{"id":208676,"date":"2025-09-29T20:26:07","date_gmt":"2025-09-29T12:26:07","guid":{"rendered":"https:\/\/www.server.hk\/blog\/208676\/"},"modified":"2025-09-29T20:26:07","modified_gmt":"2025-09-29T12:26:07","slug":"vps-tensorflow","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/208676\/","title":{"rendered":"\u9999\u6e2fVPS\u5b9e\u6218\uff1a\u7528TensorFlow\u9ad8\u6548\u90e8\u7f72\u4e0e\u8bad\u7ec3AI\u6a21\u578b"},"content":{"rendered":"<p>\u5728\u8fb9\u7f18\u8ba1\u7b97\u4e0e\u4e91\u670d\u52a1\u65e5\u8d8b\u6210\u719f\u7684\u4eca\u5929\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u7ad9\u957f\u3001\u4f01\u4e1a\u7528\u6237\u4e0e\u5f00\u53d1\u8005\u9009\u62e9\u5728\u533a\u57df\u5316\u8282\u70b9\u4e0a\u90e8\u7f72\u6df1\u5ea6\u5b66\u4e60\u5de5\u4f5c\u8d1f\u8f7d\u3002<strong>\u9999\u6e2f\u4f5c\u4e3a\u4e9a\u592a\u7f51\u8def\u67a2\u7ebd\uff0c\u51ed\u501f\u4f4e\u5ef6\u8fdf\u4f18\u8d28\u5e26\u5bbd\u548c\u5bf9\u56fd\u9645\u94fe\u8def\u7684\u826f\u597d\u63a5\u5165\uff0c\u5df2\u6210\u4e3a\u8bad\u7ec3\u4e0e\u63a8\u7406AI\u6a21\u578b\u7684\u70ed\u95e8\u8282\u70b9\u9009\u62e9<\/strong>\u3002\u672c\u6587\u5c06\u4ee5\u5b9e\u6218\u89d2\u5ea6\uff0c\u4ecb\u7ecd\u5982\u4f55\u5728\u9999\u6e2fVPS\u73af\u5883\u4e2d\u4f7f\u7528TensorFlow\u9ad8\u6548\u90e8\u7f72\u4e0e\u8bad\u7ec3AI\u6a21\u578b\uff0c\u540c\u65f6\u5bf9\u6bd4\u7f8e\u56fdVPS\u3001\u9999\u6e2f\u670d\u52a1\u5668\u4e0e\u7f8e\u56fd\u670d\u52a1\u5668\u5728\u5b9e\u8df5\u4e2d\u7684\u5dee\u5f02\uff0c\u5e76\u7ed9\u51fa\u9009\u8d2d\u4e0e\u4f18\u5316\u5efa\u8bae\u3002<\/p>\n<h2>\u5f15\u8a00\uff1a\u4e3a\u4f55\u9009\u62e9\u9999\u6e2fVPS\u7528\u4e8eTensorFlow\u5de5\u4f5c\u8d1f\u8f7d<\/h2>\n<p>\u9009\u62e9\u5408\u9002\u7684\u4e91\u4e3b\u673a\u8282\u70b9\u5bf9\u6df1\u5ea6\u5b66\u4e60\u9879\u76ee\u7684\u5f00\u53d1\u6548\u7387\u548c\u6210\u672c\u63a7\u5236\u81f3\u5173\u91cd\u8981\u3002\u9999\u6e2fVPS\u76f8\u6bd4\u7f8e\u56fdVPS\u6216\u90e8\u7f72\u5728\u7f8e\u56fd\u670d\u52a1\u5668\u4e0a\u5177\u6709\u5929\u7136\u7684\u7f51\u7edc\u4f18\u52bf\uff0c\u5c24\u5176\u5bf9\u4e9a\u6d32\u7528\u6237\u4e0e\u6570\u636e\u6e90\u6709\u66f4\u4f4e\u7684\u7f51\u7edc\u5ef6\u8fdf\u3002\u6b64\u5916\uff0c\u9999\u6e2f\u6570\u636e\u4e2d\u5fc3\u901a\u5e38\u5bf9\u8fdb\u51fa\u53e3\u653f\u7b56\u4e0e\u5408\u89c4\u6027\u53cb\u597d\uff0c\u4fbf\u4e8e\u5904\u7406\u8de8\u5883\u6570\u636e\u540c\u6b65\u3002<\/p>\n<h2>\u539f\u7406\u4e0e\u73af\u5883\u51c6\u5907<\/h2>\n<h3>\u7406\u89e3\u786c\u4ef6\u4e0e\u8f6f\u4ef6\u5c42\u7ea7<\/h3>\n<ul>\n<li>\u786c\u4ef6\u5c42\uff1aCPU\u3001\u5185\u5b58\u3001\u5b58\u50a8\uff08NVMe\/SSD\uff09\u3001\u7f51\u7edc\u5e26\u5bbd\u4e0e\u53ef\u9009GPU\uff08\u5982NVIDIA A100\u3001V100\u6216T4\uff09\u3002<\/li>\n<li>\u9a71\u52a8\u5c42\uff1aGPU\u9700\u5b89\u88c5\u5bf9\u5e94\u7684NVIDIA\u9a71\u52a8\u3001CUDA Toolkit \u4e0e cuDNN\uff0c\u7248\u672c\u9700\u4e0eTensorFlow\u517c\u5bb9\u3002<\/li>\n<li>\u8fd0\u884c\u65f6\u5c42\uff1aPython \u865a\u62df\u73af\u5883\uff08venv\/conda\uff09\u3001TensorFlow \u5305\u3001\u4f9d\u8d56\u5e93\uff08numpy, pandas, scikit-learn \u7b49\uff09\u3002<\/li>\n<li>\u5bb9\u5668\u5316\u5c42\uff08\u53ef\u9009\uff09\uff1a\u4f7f\u7528Docker\u4e0envidia-docker\u53ef\u7b80\u5316\u4f9d\u8d56\u5e76\u4fbf\u4e8e\u8fc1\u79fb\u548c\u7248\u672c\u7ba1\u7406\u3002<\/li>\n<\/ul>\n<h3>\u73af\u5883\u642d\u5efa\u5b9e\u6218\u6b65\u9aa4<\/h3>\n<p>\u4e0b\u9762\u7ed9\u51fa\u5728\u9999\u6e2fVPS\u4e0a\u642d\u5efaTensorFlow GPU\u73af\u5883\u7684\u5e38\u89c1\u6d41\u7a0b\uff08\u4ee5Ubuntu\u4e3a\u4f8b\uff09\uff1a<\/p>\n<ul>\n<li>\u66f4\u65b0\u7cfb\u7edf\u4e0e\u57fa\u672c\u5de5\u5177\uff1a<br \/>\n    <code>sudo apt update &amp;&amp; sudo apt upgrade -y<\/code><\/li>\n<li>\u5b89\u88c5NVIDIA\u9a71\u52a8\u4e0eCUDA\uff1a\u5efa\u8bae\u5148\u786e\u8ba4GPU\u578b\u53f7\uff0c\u7136\u540e\u53c2\u8003NVIDIA\u5b98\u65b9\u6587\u6863\u9009\u62e9CUDA\u7248\u672c\uff08\u4f8b\u5982CUDA 11.8\u5bf9\u5e94TensorFlow 2.12\u5de6\u53f3\uff09\u3002\u5b89\u88c5\u6d41\u7a0b\u901a\u5e38\u4e3a\uff1a\u5b89\u88c5\u9a71\u52a8 \u2192 \u5b89\u88c5CUDA Toolkit \u2192 \u5b89\u88c5cuDNN\uff08\u9700\u6ce8\u518c\u4e0b\u8f7d\uff09\u3002<\/li>\n<li>\u5b89\u88c5Docker\u4e0envidia-container-toolkit\uff08\u63a8\u8350\u5bb9\u5668\u5316\u90e8\u7f72\uff09\uff1a<br \/>\n    <code>sudo apt install docker.io<\/code>\uff1b\u7136\u540e\u914d\u7f6envidia-docker\u4ee5\u652f\u6301GPU\u5bb9\u5668\u3002<\/li>\n<li>\u521b\u5efaPython\u865a\u62df\u73af\u5883\u6216\u4f7f\u7528TensorFlow\u5b98\u65b9Docker\u955c\u50cf\uff08\u5982tensorflow\/tensorflow:latest-gpu\uff09\u4ee5\u786e\u4fdd\u73af\u5883\u4e00\u81f4\u3002<\/li>\n<li>\u9a8c\u8bc1\u5b89\u88c5\uff1a\u8fd0\u884c\u7b80\u5355\u7684TensorFlow GPU\u793a\u4f8b\uff0c\u786e\u8ba4\u8bbe\u5907\u53ef\u89c1\uff1a<br \/>\n    <code>import tensorflow as tf; print(tf.config.list_physical_devices('GPU'))<\/code><\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f\u4e0e\u5b9e\u6218\u7b56\u7565<\/h2>\n<h3>\u6a21\u578b\u8bad\u7ec3\uff08\u79bb\u7ebf\/\u5728\u7ebf\uff09<\/h3>\n<p>\u5728\u9999\u6e2fVPS\u4e0a\u8fdb\u884c\u8bad\u7ec3\u901a\u5e38\u5206\u4e3a\u4e24\u7c7b\uff1a<\/p>\n<ul>\n<li><strong>\u79bb\u7ebf\u5927\u89c4\u6a21\u8bad\u7ec3<\/strong>\uff1a\u9002\u5408\u9700\u8981\u957f\u65f6\u95f4\u8bad\u7ec3\u7684\u6a21\u578b\uff08\u4f8b\u5982\u5927\u6a21\u578b\u6216\u5927\u578b\u6570\u636e\u96c6\uff09\u3002\u5efa\u8bae\u9009\u62e9\u5177\u5907\u72ec\u7acbGPU\u3001\u8f83\u5927\u5185\u5b58\u4e0e\u9ad8\u901fNVMe\u5b58\u50a8\u7684\u9999\u6e2f\u670d\u52a1\u5668\u6216GPU\u5b9e\u4f8b\uff1b\u540c\u65f6\u4f7f\u7528\u5206\u5e03\u5f0f\u8bad\u7ec3\u6846\u67b6\uff08\u5982tf.distribute.MultiWorkerMirroredStrategy\uff09\u4ee5\u6a2a\u5411\u6269\u5c55\u3002<\/li>\n<li><strong>\u589e\u91cf\/\u5728\u7ebf\u8bad\u7ec3<\/strong>\uff1a\u5c0f\u6279\u91cf\u5feb\u901f\u8fed\u4ee3\u53ef\u5728\u8f7b\u91cf\u7ea7\u9999\u6e2fVPS\u4e0a\u5b8c\u6210\uff0c\u5229\u7528\u81ea\u52a8\u5316\u811a\u672c\uff08cron\/CI\uff09\u89e6\u53d1\u8bad\u7ec3\u4efb\u52a1\uff0c\u914d\u5408\u6a21\u578b\u7248\u672c\u7ba1\u7406\uff08MLflow\u6216TensorBoard\uff09\u76d1\u63a7\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/li>\n<\/ul>\n<h3>\u6a21\u578b\u63a8\u7406\u4e0e\u90e8\u7f72<\/h3>\n<ul>\n<li>\u8f7b\u91cf\u63a8\u7406\u53ef\u4f7f\u7528TensorFlow Serving\u6216TensorFlow Lite\u8fdb\u884c\u90e8\u7f72\uff0c\u82e5\u5b9e\u65f6\u54cd\u5e94\u8981\u6c42\u9ad8\uff0c\u90e8\u7f72\u5728\u9999\u6e2f\u8282\u70b9\u80fd\u663e\u8457\u964d\u4f4e\u5bf9\u4e9a\u6d32\u5ba2\u6237\u7684\u5ef6\u8fdf\u3002<\/li>\n<li>\u91c7\u7528GPU\u63a8\u7406\u80fd\u63d0\u5347\u541e\u5410\uff0c\u4f46\u9700\u8bc4\u4f30\u6210\u672c\u3002\u5bf9\u4e8e\u6210\u672c\u654f\u611f\u7684\u573a\u666f\uff0c\u53ef\u5728\u9999\u6e2fVPS\u4e0a\u90e8\u7f72CPU\u63a8\u7406\u4e0e\u91cf\u5316\u6a21\u578b\uff08INT8\uff09\u4ee5\u8282\u7701\u8d44\u6e90\u3002<\/li>\n<li>\u4f7f\u7528\u5bb9\u5668\u7f16\u6392\uff08Kubernetes\uff09\u5b9e\u73b0\u5f39\u6027\u4f38\u7f29\uff1a\u901a\u8fc7Horizontal Pod Autoscaler\u7ed3\u5408GPU\u8c03\u5ea6\uff08Device Plugin\uff09\u7ba1\u7406\u63a8\u7406\u8d1f\u8f7d\u3002<\/li>\n<\/ul>\n<h2>\u4f18\u52bf\u5bf9\u6bd4\uff1a\u9999\u6e2fVPS vs \u7f8e\u56fdVPS \/ \u7f8e\u56fd\u670d\u52a1\u5668<\/h2>\n<h3>\u7f51\u7edc\u4e0e\u5ef6\u8fdf<\/h3>\n<p>\u5bf9\u4e9a\u6d32\u533a\u7528\u6237\u800c\u8a00\uff0c<strong>\u9999\u6e2fVPS\u901a\u5e38\u6bd4\u7f8e\u56fdVPS\u6216\u90e8\u7f72\u5728\u7f8e\u56fd\u670d\u52a1\u5668\u4e0a\u5177\u6709\u66f4\u4f4e\u7684\u7f51\u7edc\u5ef6\u8fdf\u4e0e\u66f4\u7a33\u5b9a\u7684\u94fe\u8def<\/strong>\uff0c\u5c24\u5176\u662f\u8bbf\u95ee\u4e2d\u56fd\u5927\u9646\u6216\u4e1c\u5357\u4e9a\u7528\u6237\u65f6\u4f18\u52bf\u660e\u663e\u3002\u82e5\u4e3b\u8981\u7528\u6237\u5728\u7f8e\u6d32\u6216\u6b27\u6d32\uff0c\u7f8e\u56fd\u670d\u52a1\u5668\u53ef\u80fd\u66f4\u5408\u9002\u3002<\/p>\n<h3>\u6210\u672c\u4e0e\u53ef\u7528\u6027<\/h3>\n<p>\u7f8e\u56fdVPS\u4e0e\u9999\u6e2fVPS\u5728\u4ef7\u683c\u7ed3\u6784\u4e0a\u5404\u6709\u7279\u70b9\uff1a\u7f8e\u56fd\u4e91\u670d\u52a1\u5546\u5728\u5927\u89c4\u6a21GPU\u8d44\u6e90\u4e0a\u7ade\u4e89\u6fc0\u70c8\uff0c\u53ef\u80fd\u63d0\u4f9b\u66f4\u4f4e\u7684\u6309\u9700\u4ef7\u683c\u6216\u66f4\u591a\u4f18\u60e0\u3002\u4f46\u9999\u6e2fVPS\u5728\u5c0f\u89c4\u6a21\u7684\u4f4e\u5ef6\u8fdf\u670d\u52a1\u3001\u5907\u6848\u4e0e\u672c\u5730\u5316\u652f\u6301\u65b9\u9762\u5177\u5907\u4f18\u52bf\u3002\u9009\u62e9\u65f6\u9700\u6743\u8861\u5e26\u5bbd\u8d39\u7528\u3001\u8de8\u5883\u4f20\u8f93\u6210\u672c\u4e0e\u5ef6\u8fdf\u3002<\/p>\n<h3>\u5408\u89c4\u4e0e\u6570\u636e\u4e3b\u6743<\/h3>\n<p>\u9999\u6e2f\u5728\u6570\u636e\u5408\u89c4\u65b9\u9762\u6709\u5176\u72ec\u7acb\u653f\u7b56\uff0c\u9002\u5408\u9700\u8981\u8de8\u5883\u540c\u6b65\u4f46\u53c8\u5e0c\u671b\u907f\u5f00\u590d\u6742\u6d77\u5916\u5408\u89c4\u95ee\u9898\u7684\u4f01\u4e1a\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u90e8\u7f72\u5728\u7f8e\u56fd\u670d\u52a1\u5668\u4e0a\u53ef\u80fd\u9762\u4e34\u4e0d\u540c\u7684\u6cd5\u5f8b\u7ea6\u675f\u4e0e\u5ba1\u67e5\u8981\u6c42\u3002<\/p>\n<h2>\u6027\u80fd\u4f18\u5316\u4e0e\u5de5\u7a0b\u5b9e\u8df5<\/h2>\n<h3>\u6570\u636e\u7ba1\u9053\u4e0e\u5b58\u50a8\u4f18\u5316<\/h3>\n<ul>\n<li>\u5c3d\u91cf\u4f7f\u7528\u9ad8IOPS\u7684NVMe\u6216\u672c\u5730SSD\u5b58\u50a8\u8bad\u7ec3\u6570\u636e\uff0c\u907f\u514d\u7f51\u7edc\u5b58\u50a8\u6210\u4e3a\u74f6\u9888\u3002<\/li>\n<li>\u4f7f\u7528tf.data API\u6784\u5efa\u9ad8\u6548\u7684\u6570\u636e\u8f93\u5165\u6d41\u6c34\u7ebf\uff0c\u5f00\u542f\u6570\u636e\u9884\u53d6(prefetch)\u3001\u5e76\u884c\u6620\u5c04(map_parallel)\u4e0e\u7f13\u5b58(cache)\u4ee5\u51cf\u5c11GPU\u7a7a\u95f2\u3002<\/li>\n<li>\u5bf9\u5927\u578b\u6570\u636e\u96c6\uff0c\u8003\u8651\u5148\u5728\u5bf9\u8c61\u5b58\u50a8\uff08S3\u517c\u5bb9\uff09\u4e0a\u4fdd\u5b58\u539f\u59cb\u6570\u636e\uff0c\u8bad\u7ec3\u8282\u70b9\u901a\u8fc7\u5206\u6279\u62c9\u53d6\u5e76\u672c\u5730\u7f13\u5b58\u3002<\/li>\n<\/ul>\n<h3>\u6a21\u578b\u4e0e\u8bad\u7ec3\u4f18\u5316<\/h3>\n<ul>\n<li>\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\uff08FP16\uff09\u80fd\u663e\u8457\u63d0\u5347GPU\u541e\u5410\u5e76\u964d\u4f4e\u663e\u5b58\u5360\u7528\uff0c\u4f46\u9700\u786e\u4fdd\u786c\u4ef6\u652f\u6301\u5e76\u614e\u7528\u68af\u5ea6\u7f29\u653e\u3002<\/li>\n<li>\u4f7f\u7528\u5206\u5e03\u5f0f\u8bad\u7ec3\u6846\u67b6\u51cf\u5c11\u6bcf\u5361\u6279\u91cf\u5927\u5c0f\u7684\u51b2\u51fb\uff0c\u9002\u5f53\u8c03\u6574\u5b66\u4e60\u7387\u4e0eBatchSize\u4ee5\u4fdd\u6301\u7a33\u5b9a\u6536\u655b\u3002<\/li>\n<li>\u91c7\u7528Checkpoint\u7b56\u7565\u4e0e\u5468\u671f\u6027\u5feb\u7167\uff0c\u4fbf\u4e8e\u5bb9\u9519\u4e0e\u4efb\u52a1\u8fc1\u79fb\u3002<\/li>\n<\/ul>\n<h3>\u76d1\u63a7\u4e0e\u8fd0\u7ef4<\/h3>\n<ul>\n<li>\u96c6\u6210Prometheus + Grafana\u76d1\u63a7GPU\u5229\u7528\u7387\u3001\u663e\u5b58\u3001\u78c1\u76d8\u4e0e\u7f51\u7edcIO\uff0c\u7ed3\u5408Alert\u544a\u8b66\u53ca\u65f6\u5904\u7406\u8d44\u6e90\u74f6\u9888\u3002<\/li>\n<li>\u65e5\u5fd7\u7ba1\u7406\uff1a\u96c6\u4e2d\u5316\u65e5\u5fd7\uff08ELK\/EFK\uff09\u6709\u52a9\u4e8e\u8ffd\u8e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u5f02\u5e38\u3002<\/li>\n<li>\u5b89\u5168\u6027\uff1a\u5173\u95ed\u4e0d\u5fc5\u8981\u7aef\u53e3\u3001\u4f7f\u7528SSH\u5bc6\u94a5\u3001\u9650\u5236\u7ba1\u7406\u63a5\u53e3\u8bbf\u95eeIP\uff0c\u5e76\u5b9a\u671f\u66f4\u65b0\u7cfb\u7edf\u8865\u4e01\u3002<\/li>\n<\/ul>\n<h2>\u9009\u8d2d\u5efa\u8bae\uff1a\u5982\u4f55\u4e3aTensorFlow\u5de5\u4f5c\u8d1f\u8f7d\u6311\u9009\u9999\u6e2fVPS<\/h2>\n<ul>\n<li><strong>\u660e\u786e\u7528\u9014\uff1a<\/strong>\u662f\u957f\u671f\u5927\u89c4\u6a21\u8bad\u7ec3\uff08\u9009GPU\u5b9e\u4f8b\u6216\u9999\u6e2f\u670d\u52a1\u5668\uff09\uff0c\u8fd8\u662f\u8f7b\u91cf\u7ebf\u4e0a\u63a8\u7406\/\u5f00\u53d1\uff08\u9009\u901a\u7528VPS\uff09\u3002<\/li>\n<li><strong>\u8bc4\u4f30GPU\u9700\u6c42\uff1a<\/strong>\u5c0f\u89c4\u6a21\u5b9e\u9a8c\u53ef\u7528T4\u6216V100\uff0c\u751f\u4ea7\u7ea7\u5927\u6a21\u578b\u8bad\u7ec3\u8003\u8651A100\u3002\u82e5\u4f9b\u5e94\u53d7\u9650\uff0c\u53ef\u91c7\u7528\u6df7\u5408\u7b56\u7565\uff08\u672c\u5730\u5c0f\u578bGPU + \u5f39\u6027\u4e91\u8bad\u7ec3\uff09\u3002<\/li>\n<li><strong>\u5b58\u50a8\u4e0eIO\uff1a<\/strong>\u4f18\u5148\u9009\u62e9NVMe\u6216SSD\uff0c\u8bad\u7ec3\u6570\u636e\u91cf\u5927\u65f6\u5efa\u8bae\u914d\u5907\u66f4\u9ad8IOPS\u4e0e\u8f83\u5927\u672c\u5730\u76d8\u3002<\/li>\n<li><strong>\u7f51\u7edc\u4e0e\u5e26\u5bbd\uff1a<\/strong>\u6839\u636e\u63a8\u7406\u5ef6\u8fdf\u4e0e\u6570\u636e\u62c9\u53d6\u9891\u7387\u9009\u62e9\u5e26\u5bbd\uff0c\u6ce8\u610f\u5cf0\u503c\u6d41\u91cf\u65f6\u7684\u8d39\u7528\u4e0e\u901f\u7387\u3002<\/li>\n<li><strong>\u53ef\u6269\u5c55\u6027\uff1a<\/strong>\u9009\u62e9\u652f\u6301\u5feb\u7167\u3001\u955c\u50cf\u4e0e\u5bb9\u5668\u5316\u90e8\u7f72\u7684VPS\uff0c\u4fbf\u4e8e\u6a2a\u5411\u6269\u5bb9\u6216\u8fc1\u79fb\u81f3\u5176\u4ed6\u8282\u70b9\uff08\u4f8b\u5982\u7f8e\u56fdVPS\u8fdb\u884c\u79bb\u5cf0\u6279\u5904\u7406\uff09\u3002<\/li>\n<li><strong>\u6027\u4ef7\u6bd4\u6bd4\u8f83\uff1a<\/strong>\u5c06\u9999\u6e2f\u670d\u52a1\u5668\u7684\u4f4e\u5ef6\u8fdf\u4e0e\u7f8e\u56fd\u670d\u52a1\u5668\/\u7f8e\u56fdVPS\u7684\u4ef7\u683c\u4e0e\u8d44\u6e90\u53ef\u7528\u6027\u5bf9\u6bd4\uff0c\u9009\u62e9\u7b26\u5408\u9884\u7b97\u4e0e\u6027\u80fd\u7684\u6298\u4e2d\u65b9\u6848\u3002<\/li>\n<\/ul>\n<h2>\u5e38\u89c1\u95ee\u9898\u4e0e\u6392\u9519\u8981\u70b9<\/h2>\n<ul>\n<li>GPU\u4e0d\u53ef\u89c1\uff1a\u68c0\u67e5NVIDIA\u9a71\u52a8\u4e0eCUDA\u7248\u672c\u662f\u5426\u5b89\u88c5\u6b63\u786e\uff0c\u5e76\u786e\u8ba4nvidia-smi\u80fd\u6b63\u5e38\u8f93\u51fa\u3002<\/li>\n<li>\u663e\u5b58\u6ea2\u51fa\uff1a\u51cf\u5c0fBatchSize\u3001\u91c7\u7528\u6df7\u5408\u7cbe\u5ea6\u6216\u6a21\u578b\u88c1\u526a\u3002<\/li>\n<li>\u8bad\u7ec3\u6162\u4f46GPU\u5229\u7528\u7387\u4f4e\uff1a\u4f18\u5316\u6570\u636e\u8f93\u5165\u7ba1\u7ebf\uff08tf.data\u9884\u53d6\u4e0e\u5e76\u884c\uff09\u3001\u68c0\u67e5\u78c1\u76d8IO\u4e0e\u7f51\u7edc\u74f6\u9888\u3002<\/li>\n<li>\u7f51\u7edc\u5ef6\u8fdf\u9ad8\uff1a\u5728\u9999\u6e2fVPS\u4e0a\u90e8\u7f72\u6570\u636e\u9884\u5904\u7406\u6216\u8fb9\u7f18\u7f13\u5b58\uff0c\u51cf\u5c11\u8de8\u5883\u5b9e\u65f6\u8bf7\u6c42\u3002<\/li>\n<\/ul>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u9488\u5bf9\u9762\u5411\u4e9a\u6d32\u5e02\u573a\u7684AI\u5e94\u7528\uff0c<strong>\u9999\u6e2fVPS\u5728\u7f51\u7edc\u5ef6\u8fdf\u3001\u8fde\u901a\u6027\u4e0e\u5408\u89c4\u6027\u65b9\u9762\u5177\u5907\u660e\u663e\u4f18\u52bf<\/strong>\uff0c\u975e\u5e38\u9002\u5408\u5c06TensorFlow\u8bad\u7ec3\u4e0e\u63a8\u7406\u90e8\u7f72\u5728\u9760\u8fd1\u7528\u6237\u7aef\u7684\u8282\u70b9\u4ee5\u63d0\u5347\u4f53\u9a8c\u3002\u901a\u8fc7\u5408\u7406\u9009\u62e9GPU\u7c7b\u578b\u3001\u4f18\u5316\u6570\u636e\u7ba1\u9053\u3001\u91c7\u7528\u5bb9\u5668\u5316\u4e0e\u5206\u5e03\u5f0f\u8bad\u7ec3\u7b56\u7565\uff0c\u53ef\u4ee5\u5728\u9999\u6e2fVPS\u4e0a\u5b9e\u73b0\u9ad8\u6548\u4e14\u53ef\u6269\u5c55\u7684AI\u8bad\u7ec3\u4e0e\u63a8\u7406\u5e73\u53f0\u3002\u82e5\u9879\u76ee\u7528\u6237\u66f4\u503e\u5411\u4e8e\u7f8e\u6d32\u5e02\u573a\uff0c\u5219\u53ef\u8003\u8651\u7f8e\u56fdVPS\u6216\u7f8e\u56fd\u670d\u52a1\u5668\u4f5c\u4e3a\u8865\u5145\uff0c\u4ee5\u8fbe\u5230\u5168\u7403\u8986\u76d6\u4e0e\u6210\u672c\u5e73\u8861\u3002<\/p>\n<p>\u5982\u9700\u4e86\u89e3\u9999\u6e2fVPS\u7684\u5177\u4f53\u914d\u7f6e\u4e0e\u8ba1\u8d39\u4fe1\u606f\uff0c\u53ef\u8bbf\u95ee Server.HK \u7684\u4ea7\u54c1\u9875\u9762\u4e86\u89e3\u66f4\u591a\u8be6\u60c5\uff1a<a href=\"https:\/\/www.server.hk\/cloud.php\" target=\"_blank\" rel=\"noopener\">\u9999\u6e2fVPS \/ \u4e91\u670d\u52a1\u5668\u4ea7\u54c1<\/a>\u3002\u66f4\u591a\u5173\u4e8eServer.HK\u7684\u670d\u52a1\u4fe1\u606f\u8bf7\u89c1\uff1a<a href=\"https:\/\/www.server.hk\/\" target=\"_blank\" rel=\"noopener\">Server.HK \u5b98\u65b9\u7f51\u7ad9<\/a>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u7bc7\u5b9e\u6218\u6307\u5357\u805a\u7126\u9999\u6e2fVPS TensorFlow\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u5e26\u4f60\u5728\u9999\u6e2f\u8282\u70b9\u4e0a\u9ad8\u6548\u90e8\u7f72\u4e0e\u8bad\u7ec3AI\u6a21\u578b\uff0c\u5145\u5206\u5229\u7528\u4f4e\u5ef6\u8fdf\u4e0e\u4f18\u8d28\u5e26\u5bbd\u63d0\u5347\u8bad\u7ec3\u901f\u5ea6\u4e0e\u63a8\u7406\u8868\u73b0\u3002\u8fd8\u5c06\u5bf9\u6bd4\u7f8e\u56fdVPS\u4e0e\u9999\u6e2f\u670d\u52a1\u5668\u7684\u5dee\u5f02\uff0c\u5e76\u63d0\u4f9b\u9009\u8d2d\u4e0e\u4f18\u5316\u5efa\u8bae\uff0c\u5e2e\u4f60\u5728\u6027\u80fd\u4e0e\u6210\u672c\u95f4\u505a\u51fa\u6700\u4f18\u53d6\u820d\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4927],"tags":[881,879,114,880,119,107,878,603],"class_list":{"0":"post-208676","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"category-4927","7":"tag-ai","8":"tag-tensorflow","9":"tag-vps","10":"tag-880","11":"tag-119","13":"tag-vps-tensorflow","14":"tag-603"},"_links":{"self":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/208676","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/comments?post=208676"}],"version-history":[{"count":1,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/208676\/revisions"}],"predecessor-version":[{"id":208677,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/208676\/revisions\/208677"}],"wp:attachment":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/media?parent=208676"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/categories?post=208676"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/tags?post=208676"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}