{"id":208900,"date":"2025-09-30T00:01:33","date_gmt":"2025-09-29T16:01:33","guid":{"rendered":"https:\/\/www.server.hk\/blog\/208900\/"},"modified":"2025-09-30T00:01:34","modified_gmt":"2025-09-29T16:01:34","slug":"vps-137","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/208900\/","title":{"rendered":"\u5728\u9999\u6e2fVPS\u4e0a\u6784\u5efaHugging Face NLP\u6a21\u578b\u5e73\u53f0\uff1a\u4f4e\u5ef6\u8fdf\u3001\u53ef\u6269\u5c55\u7684\u90e8\u7f72\u5b9e\u6218"},"content":{"rendered":"<p>\u5728\u9762\u5411\u4e2d\u6587\u7528\u6237\u548c\u4e9a\u592a\u4e1a\u52a1\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u670d\u52a1\u90e8\u7f72\u4e2d\uff0c\u9009\u62e9\u5408\u9002\u7684\u6258\u7ba1\u4f4d\u7f6e\u548c\u67b6\u6784\u5bf9\u5ef6\u8fdf\u3001\u541e\u5410\u548c\u6210\u672c\u6709\u76f4\u63a5\u5f71\u54cd\u3002\u672c\u6587\u4ee5\u5728\u9999\u6e2fVPS\u4e0a\u6784\u5efa\u57fa\u4e8e Hugging Face \u6a21\u578b\u7684 NLP 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GPTQ\u3001bitsandbytes\uff09\u5728\u4fdd\u8bc1\u7cbe\u5ea6\u7684\u524d\u63d0\u4e0b\u663e\u8457\u964d\u4f4e\u663e\u5b58\u4e0e\u5ef6\u8fdf\uff0c\u9002\u5408\u5728\u9999\u6e2fVPS\u4e0a\u7528\u8f83\u5c0f\u5b9e\u4f8b\u90e8\u7f72\u5927\u578b\u6a21\u578b\u3002<\/li>\n<li><strong>\u5206\u5c42\u90e8\u7f72<\/strong>\uff1a\u5728\u6709 GPU \u7684\u9999\u6e2f\u670d\u52a1\u5668\u4e0a\u90e8\u7f72\u5927\u578b\u6a21\u578b\u63a8\u7406\uff08\u5982 7B\u300113B\uff09\uff0c\u5728\u4f4e\u6210\u672c CPU VPS \u4e0a\u90e8\u7f72\u5c0f\u6a21\u578b\u6216\u4f5c\u4e3a\u7f13\u5b58\/\u540e\u5907\u65b9\u6848\u3002<\/li>\n<li><strong>\u6279\u5904\u7406\u4e0e\u52a8\u6001\u6279\u91cf<\/strong>\uff1a\u5b9e\u73b0\u8bf7\u6c42\u5408\u5e76\uff08micro-batching\uff09\uff0c\u4f7f\u7528\u65f6\u95f4\u7a97\u53e3\u6216 token \u8ba1\u6570\u5408\u5e76\u76f8\u8fd1\u8bf7\u6c42\uff0c\u80fd\u5927\u5e45\u63d0\u5347 GPU\/CPU 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\u63e1\u624b\u4e0e\u4e2d\u95f4\u8df3\u6570\u5ef6\u8fdf\u3002<\/li>\n<li>\u4e3a\u63d0\u9ad8\u53ef\u7528\u6027\uff0c\u91c7\u7528\u5065\u5eb7\u68c0\u67e5\u4e0e\u7194\u65ad\u673a\u5236\uff08circuit breaker\uff09\u9632\u6b62\u5355\u4e2a\u6a21\u578b\u8282\u70b9\u5d29\u6e83\u5bfc\u81f4\u6574\u4f53\u56de\u9000\u3002<\/li>\n<\/ul>\n<h3>\u8c03\u5ea6\u5c42\uff08\u6269\u5c55\u4e0e\u8d1f\u8f7d\u7ba1\u7406\uff09<\/h3>\n<ul>\n<li>\u91c7\u7528 Kubernetes \u6216\u66f4\u8f7b\u91cf\u7684\u5bb9\u5668\u7f16\u6392\uff08Docker Compose + autoscaling scripts\uff09\u6765\u5b9e\u73b0\u6c34\u5e73\u6269\u5c55\u3002\u5e38\u89c1\u7b56\u7565\u5305\u62ec\u57fa\u4e8e CPU\/GPU \u5229\u7528\u7387\u6216\u961f\u5217\u957f\u5ea6\u7684\u81ea\u52a8\u6269\u5bb9\u3002<\/li>\n<li>\u4f7f\u7528 Redis\/Message Queue\uff08\u5982 RabbitMQ\u3001Kafka\uff09\u4f5c\u4e3a\u8bf7\u6c42\u7f13\u51b2\u4e0e\u5f02\u6b65\u4efb\u52a1\u961f\u5217\uff0c\u5b9e\u73b0\u5cf0\u503c\u524a\u5cf0\u548c\u4efb\u52a1\u91cd\u8bd5\u3002<\/li>\n<li>\u5728\u591a\u533a\u57df\u90e8\u7f72\uff08\u9999\u6e2f + \u7f8e\u56fd\u7b49\uff09\u65f6\uff0c\u914d\u5408\u667a\u80fd DNS \u6216 Global Load Balancer 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GPU\/\u591a\u5b9e\u4f8b\u95f4\u5206\u914d\u663e\u5b58\uff0c\u907f\u514d\u5355\u5361 OOM\u3002<\/li>\n<li>\u5bf9\u9891\u7e41\u70ed\u8def\u5f84\u4f7f\u7528\u5185\u5b58\u6c60\uff08mmap\uff09\u6216 jemalloc\uff0c\u51cf\u5c11\u5185\u5b58\u788e\u7247\u5316\u5bf9\u957f\u671f\u7a33\u5b9a\u6027\u7684\u5f71\u54cd\u3002<\/li>\n<\/ul>\n<h3>\u7f51\u7edc\u4e0e\u4f20\u8f93\u4f18\u5316<\/h3>\n<ul>\n<li>\u542f\u7528 HTTP Keep-Alive\u3001\u538b\u7f29\uff08gzip\/brotli\uff09\u4e0e\u9002\u5f53\u7684\u4ee3\u7406\u7f13\u5b58\uff08\u77ed\u65f6\u7f13\u5b58\u63a8\u7406\u7ed3\u679c\uff09\u80fd\u51cf\u8f7b\u540e\u7aef\u8d1f\u8f7d\u3002<\/li>\n<li>\u9488\u5bf9\u957f\u6587\u672c\u6216\u6d41\u5f0f\u54cd\u5e94\u7684\u6a21\u578b\uff0c\u4f18\u5148\u4f7f\u7528 WebSocket \u6216 Server-Sent Events \u4ee5\u51cf\u5c11\u8fde\u63a5\/\u63e1\u624b\u5f00\u9500\u3002<\/li>\n<\/ul>\n<h3>\u6a21\u578b\u9009\u62e9\u4e0e\u6743\u8861<\/h3>\n<ul>\n<li>\u5c0f\u6a21\u578b\uff08\u5982 distilled \u6216 3B \u7ea7\uff09\u9002\u7528\u4e8e\u9ad8 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\u5219\u9002\u5408\u670d\u52a1\u7f8e\u6d32\u4e0e\u90e8\u5206\u6b27\u6d32\u6d41\u91cf\u3002<\/li>\n<\/ul>\n<h2>\u9009\u8d2d\u5efa\u8bae\uff1a\u5982\u4f55\u4e3a Hugging Face \u5e73\u53f0\u6311\u9009\u5408\u9002\u7684\u9999\u6e2fVPS<\/h2>\n<p>\u5728\u8d2d\u4e70 VPS \u6216\u9999\u6e2f\u670d\u52a1\u5668\u65f6\uff0c\u9700\u5173\u6ce8\u4ee5\u4e0b\u5173\u952e\u6307\u6807\uff1a<\/p>\n<h3>\u8ba1\u7b97\u4e0e\u663e\u5361<\/h3>\n<ul>\n<li>CPU\uff1a\u4f18\u5148\u9009\u62e9\u9ad8\u4e3b\u9891\u3001\u652f\u6301\u6307\u4ee4\u96c6\uff08AVX2\/AVX512\uff09\u7684\u5904\u7406\u5668\u6765\u52a0\u901f ONNX\/CPU \u63a8\u7406\u3002<\/li>\n<li>\u5185\u5b58\uff1aNLP \u6a21\u578b\u5e38\u5e38\u5360\u7528\u5927\u91cf\u5185\u5b58\uff0c\u5efa\u8bae\u6839\u636e\u6a21\u578b\u5927\u5c0f\u9884\u7559 2\u20134GB\/\u6bcf\u4ebf\u53c2\u6570 \u7684\u5185\u5b58\u9884\u7b97\u3002<\/li>\n<li>GPU\uff1a\u82e5\u9700\u8981\u4f4e\u5ef6\u8fdf\u9ad8\u541e\u5410\uff0c\u4f18\u5148\u9009\u62e9\u5e26\u6709 NVIDIA GPU\uff08\u5982 T4\u3001A10\u3001A100\uff09\u7684\u9999\u6e2f\u670d\u52a1\u5668\uff1b\u82e5\u9884\u7b97\u6709\u9650\u53ef\u5728\u5c0f\u578b\u9999\u6e2fVPS\u4e0a\u90e8\u7f72\u91cf\u5316\/\u526a\u679d\u6a21\u578b\u3002<\/li>\n<\/ul>\n<h3>\u5b58\u50a8\u4e0e\u7f51\u7edc<\/h3>\n<ul>\n<li>\u5b58\u50a8\uff1a\u9009\u62e9 NVMe \u6216 SSD \u4ee5\u4fdd\u8bc1\u6a21\u578b\u52a0\u8f7d\u901f\u5ea6\u4e0e\u672c\u5730\u7f13\u5b58\u6548\u7387\u3002<\/li>\n<li>\u5e26\u5bbd\u4e0e\u5e26\u5bbd\u8ba1\u8d39\uff1a\u5c3d\u91cf\u9009\u62e9\u5e26\u5bbd\u4fdd\u5e95\u4e0e\u9ad8\u5cf0\u503c\u652f\u6491\u7684\u65b9\u6848\uff0c\u907f\u514d\u56e0\u5e26\u5bbd\u74f6\u9888\u5bfc\u81f4\u7a81\u53d1\u5ef6\u8fdf\u3002<\/li>\n<li>\u516c\u7f51 IP \u4e0e\u7aef\u53e3\u7b56\u7565\uff1a\u4e3a\u4fdd\u8bc1\u5916\u90e8\u8bbf\u95ee\u4e0e\u5b89\u5168\u7b56\u7565\uff0c\u9009\u8d2d\u652f\u6301\u5f39\u6027 IP \u4e0e\u7075\u6d3b\u9632\u706b\u5899\u89c4\u5219\u7684 VPS\u3002<\/li>\n<\/ul>\n<h3>\u8fd0\u7ef4\u4e0e\u652f\u6301<\/h3>\n<ul>\n<li>\u9009\u62e9\u63d0\u4f9b\u5feb\u7167\u3001\u5907\u4efd\u3001\u76d1\u63a7\u4e0e 7&#215;24 \u652f\u6301\u7684\u4f9b\u5e94\u5546\uff0c\u4fbf\u4e8e\u5feb\u901f\u6062\u590d\u4e0e\u6545\u969c\u6392\u67e5\u3002<\/li>\n<li>\u5982\u679c\u9700\u8981\u8de8\u533a\u57df\u5bb9\u707e\uff0c\u8bc4\u4f30\u4f9b\u5e94\u5546\u662f\u5426\u6709\u591a\u533a\u57df\u8986\u76d6\u4e0e\u5f02\u5730\u5bb9\u707e\u80fd\u529b\u3002<\/li>\n<\/ul>\n<h2>\u5b89\u5168\u3001\u76d1\u63a7\u4e0e\u6210\u672c\u63a7\u5236<\/h2>\n<p>\u751f\u4ea7\u73af\u5883\u4e2d\u4e0d\u53ef\u5ffd\u89c6\u7684\u8fd8\u6709\u5b89\u5168\u3001\u76d1\u63a7\u4e0e\u6210\u672c\u5e73\u8861\u3002<\/p>\n<ul>\n<li><strong>\u5b89\u5168<\/strong>\uff1a\u4f7f\u7528 TLS\u3001\u8eab\u4efd\u9a8c\u8bc1\u3001\u8bf7\u6c42\u9650\u901f\u3001IP \u767d\u540d\u5355\u7b49\u51cf\u5c11\u6ee5\u7528\u98ce\u9669\uff0c\u6a21\u578b\u63a5\u53e3\u5e94\u505a\u597d\u8bbf\u95ee\u6743\u9650\u63a7\u5236\u4e0e\u5ba1\u8ba1\u3002<\/li>\n<li><strong>\u76d1\u63a7<\/strong>\uff1a\u90e8\u7f72 Prometheus + Grafana \u76d1\u63a7\u6307\u6807\uff08\u5ef6\u8fdf\u3001QPS\u3001GPU\/CPU \u5229\u7528\u7387\u3001\u961f\u5217\u957f\u5ea6\uff09\uff0c\u914d\u5408\u544a\u8b66\u7b56\u7565\u53ca\u65f6\u6269\u5bb9\u6216\u964d\u8f7d\u3002<\/li>\n<li><strong>\u6210\u672c\u4f18\u5316<\/strong>\uff1a\u5229\u7528 spot\/\u9884\u7559\u5b9e\u4f8b\u3001\u6309\u9700\u6269\u7f29\u5bb9\u548c\u6df7\u5408\u90e8\u7f72\uff08\u8fb9\u7f18\u5c0f\u5b9e\u4f8b + \u96c6\u4e2d\u5927\u7b97\u529b\uff09\u6765\u63a7\u5236\u603b\u4f53 TCO\u3002<\/li>\n<\/ul>\n<p>\u603b\u7ed3\u800c\u8a00\uff0c\u5728\u9999\u6e2fVPS\uff08\u6216\u9999\u6e2f\u670d\u52a1\u5668\uff09\u4e0a\u90e8\u7f72 Hugging Face NLP \u5e73\u53f0\uff0c\u80fd\u591f\u5728\u4e9a\u592a\u533a\u57df\u5185\u5b9e\u73b0\u66f4\u4f4e\u7684\u7f51\u7edc\u5ef6\u8fdf\u548c\u66f4\u4f18\u7684\u7528\u6237\u4f53\u9a8c\uff1b\u7ed3\u5408\u6a21\u578b\u91cf\u5316\u3001ONNX \u8f6c\u6362\u3001\u52a8\u6001\u6279\u5904\u7406\u4e0e\u5408\u7406\u7684\u8c03\u5ea6\u7b56\u7565\uff0c\u53ef\u4ee5\u5728\u6210\u672c\u53ef\u63a7\u7684\u524d\u63d0\u4e0b\u5b9e\u73b0\u9ad8\u541e\u5410\u4e0e\u9ad8\u53ef\u7528\u3002\u5bf9\u4e8e\u9700\u8981\u517c\u987e\u5168\u7403\u7528\u6237\u7684\u4e1a\u52a1\uff0c\u5efa\u8bae\u91c7\u7528\u9999\u6e2f\u8282\u70b9\u505a\u4e9a\u592a\u67a2\u7ebd\uff0c\u540c\u65f6\u914d\u5408\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668\u4f5c\u4e3a\u79bb\u5cf0\u6216\u7f8e\u6d32\u6d41\u91cf\u7684\u8865\u5145\uff0c\u8fd9\u6837\u53ef\u4ee5\u517c\u987e\u6027\u80fd\u4e0e\u8986\u76d6\u3002<\/p>\n<p>\u5982\u679c\u4f60\u6b63\u5728\u8bc4\u4f30\u9999\u6e2f\u90e8\u7f72\u65b9\u6848\u6216\u9700\u8981\u642d\u5efa\u8bd5\u7528\u73af\u5883\uff0c\u53ef\u4ee5\u53c2\u8003 Server.HK \u7684\u9999\u6e2fVPS \u4ea7\u54c1\u4e0e\u65b9\u6848\uff0c\u4e86\u89e3\u4e0d\u540c\u89c4\u683c\u7684\u5b9e\u4f8b\u548c\u7f51\u7edc\u914d\u7f6e\uff1a<a href=\"https:\/\/www.server.hk\/cloud.php\" target=\"_blank\" rel=\"noopener\">\u9999\u6e2fVPS \u65b9\u6848<\/a>\u3002\u66f4\u591a\u4fe1\u606f\u4e0e\u4f01\u4e1a\u652f\u6301\u53ef\u8bbf\u95ee <a href=\"https:\/\/www.server.hk\/\" target=\"_blank\" rel=\"noopener\">Server.HK \u5b98\u7f51<\/a>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u4e3a\u4e2d\u6587\u4e0e\u4e9a\u592a\u7528\u6237\u6253\u9020\u4f4e\u5ef6\u8fdf\u3001\u53ef\u6269\u5c55\u7684\u5728\u7ebfNLP\u670d\u52a1\uff1f\u672c\u6587\u4ee5\u9999\u6e2fVPS \u90e8\u7f72 Hugging Face 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