c\u907f\u514d\u610f\u5916\u8d39\u7528\u3002<\/li>\n<li><strong>\u5feb\u7167\u4e0e\u5907\u4efd\u7b56\u7565<\/strong>\uff1a\u4e1a\u52a1\u7248\u672c\u66f4\u65b0\u9700\u56de\u6eda\u80fd\u529b\uff0c\u9009\u62e9\u652f\u6301\u78c1\u76d8\u5feb\u7167\u7684 VPS \u670d\u52a1\u3002<\/li>\n<li><strong>\u53ef\u6269\u5c55\u6027\u4e0e\u591a\u5730\u57df\u90e8\u7f72<\/strong>\uff1a\u672a\u6765\u82e5\u9700\u8de8\u5730\u533a\u5bb9\u707e\u6216\u8d1f\u8f7d\u5206\u62c5\uff0c\u9009\u62e9\u652f\u6301\u5feb\u901f\u6269\u5bb9\u4e0e API \u7ba1\u7406\u7684\u670d\u52a1\u3002<\/li>\n<\/ul>\n<h2>\u5e38\u89c1\u95ee\u9898\u4e0e\u6392\u67e5\u6280\u5de7<\/h2>\n<ul>\n<li>\u542f\u52a8\u6162\uff1a\u68c0\u67e5\u78c1\u76d8 I\/O\u3001\u6a21\u578b\u52a0\u8f7d\u65b9\u5f0f\uff08lazy load vs eager load\uff09\u4e0e\u7f51\u7edc\u5e26\u5bbd\u3002<\/li>\n<li>OOM\uff1a\u8c03\u5c0f batch size\u3001\u542f\u7528\u91cf\u5316\u6216\u589e\u52a0 swap\uff1b\u76d1\u63a7\u5185\u5b58\u4f7f\u7528\u66f2\u7ebf\u3002<\/li>\n<li>\u5ef6\u8fdf\u6296\u52a8\uff1a\u68c0\u67e5 CPU \u4e89\u7528\u3001\u7f51\u7edc\u4e22\u5305\u3001GC \u6682\u505c\uff1b\u5bf9 Python \u670d\u52a1\u53ef\u5f00\u542f pprof\/py-spy \u6027\u80fd\u5256\u9762\u3002<\/li>\n<li>GPU \u672a\u88ab\u8bc6\u522b\uff1a\u786e\u8ba4\u9a71\u52a8\u3001CUDA \u4e0e nvidia-docker \u517c\u5bb9\u6027\uff0c\u5e76\u4f7f\u7528 nvidia-smi \u9a8c\u8bc1\u3002<\/li>\n<\/ul>\n<p>\u603b\u7ed3\uff1a\u5728\u9999\u6e2fVPS \u4e0a\u90e8\u7f72 Hugging Face \u652f\u6301\u7684 NLP \u6a21\u578b\u65e2\u80fd\u517c\u987e\u5bf9\u4e9a\u6d32\u7528\u6237\u7684\u4f4e\u5ef6\u8fdf\u9700\u6c42\uff0c\u4e5f\u80fd\u901a\u8fc7\u5408\u7406\u7684\u8d44\u6e90\u9009\u578b\u4e0e\u63a8\u7406\u4f18\u5316\u63a7\u5236\u6210\u672c\u3002\u65e0\u8bba\u662f\u9009\u62e9\u65e0 GPU \u7684\u8f7b\u91cf\u5316 CPU \u65b9\u6848\uff08\u7ed3\u5408\u91cf\u5316\u4e0e GGUF \u7b49\u6280\u672f\uff09\uff0c\u8fd8\u662f\u9009\u62e9 GPU 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