{"id":36080,"date":"2026-09-15T13:55:41","date_gmt":"2026-09-15T05:55:41","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-tw\/fixing-gpu-model-failures-after-server-environment-changes\/"},"modified":"2026-09-15T14:02:28","modified_gmt":"2026-09-15T06:02:28","slug":"fixing-gpu-model-failures-after-server-environment-changes","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/","title":{"rendered":"\u4fee\u5fa9 GPU \u6a21\u578b\u5728\u66f4\u63db\u4f3a\u670d\u5668\u74b0\u5883\u5f8c\u7121\u6cd5\u904b\u884c\u7684\u554f\u984c"},"content":{"rendered":"<p>\n\u4f60\u91cd\u69cb\u4e86\u4e00\u90e8\u5206\u57fa\u790e\u8a2d\u65bd\uff0c\u628a\u5de5\u4f5c\u8ca0\u8f09\u9077\u79fb\u5230\u65e5\u672c\u6a5f\u623f\u7684\u4e00\u53f0\u65b0\u7684 <a target=\"_blank\" href=\"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/gpu-acceleration-for-ai-using-us-high-configuration-servers\/\">GPU<\/a> \u4f3a\u670d\u5668\u6216\u8005\u4e00\u53f0\u65b0\u7684 <a target=\"_blank\" href=\"https:\/\/www.varidata.com\/zh-tw\/server\/tokyo\/cn2\/\">\u65e5\u672c\u4f3a\u670d\u5668<\/a> \u4e0a\uff0c\u6309\u4e0b\u57f7\u884c\u2026\u2026\u7136\u5f8c\u6a21\u578b\u76f4\u63a5\u639b\u6389\u3002\u7a0b\u5f0f\u78bc\u6c92\u6539\uff0c\u5009\u5eab\u9084\u662f\u540c\u4e00\u500b\uff0c\u4f46\u5230\u8655\u90fd\u662f CUDA \u932f\u8aa4\u8207\u7f3a\u5931\u7684\u51fd\u5f0f\u5eab\u3002\u5982\u679c\u9019\u807d\u8d77\u4f86\u50cf\u5178\u578b\u7684 GPU \u4f3a\u670d\u5668\u74b0\u5883\u9077\u79fb\u554f\u984c\uff0c\u90a3\u9019\u7bc7\u6307\u5357\u5c31\u662f\u70ba\u4f60\u6e96\u5099\u7684\u3002\n<\/p>\n<h2><strong>1. \u7576\u4f60\u300c\u53ea\u662f\u63db\u4e86\u4e00\u53f0\u4f3a\u670d\u5668\u300d\u6642\uff0c\u54ea\u4e9b\u6771\u897f\u771f\u7684\u8b8a\u4e86<\/strong><\/h2>\n<p>\n\u5f9e\u958b\u767c\u8005\u8996\u89d2\u4f86\u770b\uff0c\u4f60\u53ef\u80fd\u53ea\u662f\u63db\u4e86\u4e00\u500b IP\uff0c\u6539\u4e86\u4e00\u500b SSH \u76ee\u6a19\u3002\u5f9e\u6574\u500b\u6280\u8853\u68e7\u7684\u8996\u89d2\u4f86\u770b\uff0c\u4f60\u53ef\u80fd\u5df2\u7d93\u66f4\u63db\u4e86\uff1aGPU \u67b6\u69cb\u3001NVIDIA \u9a45\u52d5\u7248\u672c\u3001CUDA \u5de5\u5177\u5305\u3001Linux \u767c\u884c\u7248\u3001\u6838\u5fc3\u3001Python \u5efa\u7f6e\u7248\u672c\uff0c\u751a\u81f3\u662f\u7d30\u5fae\u7684 glibc \u5dee\u7570\u3002\u4efb\u4f55\u4e00\u500b\u74b0\u7bc0\u7684\u8b8a\u5316\uff0c\u90fd\u8db3\u4ee5\u8b93\u539f\u672c\u7a69\u5b9a\u7684\u6df1\u5ea6\u5b78\u7fd2\u74b0\u5883\u77ac\u9593\u5d29\u76e4\u3002\n<\/p>\n<ul>\n<li><strong>\u65b0\u7684 GPU \u4e16\u4ee3<\/strong>\uff1a\u4f60\u7684\u820a\u6a5f\u5668\u53ef\u80fd\u662f V100\uff0c\u800c\u65b0\u7684\u65e5\u672c GPU \u4f3a\u670d\u5668\u79df\u7528\u65b9\u6848\u7d66\u4f60\u7684\u662f A100 \u6216 RTX 4090\u3002<\/li>\n<li><strong>\u65b0\u7684\u7cfb\u7d71\u6620\u50cf\u6a94<\/strong>\uff1a\u820a\u74b0\u5883\u662f Ubuntu 18.04\uff0c\u65b0\u74b0\u5883\u662f 22.04\uff0c\u9810\u8a2d\u51fd\u5f0f\u5eab\u548c\u7cfb\u7d71\u884c\u70ba\u90fd\u6709\u6240\u8b8a\u5316\u3002<\/li>\n<li><strong>\u4e0d\u540c\u7684\u90e8\u7f72\u68e7<\/strong>\uff1a\u4e4b\u524d\u662f\u88f8\u6a5f\u90e8\u7f72\uff0c\u73fe\u5728\u5168\u90e8\u5207\u5230 Docker \u6216\u7531 Kubernetes \u7ba1\u7406\u3002<\/li>\n<li><strong>\u7db2\u8def\u62d3\u64b2\u8b8a\u5316<\/strong>\uff1a\u9077\u79fb\u5230\u65e5\u672c\u5340\u57df\u5f8c\uff0c\u6a21\u578b\u548c\u8cc7\u6599\u96c6\u7684\u4e0b\u8f09\u4f86\u6e90\u53ef\u80fd\u767c\u751f\u6539\u8b8a\uff0c\u903e\u6642\u8207 DNS \u884c\u70ba\u4e5f\u90fd\u6703\u8ddf\u8457\u8b8a\u3002<\/li>\n<\/ul>\n<p>\n\u8207\u5176\u53cd\u8986\u300c\u91cd\u88dd\u78b0\u904b\u6c23\u300d\uff0c\u4e0d\u5982\u628a\u9019\u500b\u554f\u984c\u7576\u6210\u6b63\u898f\u7684\u9664\u932f\u6d41\u7a0b\uff1a\u5f9e\u786c\u9ad4\u5230 Python \u7a0b\u5f0f\u78bc\u9010\u5c64\u9a57\u8b49\uff0c\u9010\u5c64\u9396\u5b9a\u5230\u5e95\u662f\u54ea\u88e1\u767c\u751f\u4e86\u8b8a\u5316\u3002\n<\/p>\n<h2><strong>2. \u5efa\u7acb\u5fc3\u667a\u6a21\u578b\uff1a\u628a GPU \u6280\u8853\u68e7\u6309\u5c64\u62c6\u958b\u770b<\/strong><\/h2>\n<p>\n\u5728\u6392\u67e5\u9077\u79fb\u4e4b\u5f8c\u8a6d\u7570\u7684\u57f7\u884c\u6642\u932f\u8aa4\u6642\uff0c\u8981\u5b78\u6703\u5206\u5c64\u601d\u8003\u3002\u5982\u679c\u5e95\u5c64\u67d0\u4e00\u5c64\u51fa\u554f\u984c\uff0c\u4e0a\u5c64\u518d\u4e7e\u6de8\u7684\u7a0b\u5f0f\u78bc\u4e5f\u6703\u8868\u73fe\u5f97\u4e00\u5718\u7cdf\u3002\n<\/p>\n<ol>\n<li><strong>\u786c\u9ad4\u5c64<\/strong>\uff1a\u5be6\u9ad4 GPU\u3001PCIe \u62d3\u64b2\u3001\u96fb\u6e90\u3001\u6563\u71b1\u3002<\/li>\n<li><strong>\u4e3b\u6a5f OS + \u9a45\u52d5\u5c64<\/strong>\uff1a\u6838\u5fc3\u3001NVIDIA \u9a45\u52d5\u3001\u4e3b\u6a5f\u4e0a\u7684 CUDA runtime\u3002<\/li>\n<li><strong>\u5bb9\u5668 \/ \u865b\u64ec\u5316\u5c64<\/strong>\uff1aDocker\u3001nvidia-container-toolkit\u3001\u865b\u64ec\u5316\u8a2d\u5b9a\u3002<\/li>\n<li><strong>\u8a9e\u8a00\u57f7\u884c\u968e\u6bb5\u5c64<\/strong>\uff1aPython \u7248\u672c\u3001Conda \/ virtualenv\u3002<\/li>\n<li><strong>\u6846\u67b6\u5c64<\/strong>\uff1aPyTorch\u3001TensorFlow\u3001JAX\u3001MXNet \u4ee5\u53ca\u5404\u81ea\u7de8\u8b6f\u7d81\u5b9a\u7684 CUDA\u3002<\/li>\n<li><strong>\u61c9\u7528\u5c64<\/strong>\uff1a\u4f60\u7684\u8a13\u7df4 \/ \u63a8\u8ad6\u7a0b\u5f0f\u78bc\u3001\u8a2d\u5b9a\u3001\u74b0\u5883\u8b8a\u6578\u3002<\/li>\n<\/ol>\n<p>\n\u9664\u932f\u7b56\u7565\u5f88\u7c21\u55ae\uff1a\u5f9e\u6700\u5e95\u5c64\u958b\u59cb\u5f80\u4e0a\u6392\u67e5\uff0c\u6c38\u9060\u4e0d\u8981\u56e0\u70ba\u300c\u4e4b\u524d\u5728\u820a\u4f3a\u670d\u5668\u4e0a\u6c92\u554f\u984c\u300d\u5c31\u6b66\u65b7\u5730\u8a8d\u70ba\u67d0\u4e00\u5c64\u4e00\u5b9a\u662f\u6b63\u5e38\u7684\u3002\n<\/p>\n<h2><strong>3. \u5148\u78ba\u8a8d\uff1a\u65b0\u6a5f\u5668\u4e0a\u7684 GPU \u771f\u7684\u9084\u6d3b\u8457\u55ce<\/strong><\/h2>\n<p>\n\u5728\u548c CUDA \u5435\u67b6\u4e4b\u524d\uff0c\u5148\u78ba\u4fdd\u786c\u9ad4\u662f\u53ef\u898b\u800c\u4e14\u5065\u5eb7\u7684\u3002SSH \u767b\u5165\u65e5\u672c\u7bc0\u9ede\uff0c\u5148\u8dd1\u4e00\u4e9b\u770b\u8d77\u4f86\u5f88\u7121\u804a\u7684\u6307\u4ee4\u3002\n<\/p>\n<ul>\n<li><code>nvidia-smi<\/code>\uff1a\u4f60\u80fd\u770b\u5230\u6240\u6709\u986f\u793a\u5361\u55ce\uff1f\u578b\u865f\u6b63\u78ba\u55ce\uff1f\u9592\u7f6e\u72c0\u614b\u4e0b\u6eab\u5ea6\u548c\u529f\u8017\u662f\u5426\u5408\u7406\uff1f<\/li>\n<li><code>lspci | grep -i nvidia<\/code>\uff1a\u78ba\u8a8d PCIe \u88dd\u7f6e\u662f\u5426\u5b58\u5728\uff0c\u5728\u9a45\u52d5\u6709\u554f\u984c\u3001<code>nvidia-smi<\/code> \u8dd1\u4e0d\u8d77\u4f86\u6642\u7279\u5225\u6709\u7528\u3002<\/li>\n<li><code>dmesg | grep -i nvidia<\/code>\uff1a\u67e5\u770b\u9a45\u52d5\u8f09\u5165\u554f\u984c\u3001ECC \u932f\u8aa4\u6216\u91cd\u555f\u5f8c\u7684 PCIe \u554f\u984c\u3002<\/li>\n<\/ul>\n<p>\n\u6b64\u968e\u6bb5\u7684\u4e00\u4e9b\u7d05\u8272\u4fe1\u865f\uff1a\n<\/p>\n<ul>\n<li><code>nvidia-smi<\/code> \u4e2d\u5b8c\u5168\u770b\u4e0d\u5230 GPU\u3002<\/li>\n<li>\u51fa\u73fe\u300cno devices were found\u300d\u4e4b\u985e\u7684\u932f\u8aa4\u3002<\/li>\n<li>GPU \u6578\u91cf\u660e\u986f\u5c11\u65bc\u4f60\u5728\u4f3a\u670d\u5668\u79df\u7528\u6216\u4f3a\u670d\u5668\u8a17\u7ba1\u65b9\u6848\u4e2d\u5be6\u969b\u8cfc\u8cb7\u7684\u6578\u91cf\u3002<\/li>\n<\/ul>\n<p>\n\u5982\u679c\u786c\u9ad4\u5c64\u5df2\u7d93\u4e0d\u5c0d\u52c1\uff0c\u5728\u52d5\u8edf\u9ad4\u68e7\u4e4b\u524d\uff0c\u5148\u806f\u7d61\u4f60\u7684\u65e5\u672c GPU \u4f3a\u670d\u5668\u79df\u7528\u670d\u52d9\u5546\u6216\u6a5f\u623f\u3002\u58de\u6389\u7684 PCIe \u901a\u9053\u3001\u640d\u58de\u7684\u986f\u793a\u5361\u3001\u63a5\u7dda\u932f\u8aa4\u7684\u8f49\u63a5\u677f\uff0c\u9019\u4e9b\u90fd\u4e0d\u662f\u900f\u904e pip \u80fd\u89e3\u6c7a\u7684\u554f\u984c\u3002\n<\/p>\n<h2><strong>4. \u9a45\u52d5\u548c CUDA \u7684\u73fe\u5be6\u6aa2\u67e5<\/strong><\/h2>\n<p>\n\u5927\u90e8\u5206\u9077\u79fb\u5f8c\u7684\u6a21\u578b\u6545\u969c\uff0c\u672c\u8cea\u4e0a\u90fd\u662f\u67d0\u7a2e\u5f62\u5f0f\u7684\u9a45\u52d5\u8207 CUDA \u4e0d\u76f8\u5bb9\u3002\u9a45\u52d5\u88dd\u5728\u4e3b\u6a5f\u4e0a\uff0c\u800c Python \u6216\u5bb9\u5668\u4e2d\u7684\u6846\u67b6\u662f\u91dd\u5c0d\u7279\u5b9a CUDA runtime \u7de8\u8b6f\u7684\u3002\n<\/p>\n<p>\n\u5148\u505a\u4e00\u500b\u5feb\u901f\u57fa\u7dda\u6aa2\u67e5\uff1a\n<\/p>\n<ul>\n<li><code>nvidia-smi<\/code> \u6703\u986f\u793a\u9a45\u52d5\u7248\u672c\u4ee5\u53ca\u66b4\u9732\u51fa\u4f86\u7684 CUDA runtime \u7248\u672c\u3002<\/li>\n<li><code>nvcc --version<\/code>\uff08\u5982\u679c\u5b89\u88dd\u4e86\uff09\u6703\u986f\u793a CUDA toolkit \u7248\u672c\uff0c\u9019\u500b\u53ef\u80fd\u548c runtime \u4e0d\u540c\u3002<\/li>\n<li>\u5728 Python \u88e1\u57f7\u884c\uff1a\n<ul>\n<li><code>import torch; print(torch.version.cuda)<\/code><\/li>\n<li><code>import tensorflow as tf; print(tf.__version__)<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\n\u4f60\u9700\u8981\u4e00\u500b\u88ab\u5b98\u65b9\u652f\u63f4\u7684\u300c\u7248\u672c\u4e09\u89d2\u300d\uff1a\n<\/p>\n<ol>\n<li>NVIDIA \u9a45\u52d5\u7248\u672c\u3002<\/li>\n<li><code>nvidia-smi<\/code> \u5831\u544a\u7684 CUDA runtime \u7248\u672c\u3002<\/li>\n<li>\u6846\u67b6\u5efa\u7f6e\uff08PyTorch \/ TF\uff09\u53ca\u5176\u7de8\u8b6f\u6642\u6240\u7d81\u5b9a\u7684 CUDA \u7248\u672c\u3002<\/li>\n<\/ol>\n<p>\n\u5982\u679c\u4f60\u5728\u65b0\u4f3a\u670d\u5668\u4e0a\u300c\u91cd\u65b0\u88dd\u4e86\u4e00\u904d\u74b0\u5883\u9806\u624b\u5168\u90fd\u5347\u5230\u6700\u65b0\u7248\u300d\uff0c\u90a3\u9019\u500b\u4e09\u89d2\u5f88\u53ef\u80fd\u5df2\u7d93\u548c\u820a\u74b0\u5883\u5b8c\u5168\u5c0d\u4e0d\u4e0a\u865f\u4e86\u3002\u70ba CUDA 11.3 \u5efa\u7f6e\u7684\u6a21\u578b\u8f2a\u5b50\uff0c\u5728\u4e00\u500b\u53ea\u66b4\u9732 CUDA 12.2 \u7684\u4e3b\u6a5f\u4e0a\uff08\u53c8\u6c92\u6709\u5408\u9069\u7684\u76f8\u5bb9\u5c64\uff09\u5927\u591a\u6578\u60c5\u6cc1\u662f\u8dd1\u4e0d\u52d5\u7684\u3002\n<\/p>\n<h2><strong>5. \u628a\u820a\u74b0\u5883\u6293\u7dca\uff1a\u9077\u79fb\u524d\u5148\u505a\u5feb\u7167<\/strong><\/h2>\n<p>\n\u5982\u679c\u4f60\u7684\u9077\u79fb\u9084\u6c92\u958b\u59cb\uff0c\u6700\u5c08\u696d\u7684\u505a\u6cd5\u5c31\u662f\u5148\u51cd\u7d50\u7576\u524d\u74b0\u5883\u3002\u5982\u679c\u5df2\u7d93\u9077\u79fb\u5b8c\u7562\uff0c\u90a3\u5c31\u76e1\u53ef\u80fd\u900f\u904e\u65e5\u8a8c\u548c\u8a2d\u5b9a\u628a\u820a\u74b0\u5883\u9084\u539f\u51fa\u4f86\u3002\n<\/p>\n<ul>\n<li>\u532f\u51fa Conda \u74b0\u5883\uff1a\n<ul>\n<li><code>conda env export &gt; env-old.yaml<\/code><\/li>\n<\/ul>\n<\/li>\n<li>\u8a18\u9304 pip \u76f8\u4f9d\uff1a\n<ul>\n<li><code>pip freeze &gt; requirements-old.txt<\/code><\/li>\n<\/ul>\n<\/li>\n<li>\u8a18\u4e0b OS \u548c\u6838\u5fc3\uff1a\n<ul>\n<li><code>lsb_release -a<\/code>\uff0c<code>uname -r<\/code><\/li>\n<\/ul>\n<\/li>\n<li>\u8a18\u9304 GPU \u548c\u9a45\u52d5\u8cc7\u8a0a\uff1a\n<ul>\n<li>\u5132\u5b58\u820a\u74b0\u5883\u4e0b <code>nvidia-smi<\/code> \u7684\u5b8c\u6574\u8f38\u51fa\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\n\u5728\u65e5\u672c\u7684\u65b0\u4f3a\u670d\u5668\u4e0a\uff0c\u76e1\u91cf\u5fe0\u5be6\u5730\u91cd\u653e\u9019\u4e9b\u8cc7\u8a0a\uff0c\u800c\u4e0d\u662f\u300c\u9806\u624b\u5347\u7d1a\u4e00\u6ce2\u300d\u3002\u4f60\u96e2\u539f\u74b0\u5883\u8d8a\u8fd1\uff0c\u9077\u79fb\u4e2d\u8e29\u5230\u7684\u908a\u89d2\u5751\u5c31\u8d8a\u5c11\u3002\n<\/p>\n<h2><strong>6. Python \u7248\u672c\u8207\u865b\u64ec\u74b0\u5883\u7684\u5730\u96f7<\/strong><\/h2>\n<p>\n\u6700\u5bb9\u6613\u88ab\u5ffd\u8996\u7684\u4e00\u7a2e\u5931\u6557\u6a21\u5f0f\u662f\uff1a\u7a0b\u5f0f\u78bc\u5728\u4f60\u672c\u6a5f\u548c\u820a\u4f3a\u670d\u5668\u4e0a\u7684 Python 3.8 \u8dd1\u5f97\u597d\u597d\u7684\uff0c\u65b0 GPU \u4f3a\u670d\u5668\u9810\u8a2d\u5207\u5230\u4e86 3.11\uff0c\u65bc\u662f\u5404\u7a2e\u76f8\u4f9d\u932f\u8aa4\u548c\u7de8\u8b6f\u554f\u984c\u7d1b\u7d1b\u5192\u51fa\u4f86\u3002\n<\/p>\n<ol>\n<li>\u78ba\u8a8d\u76f4\u8b6f\u5668\uff1a\n<ul>\n<li>\u57f7\u884c <code>python --version<\/code> \u6216 <code>python3 --version<\/code>\u3002<\/li>\n<li>\u78ba\u8a8d\u771f\u6b63\u6392\u5728 <code>$PATH<\/code> \u6700\u524d\u9762\u7684\u5230\u5e95\u662f\u54ea\u500b Python \u53ef\u57f7\u884c\u6a94\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6aa2\u67e5\u865b\u64ec\u74b0\u5883\uff1a\n<ul>\n<li>Conda \u74b0\u5883\uff1a<code>conda env list<\/code>\uff0c\u7136\u5f8c <code>conda activate your-env<\/code>\u3002<\/li>\n<li>virtualenv\uff1a\u4f7f\u7528\u5c0d\u61c9\u7684 <code>bin\/activate<\/code> \u6307\u4ee4\u7a3f\u9032\u884c\u555f\u7528\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u4e0d\u8981\u4f9d\u8cf4\u7cfb\u7d71 Python\uff1a\n<ul>\n<li>\u70ba\u6bcf\u500b\u5c08\u6848\u660e\u78ba\u6307\u5b9a Python \u7248\u672c\u3002\u5982\u679c\u4f60\u7684\u5efa\u7f6e\u662f 3.9\uff0c\u5c31\u88dd 3.9\uff0c\u800c\u4e0d\u662f\u96a8\u6a5f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\n\u5982\u679c\u4f60\u4f7f\u7528\u7684\u662f\u65e5\u672c\u6a5f\u623f\u7684\u9810\u88dd\u6620\u50cf\u6a94\u6216\u67d0\u7a2e\u5e73\u53f0\u670d\u52d9\uff0c\u5b83\u5011\u901a\u5e38\u6703\u9810\u88dd\u591a\u500b Python \u7248\u672c\u3002\u628a GPU \u7248 PyTorch \u88dd\u9032\u4e86\u932f\u8aa4\u7684\u76f4\u8b6f\u5668\uff0c\u662f\u4e00\u7a2e\u975e\u5e38\u5e38\u898b\u7684\u9077\u79fb\u5751\uff1a\u770b\u8d77\u4f86\u50cf\u662f\u300cGPU \u4e0d\u898b\u4e86\u300d\uff0c\u672c\u8cea\u537b\u662f\u4f60\u7528\u7684\u662f CPU-only \u7684\u8f2a\u5b50\u3002\n<\/p>\n<h2><strong>7. \u6846\u67b6\u5c64\u9664\u932f\uff1aPyTorch\u3001TensorFlow\u3001JAX<\/strong><\/h2>\n<p>\n\u7576\u9a45\u52d5\u548c\u76f4\u8b6f\u5668\u78ba\u8a8d\u7121\u8aa4\u4e4b\u5f8c\uff0c\u63a5\u4e0b\u4f86\u5c31\u8981\u8f09\u5165\u6846\u67b6\uff0c\u554f\u554f\u5b83\u5c0d\u7576\u524d GPU \u72c0\u614b\u7684\u770b\u6cd5\u3002\u4e00\u5b9a\u8981\u5728\u61c9\u7528\u5be6\u969b\u4f7f\u7528\u7684\u74b0\u5883\u88e1\u57f7\u884c\uff08\u540c\u4e00\u500b <code>venv<\/code> \u6216 Conda \u74b0\u5883\u3001\u540c\u4e00\u500b\u5bb9\u5668\uff09\u3002\n<\/p>\n<ul>\n<li>PyTorch\uff1a\n<ul>\n<li><code>torch.cuda.is_available()<\/code> \u61c9\u8a72\u56de\u50b3 <code>True<\/code>\u3002<\/li>\n<li><code>torch.cuda.get_device_name(0)<\/code> \u61c9\u8a72\u986f\u793a\u4f60\u5728\u65e5\u672c\u7bc0\u9ede\u4e0a\u7684\u771f\u5be6 GPU \u578b\u865f\u3002<\/li>\n<\/ul>\n<\/li>\n<li>TensorFlow\uff1a\n<ul>\n<li><code>tf.config.list_physical_devices('GPU')<\/code> \u61c9\u8a72\u5217\u51fa\u6240\u6709\u53ef\u898b\u7684 GPU\u3002<\/li>\n<\/ul>\n<\/li>\n<li>JAX\uff1a\n<ul>\n<li><code>jax.devices()<\/code> \u61c9\u8a72\u80fd\u770b\u5230 GPU\uff08\u6216\u76f8\u95dc TPU\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\n\u9077\u79fb\u5f8c\u5728\u6846\u67b6\u5c64\u5e38\u898b\u7684\u554f\u984c\u5305\u62ec\uff1a\n<\/p>\n<ul>\n<li>\u4e0d\u5c0f\u5fc3\u5b89\u88dd\u4e86 CPU-only \u7248\u672c\u8986\u84cb\u4e86 GPU \u7248\u672c\u3002<\/li>\n<li>\u7cfb\u7d71\u4e2d\u5b58\u5728\u591a\u500b CUDA \u7248\u672c\uff0c\u9023\u7d50\u5668\u9078\u4e86\u932f\u7684\u90a3\u4e00\u500b\u3002<\/li>\n<li>\u820a\u7684\u5df2\u7de8\u8b6f\u64f4\u5145\u5957\u4ef6\u8207\u7576\u524d ABI \u4e0d\u518d\u76f8\u5bb9\u3002<\/li>\n<\/ul>\n<p>\n\u5982\u679c\u532f\u5165\u6846\u67b6\u6642\u51fa\u73fe\u5305\u542b CUDA\u3001cuDNN \u6216 <code>libcudart<\/code> \u7684\u932f\u8aa4\u8a0a\u606f\uff0c\u5148\u78ba\u8a8d\u4f60\u5b89\u88dd\u7684\u7248\u672c\u662f\u5426\u660e\u78ba\u88ab GPU \u548c\u9a45\u52d5\u6587\u4ef6\u652f\u63f4\uff0c\u4e26\u4e14\u548c\u4f3a\u670d\u5668\u79df\u7528\u6216\u4f3a\u670d\u5668\u8a17\u7ba1\u63d0\u4f9b\u5546\u7576\u524d\u5728\u8dd1\u7684\u7248\u672c\u662f\u76f8\u5bb9\u7684\u3002\n<\/p>\n<h2><strong>8. \u5bb9\u5668\u3001\u7de8\u6392\u7cfb\u7d71\u8207\u300c\u770b\u4e0d\u898b\u7684\u4e3b\u6a5f\u300d<\/strong><\/h2>\n<p>\n\u5728\u8a31\u591a\u65e5\u672c\u5730\u5340\u7684 GPU \u4f3a\u670d\u5668\u79df\u7528\u5e73\u53f0\u4e0a\uff0c\u5bb9\u5668\u5df2\u7d93\u662f\u9810\u8a2d\u90e8\u7f72\u65b9\u5f0f\u3002\u9019\u6703\u5f15\u5165\u984d\u5916\u4e00\u5c64\uff1a\u4e3b\u6a5f\u914d\u7f6e\u5b8c\u7f8e\uff0c\u4f46\u5bb9\u5668\u5167\u90e8\u5b8c\u5168\u770b\u4e0d\u5230 GPU\u3002\n<\/p>\n<ol>\n<li>\u6aa2\u67e5 Docker runtime\uff1a\n<ul>\n<li>\u4f7f\u7528 <code>--gpus all<\/code> \u6216\u5728\u9810\u8a2d runtime \u4e2d\u8a2d\u5b9a <code>nvidia<\/code>\u3002<\/li>\n<li>\u57f7\u884c <code>docker run --gpus all nvidia\/cuda:12.2.0-base-ubuntu22.04 nvidia-smi<\/code> \u9a57\u8b49 GPU \u900f\u50b3\u662f\u5426\u6b63\u5e38\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u78ba\u8a8d nvidia-container-toolkit\uff1a\n<ul>\n<li>\u5982\u679c\u4e3b\u6a5f\u4e0a\u7684 <code>nvidia-smi<\/code> \u6b63\u5e38\uff0c\u800c\u5bb9\u5668\u88e1\u5931\u6557\uff0c\u591a\u534a\u662f toolkit \u8a2d\u5b9a\u554f\u984c\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u8b66\u60d5\u9a45\u52d5\u300c\u6df7\u642d\u300d\uff1a\n<ul>\n<li>\u4e0d\u8981\u5728\u6620\u50cf\u6a94\u88e1\u518d\u6253\u5305\u4e00\u5957\u8207\u4e3b\u6a5f\u885d\u7a81\u7684\u9a45\u52d5\uff0c\u986f\u793a\u5361\u9a45\u52d5\u61c9\u8a72\u5b8c\u5168\u7531\u4e3b\u6a5f\u63a5\u7ba1\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\n\u5982\u679c\u4f60\u7528\u7684\u662f Kubernetes \u6216\u8a17\u7ba1\u5e73\u53f0\uff0c\u8a18\u5f97\u78ba\u8a8d\u65e5\u672c\u5340\u57df\u7684 GPU \u7bc0\u9ede\u6c60\u662f\u5426\u6b63\u78ba\u5411 Pod \u66b4\u9732\u4e86\u88dd\u7f6e\uff0c\u4e26\u4e14 Pod \u8cc7\u6e90\u8acb\u6c42\u5beb\u5c0d\u4e86\u3002\u4e00\u500b YAML \u62fc\u5beb\u932f\u8aa4\uff0c\u6709\u6642\u6703\u507d\u88dd\u6210\u300c\u6df1\u5ea6\u6846\u67b6\u5167\u90e8 bug\u300d\u3002\n<\/p>\n<h2><strong>9. \u7cfb\u7d71\u51fd\u5f0f\u5eab\u8207\u539f\u751f\u76f8\u4f9d\u7684\u4f0f\u64ca<\/strong><\/h2>\n<p>\n\u5373\u4f7f CUDA \u548c\u6846\u67b6\u90fd\u6b63\u5e38\u904b\u4f5c\uff0c\u539f\u751f\u7cfb\u7d71\u51fd\u5f0f\u5eab\u4e5f\u6703\u5728\u9077\u79fb\u5f8c\u6697\u4e2d\u51fa\u624b\u3002\u4e0d\u540c Linux \u767c\u884c\u7248\u548c\u7248\u672c\u5c0d\u7cfb\u7d71\u51fd\u5f0f\u5eab\u7684\u6253\u5305\u540d\u7a31\u3001\u8def\u5f91\u3001\u7248\u672c\u53ef\u80fd\u5b8c\u5168\u4e0d\u540c\u3002\n<\/p>\n<ul>\n<li>\u5178\u578b\u75c7\u72c0\uff1a<code>OSError: libXYZ.so.6: cannot open shared object file<\/code>\u3002<\/li>\n<li>\u5e38\u898b\u539f\u56e0\uff1a\u7cfb\u7d71\u5957\u4ef6\u6c92\u6709\u5b89\u88dd\uff0c\u6216\u8005\u51fd\u5f0f\u5eab\u7248\u672c\u4e0d\u76f8\u5bb9\u3002<\/li>\n<li>\u5e38\u898b\u5acc\u7591\u5c0d\u8c61\uff1a\n<ul>\n<li>OpenCV \u53ca\u5176\u76f8\u4f9d\uff08\u4f8b\u5982 <code>libglib2.0<\/code>\uff09\u3002<\/li>\n<li>\u5f71\u50cf\u7de8\u89e3\u78bc\u51fd\u5f0f\u5eab\u5982 <code>libjpeg<\/code>\uff0c\u5f71\u97f3\u76f8\u95dc\u51fd\u5f0f\u5eab\u5982 <code>ffmpeg<\/code>\u3002<\/li>\n<li>blas\/lapack\u3001MKL \u6216 cuBLAS \u7b49\u76f8\u95dc\u5143\u4ef6\u885d\u7a81\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\n\u5728\u65b0\u4f3a\u670d\u5668\u4e0a\u7684\u6392\u67e5\u7b56\u7565\uff1a\n<\/p>\n<ol>\n<li>\u5728\u505a\u4efb\u4f55\u64cd\u4f5c\u4e4b\u524d\uff0c\u5148\u628a\u5b8c\u6574\u7684\u5806\u758a\u8ffd\u8e64\u8cc7\u8a0a\u8b80\u4e00\u904d\u3002<\/li>\n<li>\u5c0d\u5931\u6557\u7684\u4e8c\u9032\u4f4d\u6a94\u6216 Python \u64f4\u5145\u5957\u4ef6\u4f7f\u7528 <code>ldd<\/code>\uff0c\u67e5\u770b\u5b83\u671f\u671b\u9023\u7d50\u54ea\u4e9b\u7b26\u865f\u3002<\/li>\n<li>\u7528\u65b0\u7cfb\u7d71\u5c0d\u61c9\u7684\u5957\u4ef6\u7ba1\u7406\u5668\u5b89\u88dd\u7f3a\u5931\u7684\u7cfb\u7d71\u51fd\u5f0f\u5eab\u3002<\/li>\n<\/ol>\n<p>\n\u7576\u4f60\u5f9e\u672c\u5730\u6a5f\u623f\u9077\u79fb\u5230\u65e5\u672c\u6a5f\u623f\u7684 GPU \u4f3a\u670d\u5668\u8a17\u7ba1\u6642\uff0c\u4e5f\u53ef\u80fd\u9806\u5e36\u5f9e\u4e00\u500b\u767c\u884c\u7248\u5bb6\u65cf\u5207\u63db\u5230\u53e6\u4e00\u500b\uff08\u4f8b\u5982\u5f9e Debian \u7cfb\u5230 RHEL \u7cfb\uff09\u3002\u9019\u4e00\u8b8a\u5316\u672c\u8eab\uff0c\u5c31\u8db3\u4ee5\u8b93\u4f60\u5fc5\u9808\u91cd\u65b0\u68b3\u7406\u4e00\u904d\u7cfb\u7d71\u5c64\u7d1a\u76f8\u4f9d\u3002\n<\/p>\n<h2><strong>10. \u6a21\u578b\u6a94\u6848\u3001\u8def\u5f91\u8207\u6b0a\u9650<\/strong><\/h2>\n<p>\n\u4e26\u4e0d\u662f\u6240\u6709\u7684\u5d29\u6f70\u90fd\u662f CUDA \u60f9\u7684\u798d\u3002\u6709\u6642\u53ea\u662f\u6a21\u578b\u6839\u672c\u4e0d\u5728\u7a0b\u5f0f\u78bc\u8a8d\u70ba\u7684\u4f4d\u7f6e\uff0c\u6216\u8005\u4f5c\u696d\u7cfb\u7d71\u76f4\u63a5\u4e0d\u8b93\u4f60\u7684\u884c\u7a0b\u78b0\u90a3\u4e9b\u6a94\u6848\u3002\n<\/p>\n<ul>\n<li><strong>\u786c\u7de8\u78bc\u8def\u5f91<\/strong>\uff1a\u5f88\u591a\u907a\u7559\u7a0b\u5f0f\u78bc\u4e2d\u5beb\u6b7b\u4e86\u53ea\u80fd\u5728\u820a\u4f3a\u670d\u5668\u6210\u7acb\u7684\u7d55\u5c0d\u8def\u5f91\u3002<\/li>\n<li><strong>\u76f8\u5c0d\u8def\u5f91<\/strong>\uff1a\u5728\u65b0\u6a5f\u5668\u4e0a\u5f9e\u4e0d\u540c\u7684\u5de5\u4f5c\u76ee\u9304\u555f\u52d5\u7a0b\u5f0f\uff0c\u6703\u8b93\u76f8\u5c0d\u8def\u5f91\u7684\u532f\u5165\u548c\u6a94\u6848\u67e5\u627e\u5fb9\u5e95\u5931\u6548\u3002<\/li>\n<li><strong>\u6b0a\u9650\u554f\u984c<\/strong>\uff1a\u5728\u4f3a\u670d\u5668\u8a17\u7ba1\u6216\u5171\u7528\u4f3a\u670d\u5668\u79df\u7528\u74b0\u5883\u4e2d\uff0cuid\/gid \u5c0d\u61c9\u95dc\u4fc2\u767c\u751f\u8b8a\u5316\uff0c\u7d50\u679c\u5c31\u662f\u53ea\u6709 root \u80fd\u8b80\u4f60\u7684 checkpoint\u3002<\/li>\n<\/ul>\n<p>\n\u4e00\u500b\u57fa\u790e\u6aa2\u67e5\u6e05\u55ae\uff1a\n<\/p>\n<ol>\n<li>\u6bcf\u6b21\u7a0b\u5f0f\u78bc\u958b\u555f\u6a21\u578b\u6216\u8cc7\u6599\u96c6\u6a94\u6848\u6642\uff0c\u90fd\u628a\u5b8c\u6574\u8def\u5f91\u5217\u5370\u5230\u65e5\u8a8c\u88e1\u3002<\/li>\n<li>\u5728\u76f8\u95dc\u76ee\u9304\u4e0b\u57f7\u884c <code>ls -l<\/code>\uff0c\u770b\u770b\u5230\u5e95\u662f\u8ab0\u5728\u64c1\u6709\u548c\u5b58\u53d6\u9019\u4e9b\u6a94\u6848\u3002<\/li>\n<li>\u5728\u591a\u53f0\u6a5f\u5668\u4e4b\u9593\u5c0d\u9f4a\u4f7f\u7528\u8005\u8207\u7fa4\u7d44\uff0c\u5c24\u5176\u662f\u628a\u78c1\u789f\u5be6\u9ad4\u9077\u5230\u65b0\u7684\u65e5\u672c\u4f3a\u670d\u5668\u8a17\u7ba1\u6a5f\u6ac3\u6642\u3002<\/li>\n<\/ol>\n<p>\n\u8def\u5f91\u548c\u6b0a\u9650\u932f\u8aa4\u770b\u8d77\u4f86\u300c\u5f88\u4f4e\u7d1a\u300d\uff0c\u537b\u975e\u5e38\u8017\u6642\u9593\u2014\u2014\u5c24\u5176\u662f\u5728\u4f60\u5148\u5165\u70ba\u4e3b\u5730\u8a8d\u70ba\u300c\u6a5f\u623f\u4e00\u63db\uff0c\u6a94\u6848\u7cfb\u7d71\u9084\u662f\u539f\u4f86\u90a3\u4e00\u5957\u300d\u7684\u60c5\u6cc1\u4e0b\u3002\n<\/p>\n<h2><strong>11. \u7db2\u8def\u3001\u4e0b\u8f09\u8207\u300c\u5361\u6b7b\u5728\u90a3\u88e1\u300d\u7684\u5834\u666f<\/strong><\/h2>\n<p>\n\u5207\u63db\u5230\u65e5\u672c\u5340\u57df\u4e4b\u5f8c\uff0c\u6a21\u578b\u64f7\u53d6\u5916\u90e8\u8cc7\u6e90\u7684\u65b9\u5f0f\u53ef\u80fd\u6703\u767c\u751f\u6839\u672c\u8b8a\u5316\u3002\u5982\u679c\u4f60\u7684\u555f\u52d5\u6d41\u7a0b\u9700\u8981\u5f9e\u9060\u7aef\u5009\u5eab\u6216\u516c\u5171\u5132\u5b58\u6876\u4e0b\u8f09\u6b0a\u91cd\uff0c\u4e0b\u8f09\u903e\u6642\u6216\u88ab\u9650\u6d41\uff0c\u5f88\u53ef\u80fd\u6703\u507d\u88dd\u6210\u300c\u7b97\u529b\u554f\u984c\u300d\u3002\n<\/p>\n<ul>\n<li>\u4f60\u662f\u4e0d\u662f\u6bcf\u6b21\u555f\u52d5\u90fd\u8981\u5f9e Hugging Face\u3001PyPI \u6216\u67d0\u500b model zoo \u64f7\u53d6\u8cc7\u6e90\uff1f<\/li>\n<li>\u65e5\u672c\u6a5f\u623f\u4e2d\u7684\u516c\u53f8\u9632\u706b\u7246\u6216\u8cc7\u6599\u4e2d\u5fc3\u9632\u706b\u7246\u662f\u5426\u5c01\u9396\u4e86\u90e8\u5206\u5916\u90e8\u4f4d\u5740\uff1f<\/li>\n<li>DNS \u662f\u5426\u89e3\u6790\u5230\u4e86\u548c\u4ee5\u5f80\u4e0d\u540c\u7684\u93e1\u50cf\uff0c\u5ef6\u9072\u975e\u5e38\u5927\uff1f<\/li>\n<\/ul>\n<p>\n\u70ba\u4e86\u964d\u4f4e\u98a8\u96aa\uff0c\u4f60\u53ef\u4ee5\uff1a\n<\/p>\n<ol>\n<li>\u628a\u95dc\u9375\u6a21\u578b\u6b0a\u91cd\u548c\u8cc7\u6599\u96c6\u5feb\u53d6\u5230 GPU \u4f3a\u670d\u5668\u672c\u6a5f\u3002<\/li>\n<li>\u5728\u63a5\u8fd1\u65e5\u672c\u74b0\u5883\u7684\u4f4d\u7f6e\u5efa\u7acb\u88fd\u54c1\u5009\u5eab\uff0c\u93e1\u50cf\u6838\u5fc3\u76f8\u4f9d\u3002<\/li>\n<li>\u8b93\u6240\u6709\u5916\u90e8\u4e0b\u8f09\u884c\u70ba\u90fd\u662f\u986f\u6027\u7684\u3001\u6709\u6e05\u6670\u65e5\u8a8c\u548c\u6307\u6578\u9000\u907f\uff0c\u800c\u4e0d\u662f\u6084\u7121\u8072\u606f\u5730\u300c\u7121\u9650\u7b49\u5f85\u300d\u3002<\/li>\n<\/ol>\n<p>\n\u5982\u679c\u7a0b\u5f0f\u5728\u65b0\u6a5f\u5668\u4e0a\u4e00\u518d\u300c\u5361\u6b7b\u300d\uff0c\u5148\u6aa2\u67e5\u5b83\u662f\u4e0d\u662f\u5176\u5be6\u5728\u7b49\u7db2\u8def\uff0c\u800c\u4e0d\u662f\u5728\u7b49 GPU\u3002\n<\/p>\n<h2><strong>12. \u4e00\u5957\u5be6\u7528\u3001\u53ef\u91cd\u8907\u7684\u9664\u932f\u6d41\u7a0b<\/strong><\/h2>\n<p>\n\u70ba\u4e86\u907f\u514d\u50cf\u7121\u982d\u84bc\u8805\u4e00\u6a23\u4e82\u8a66\uff0c\u628a\u4e0a\u9762\u7684\u5167\u5bb9\u6574\u5408\u6210\u4e00\u5957\u4efb\u4f55\u5718\u968a\u6210\u54e1\u90fd\u80fd\u7167\u8457\u57f7\u884c\u7684\u6d41\u7a0b\uff0c\u6bcf\u7576\u6a21\u578b\u5728\u74b0\u5883\u8b8a\u66f4\u5f8c\u62d2\u7d55\u904b\u884c\u6642\uff0c\u5c31\u6309\u9019\u5957\u6d41\u7a0b\u4f86\u3002\n<\/p>\n<ol>\n<li><strong>\u57fa\u790e\u5065\u5eb7\u6aa2\u67e5<\/strong>\uff1a\n<ul>\n<li>\u57f7\u884c <code>nvidia-smi<\/code> \u548c\u4e00\u500b\u6975\u7c21 CUDA \u7bc4\u4f8b\uff0c\u78ba\u8a8d\u986f\u793a\u5361\u672c\u8eab\u6c92\u554f\u984c\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u7248\u672c\u6e05\u55ae<\/strong>\uff1a\n<ul>\n<li>\u8a18\u9304 OS\u3001\u6838\u5fc3\u3001\u9a45\u52d5\u3001CUDA runtime\u3001Python \u548c\u6846\u67b6\u7248\u672c\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u74b0\u5883\u5c0d\u6bd4<\/strong>\uff1a\n<ul>\n<li>\u628a\u65b0\u74b0\u5883\u548c\u539f\u751f\u7522\u74b0\u5883\u9010\u9805\u5c0d\u6bd4\uff0c\u5148\u4fee\u88dc\u90a3\u4e9b\u986f\u800c\u6613\u898b\u7684\u5dee\u7570\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6700\u5c0f\u91cd\u73fe<\/strong>\uff1a\n<ul>\n<li>\u5beb\u4e00\u500b\u6700\u5c0f\u8173\u672c\u4f86\u91cd\u73fe\u554f\u984c\uff0c\u4e0d\u8981\u5e36\u8907\u96dc\u8a2d\u5b9a\uff0c\u4e5f\u4e0d\u8981\u5e36\u82b1\u5f0f\u8a13\u7df4\u5668\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5347\u7d1a\u8def\u5f91<\/strong>\uff1a\n<ul>\n<li>\u5982\u679c\u4f60\u9023\u55ae\u5361\u7684\u73a9\u5177\u8173\u672c\u90fd\u8dd1\u4e0d\u901a\uff0c\u5c31\u5148\u5225\u52d5\u591a\u7bc0\u9ede\u6216\u591a GPU \u53e2\u96c6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\n\u4e00\u65e6\u9019\u5957\u6d41\u7a0b\u88ab\u5beb\u9032\u6587\u4ef6\uff0c\u5c31\u628a\u5b83\u5206\u4eab\u7d66\u6574\u500b\u5718\u968a\uff0c\u4e26\u628a\u5b83\u4f5c\u70ba\u4eca\u5f8c\u6240\u6709\u74b0\u5883\u9077\u79fb\uff08\u7121\u8ad6\u662f\u672c\u5730\u6a5f\u623f\u3001\u96f2\u5340\u57df\u9084\u662f\u65e5\u672c GPU \u8cc7\u6599\u4e2d\u5fc3\uff09\u7684 Runbook \u4e4b\u4e00\u3002\n<\/p>\n<h2><strong>13. \u9762\u5411\u65e5\u672c\u6a5f\u623f\u7684\u4f3a\u670d\u5668\u79df\u7528\u8207\u4f3a\u670d\u5668\u8a17\u7ba1\u6ce8\u610f\u4e8b\u9805<\/strong><\/h2>\n<p>\n\u7576\u4f60\u7684 GPU \u843d\u5730\u5728\u65e5\u672c\u6642\uff0c\u5728\u9077\u79fb\u524d\u5f8c\u6703\u591a\u51fa\u4e00\u4e9b\u9700\u8981\u984d\u5916\u95dc\u6ce8\u7684\u65cb\u9215\u3002\u9019\u4e9b\u66f4\u591a\u662f\u95dc\u65bc\u57fa\u790e\u8a2d\u65bd\u8207\u5340\u57df\u3001\u670d\u52d9\u5546\u7684\u4e92\u52d5\uff0c\u800c\u4e0d\u53ea\u662f CUDA \u672c\u8eab\u3002\n<\/p>\n<ul>\n<li><strong>\u5ef6\u9072\u611f\u77e5\u7684\u67b6\u69cb\u8a2d\u8a08<\/strong>\uff1a\n<ul>\n<li>\u5982\u679c\u4f60\u7684\u4f7f\u7528\u8005\u6216\u8cc7\u6599\u6e56\u9084\u5728\u5176\u4ed6\u5340\u57df\uff0c\u8a13\u7df4\u548c\u63a8\u8ad6\u7684\u7aef\u5230\u7aef\u5ef6\u9072\u53ef\u80fd\u6703\u8b8a\u9ad8\uff0c\u5f9e\u800c\u5f71\u97ff\u4f60\u5c0d\u9810\u53d6\u548c\u5feb\u53d6\u7b56\u7565\u7684\u8a2d\u8a08\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u983b\u5bec\u8207\u51fa\u7db2\u7b56\u7565<\/strong>\uff1a\n<ul>\n<li>\u6709\u4e9b\u65e5\u672c GPU \u4f3a\u670d\u5668\u79df\u7528\u65b9\u6848\u6703\u9650\u5236\u51fa\u7db2\u983b\u5bec\u6216\u6309 GiB \u6536\u8cbb\uff0c\u6301\u7e8c\u5f9e\u5176\u4ed6\u5340\u57df\u540c\u6b65\u8cc7\u6599\u96c6\u53ef\u80fd\u6703\u8b8a\u6210\u610f\u6599\u4e4b\u5916\u7684\u5927\u6210\u672c\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4f3a\u670d\u5668\u8a17\u7ba1\u6a5f\u623f\u7684\u4f9b\u96fb\u8207\u6563\u71b1\u4e0a\u9650<\/strong>\uff1a\n<ul>\n<li>\u5982\u679c\u4f60\u81ea\u5df1\u63a1\u8cfc\u9ad8\u5bc6\u5ea6 GPU \u4f3a\u670d\u5668\u653e\u9032\u65e5\u672c\u4f3a\u670d\u5668\u8a17\u7ba1\u6a5f\u6ac3\uff0c\u8981\u63d0\u524d\u6838\u5c0d\u6a5f\u6ac3\u7684\u529f\u7387\u5bc6\u5ea6\u4e0a\u9650\u3002\u88ab\u52d5\u9650\u96fb\u5f80\u5f80\u6703\u8868\u73fe\u70ba\u6548\u80fd\u5ffd\u9ad8\u5ffd\u4f4e\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\n\u628a\u4f3a\u670d\u5668\u79df\u7528\u6216\u4f3a\u670d\u5668\u8a17\u7ba1\u670d\u52d9\u5546\u7684\u6587\u4ef6\u7576\u6210\u6280\u8853\u68e7\u7684\u4e00\u90e8\u5206\uff0c\u800c\u4e0d\u662f\u300c\u5408\u7d04\u9644\u4ef6\u7684\u5c0f\u5b57\u300d\u3002\u7576\u9077\u79fb\u51fa\u73fe\u7570\u5e38\u6642\uff0c\u638c\u63e1\u5e73\u53f0\u7684\u771f\u5be6\u80fd\u529b\u908a\u754c\uff0c\u6709\u52a9\u65bc\u4f60\u5340\u5206\u300c\u74b0\u5883 Bug\u300d\u8207\u300c\u57fa\u790e\u8a2d\u65bd\u786c\u9650\u5236\u300d\u3002\n<\/p>\n<h2><strong>14. \u4e00\u500b\u66f4\u7a69\u5b9a\u9077\u79fb\u7684\u914d\u7f6e\u793a\u4f8b<\/strong><\/h2>\n<p>\n\u70ba\u4e86\u66f4\u76f4\u89c0\uff0c\u6211\u5011\u53ef\u4ee5\u7d66\u51fa\u4e00\u500b\u300c\u5df2\u77e5\u7a69\u5b9a\u300d\u7684\u6975\u7c21\u914d\u7f6e\u5927\u7db1\uff0c\u65b9\u4fbf\u4f60\u5728\u9077\u79fb\u5230\u65e5\u672c\u6216\u5728\u65e5\u672c\u5340\u57df\u5167\u90e8\u9077\u79fb\u5de5\u4f5c\u8ca0\u8f09\u6642\uff0c\u7528\u4f5c\u5c0d\u7167\u57fa\u7dda\uff1a\n<\/p>\n<ul>\n<li>OS\uff1aUbuntu LTS\uff0820.04 \u6216 22.04\uff09\uff0c\u56fa\u5b9a\u7248\u672c\u4e26\u53ca\u6642\u6253\u88dc\u4e01\u3002<\/li>\n<li>\u9a45\u52d5\uff1a\u660e\u78ba\u88ab\u7576\u524d GPU \u4e16\u4ee3\u548c CUDA toolkit \u5b98\u65b9\u652f\u63f4\u7684\u7248\u672c\u3002<\/li>\n<li>CUDA\uff1a\u6bcf\u500b\u7bc0\u9ede\u53ea\u4fdd\u7559\u4e00\u500b\u4e3b\u7248\u672c\uff0c\u907f\u514d\u6b98\u7559\u534a\u5347\u7d1a\u7684\u5de5\u5177\u5305\u3002<\/li>\n<li>Python\uff1a\u6bcf\u500b\u5c08\u6848\u4e00\u500b\u7248\u672c\uff0c\u6709\u6e05\u6670\u7684\u74b0\u5883\u6a94\u6848\u4e26\u7d0d\u5165\u7248\u672c\u63a7\u5236\u3002<\/li>\n<li>\u6846\u67b6\uff1a\u9396\u5b9a\u5177\u9ad4\u7248\u672c\u7684 PyTorch \u6216 TensorFlow\uff0c\u800c\u4e0d\u662f\u76f2\u76ee\u7528 <code>latest<\/code>\u3002<\/li>\n<\/ul>\n<p>\n\u518d\u5beb\u4e00\u500b\u77ed\u8173\u672c\uff0c\u5217\u5370\u4e0a\u8ff0\u6240\u6709\u7248\u672c\u8cc7\u8a0a\u4ee5\u53ca <code>torch.cuda.is_available()<\/code> \u6216\u4f60\u6240\u7528\u6846\u67b6\u7684\u7b49\u50f9\u6aa2\u67e5\u3002\u628a\u5b83\u7d0d\u5165\u6bcf\u53f0\u65b0 GPU \u4f3a\u670d\u5668\u4e0a\u7dda\u5f8c\u7684\u6aa2\u67e5\u6e05\u55ae\u4e2d\uff0c\u6bcf\u6b21\u74b0\u5883\u9077\u79fb\u4e4b\u5f8c\u5148\u8dd1\u4e00\u904d\u3002\n<\/p>\n<h2><strong>15. \u300c\u4eba\u5473\u5167\u5bb9\u300d\u8207\u53cd AI \u98a8\u683c\u7684\u81ea\u89ba<\/strong><\/h2>\n<p>\n\u8d8a\u4f86\u8d8a\u591a\u7684\u5de5\u7a0b\u5e2b\u6703\u5728\u610f\uff1a\u4ed6\u5011\u6b63\u5728\u8b80\u7684\u904b\u7dad\u6307\u5357\uff0c\u770b\u8d77\u4f86\u50cf\u662f\u4e00\u500b\u771f\u7684\u5728\u6a5f\u623f\u71ac\u904e\u591c\u7684\u4eba\u5beb\u7684\uff0c\u9084\u662f\u67d0\u7a2e\u901a\u7528\u7bc4\u672c\u81ea\u52d5\u7522\u751f\u7684\u3002\u5728 Pager \u97ff\u500b\u4e0d\u505c\u7684\u6642\u5019\uff0c\u4f60\u7576\u7136\u53ea\u60f3\u770b\u524d\u4e00\u7a2e\u5167\u5bb9\u3002\n<\/p>\n<ul>\n<li>\u907f\u514d\u90a3\u7a2e\u5f9e\u4e0d\u63d0\u771f\u5be6\u6307\u4ee4\u6216\u932f\u8aa4\u8a0a\u606f\u7684\u7a7a\u6d1e\u300c\u4e09\u6b65\u6cd5\u300d\u53e3\u865f\u3002<\/li>\n<li>\u591a\u7d66\u51fa\u5177\u9ad4\u7684\u63a2\u91dd\uff08<code>nvidia-smi<\/code>\u3001<code>torch.cuda.is_available()<\/code>\u3001\u7279\u5b9a\u65e5\u8a8c\u7247\u6bb5\uff09\uff0c\u5c11\u7d66\u62bd\u8c61\u7a7a\u8a71\u3002<\/li>\n<li>\u4fdd\u6301\u4e00\u9ede\u9ede\u300c\u6709\u614b\u5ea6\u300d\uff1a\u5beb\u51fa\u4f60\u771f\u8e29\u904e\u7684\u5751\uff0c\u4ee5\u53ca\u90a3\u4e9b\u78ba\u5be6\u5e6b\u4f60\u7701\u904e\u6642\u9593\u7684\u5be6\u6230\u6280\u5de7\u3002<\/li>\n<\/ul>\n<p>\n\u5982\u679c\u4f60\u7684\u5167\u90e8\u6587\u4ef6\u6216\u5c0d\u5916 Runbook \u770b\u8d77\u4f86\u50cf\u662f\u5343\u7bc7\u4e00\u5f8b\u7684 AI \u7bc4\u672c\uff0c\u5de5\u7a0b\u5e2b\u5728\u58d3\u529b\u4e4b\u4e0b\u662f\u5f88\u96e3\u4fe1\u4efb\u5b83\u5011\u7684\u3002\u53cd\u4e4b\uff0c\u591a\u5d4c\u5165\u4e00\u4e9b\u771f\u5be6\u7684\u6848\u4f8b\u3001\u5178\u578b\u7684\u5931\u6557\u6a21\u5f0f\u4ee5\u53ca\u53ef\u4ee5\u76f4\u63a5\u8907\u88fd\u9032\u7d42\u7aef\u6a5f\u7684\u7cbe\u7c21\u6307\u4ee4\uff0c\u624d\u66f4\u50cf\u662f\u771f\u4eba\u5beb\u51fa\u4f86\u3001\u53ef\u6551\u706b\u7684\u5167\u5bb9\u3002\n<\/p>\n<h2><strong>16. \u628a\u6280\u8853\u68e7\u300c\u756b\u300d\u51fa\u4f86<\/strong><\/h2>\n<p>\n\u6709\u6642\u5019\uff0c\u4e00\u5f35\u5716\u6bd4\u4e00\u5343\u884c\u65e5\u8a8c\u66f4\u6709\u7528\u3002\u54ea\u6015\u662f\u4e00\u5f35\u7c97\u7cd9\u7684\u8349\u5716\uff0c\u628a\u786c\u9ad4\u3001\u9a45\u52d5\u3001\u5bb9\u5668\u3001\u6846\u67b6\u548c\u61c9\u7528\u7a0b\u5f0f\u78bc\u4e4b\u9593\u7684\u95dc\u4fc2\u756b\u51fa\u4f86\uff0c\u4e5f\u80fd\u8b93\u6392\u969c\u8a0e\u8ad6\u4e0d\u81f3\u65bc\u592a\u62bd\u8c61\u3002\n<\/p>\n<p>\n\u6bcf\u7576\u4f60\u5f15\u5165\u4e00\u7a2e\u65b0\u74b0\u5883\u2014\u2014\u7121\u8ad6\u662f\u65b0\u7684\u65e5\u672c\u5340\u57df\u3001\u65b0\u7684\u4f3a\u670d\u5668\u79df\u7528\u670d\u52d9\u5546\uff0c\u9084\u662f\u65b0\u7684\u4f3a\u670d\u5668\u8a17\u7ba1\u6a5f\u6ac3\u2014\u2014\u90fd\u66f4\u65b0\u90a3\u5f35\u5716\u3002\u5b83\u80fd\u9632\u6b62\u5718\u968a\u6210\u54e1\u5728\u5be6\u969b\u4e0a\u914d\u7f6e\u5dee\u7570\u5de8\u5927\u7684\u7bc0\u9ede\u4e4b\u9593\uff0c\u60f3\u7576\u7136\u5730\u5047\u8a2d\u300c\u4e00\u5207\u90fd\u4e00\u6a23\u300d\u3002\n<\/p>\n<h2><strong>17. \u6536\u5c3e\uff1a\u8b93\u9077\u79fb\u91cd\u65b0\u8b8a\u5f97\u300c\u7121\u804a\u300d<\/strong><\/h2>\n<p>\n\u5982\u679c\u9077\u79fb\u505a\u5f97\u8db3\u5920\u597d\uff0c\u5b83\u672c\u8a72\u662f\u7121\u804a\u7684\u3002\u4e0d\u6703\u6709\u51cc\u6668\u4e09\u9ede\u7684\u6551\u706b\uff0c\u4e0d\u6703\u6709\u4e00\u6574\u5929\u70b8\u934b\u7684 Slack \u983b\u9053\uff0c\u53ea\u662f\u4e00\u4efd\u6e05\u55ae\u88ab\u6084\u6084\u5730\u57f7\u884c\u4e26\u901a\u904e\u9a57\u8b49\u3002\u672c\u6587\u5f9e\u786c\u9ad4\u3001\u9a45\u52d5\u3001CUDA\u3001\u5bb9\u5668\u3001Python\u3001\u6846\u67b6\u3001\u8def\u5f91\u5230\u7db2\u8def\uff0c\u4e00\u5c64\u4e00\u5c64\u62c6\u958b\uff0c\u628a\u300c\u795e\u7955\u7684 GPU \u4f3a\u670d\u5668\u74b0\u5883\u9077\u79fb\u554f\u984c\u300d\u8b8a\u6210\u4e86\u4e00\u7d44\u6709\u9650\u800c\u53ef\u9a57\u8b49\u7684\u6392\u67e5\u4efb\u52d9\uff0c\u800c\u4e0d\u662f\u4e00\u5718\u9ed1\u76d2\u3002\n<\/p>\n<p>\n\u4e0b\u6b21\u4f60\u628a\u6a21\u578b\u9077\u79fb\u5230\u65e5\u672c\u7684\u65b0 GPU \u7bc0\u9ede\u4e0a\uff0c\u7121\u8ad6\u662f\u900f\u904e\u6a19\u6e96\u7684\u4f3a\u670d\u5668\u79df\u7528\u65b9\u6848\uff0c\u9084\u662f\u900f\u904e\u91cd\u578b GPU \u4f3a\u670d\u5668\u8a17\u7ba1\u65b9\u6848\uff0c\u90fd\u8981\u628a\u300c\u74b0\u5883\u300d\u7576\u4f5c\u4e00\u7b49\u516c\u6c11\uff1a\u70ba\u5b83\u505a\u7248\u672c\u7ba1\u7406\uff0c\u70ba\u5b83\u5beb\u6587\u4ef6\uff0c\u5728\u9810\u751f\u7522\u74b0\u5883\u4e2d\u6f14\u7df4\u9077\u79fb\uff0c\u4e26\u5728\u5ba3\u4f48\u9077\u79fb\u5b8c\u6210\u524d\u8dd1\u904e\u6700\u5c0f\u91cd\u73fe\u8173\u672c\u3002\u505a\u5230\u9019\u4e00\u9ede\uff0c\u66f4\u63db\u4f3a\u670d\u5668\u5c31\u4e0d\u518d\u662f\u8ced\u904b\u6c23\uff0c\u800c\u53ea\u662f\u4e00\u5834\u53ef\u9810\u671f\u7684\u5de5\u7a0b\u5be6\u8e10\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f60\u91cd\u69cb\u4e86\u4e00\u90e8\u5206\u57fa\u790e\u8a2d\u65bd\uff0c\u628a\u5de5\u4f5c\u8ca0\u8f09\u9077\u79fb\u5230\u65e5\u672c\u6a5f\u623f\u7684\u4e00\u53f0\u65b0\u7684 GPU \u4f3a\u670d\u5668\u6216\u8005\u4e00\u53f0\u65b0\u7684 \u65e5\u672c\u4f3a\u670d\u5668 \u4e0a\uff0c\u6309\u4e0b\u57f7 [&#8230;]<\/p>\n<p><a class=\"btn btn-secondary understrap-read-more-link\" href=\"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":11,"featured_media":36077,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[268],"tags":[],"class_list":["post-36080","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge-tc"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u4fee\u5fa9 GPU \u6a21\u578b\u5728\u66f4\u63db\u4f3a\u670d\u5668\u74b0\u5883\u5f8c\u7121\u6cd5\u904b\u884c\u7684\u554f\u984c<\/title>\n<meta name=\"description\" content=\"\u6df1\u5ea6\u6392\u67e5\u6307\u5357\uff1a\u7576\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u5728 GPU \u4f3a\u670d\u5668\u74b0\u5883\u8b8a\u66f4\u5f8c\u7121\u6cd5\u904b\u884c\u6642\uff0c\u5f9e\u5e95\u5c64\u5230\u61c9\u7528\u5c64\u9010\u6b65\u5206\u6790\uff0c\u4e26\u7d50\u5408\u65e5\u672c GPU \u4f3a\u670d\u5668\u79df\u7528\u8207\u4f3a\u670d\u5668\u8a17\u7ba1\u7684\u5be6\u6230\u7d93\u9a57\u7d66\u51fa\u89e3\u6c7a\u601d\u8def\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/\" \/>\n<meta property=\"og:locale\" content=\"zh_TW\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4fee\u5fa9 GPU \u6a21\u578b\u5728\u66f4\u63db\u4f3a\u670d\u5668\u74b0\u5883\u5f8c\u7121\u6cd5\u904b\u884c\u7684\u554f\u984c\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/\" \/>\n<meta property=\"og:site_name\" content=\"Varidata Limited\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-15T05:55:41+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-09-15T06:02:28+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/09\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-09-15-135328.png\" \/>\n\t<meta property=\"og:image:width\" content=\"624\" \/>\n\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/knowledge-tc\\\/fixing-gpu-model-failures-after-server-environment-changes\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/knowledge-tc\\\/fixing-gpu-model-failures-after-server-environment-changes\\\/\"},\"author\":\"Varidata\",\"headline\":\"\u4fee\u5fa9 GPU \u6a21\u578b\u5728\u66f4\u63db\u4f3a\u670d\u5668\u74b0\u5883\u5f8c\u7121\u6cd5\u904b\u884c\u7684\u554f\u984c\",\"datePublished\":\"2026-09-15T05:55:41+00:00\",\"dateModified\":\"2026-09-15T06:02:28+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/knowledge-tc\\\/fixing-gpu-model-failures-after-server-environment-changes\\\/\"},\"wordCount\":182,\"publisher\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/knowledge-tc\\\/fixing-gpu-model-failures-after-server-environment-changes\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.varidata.com\\\/wp-content\\\/uploads\\\/2026\\\/09\\\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-09-15-135328.png\",\"articleSection\":[\"Varidata \u77e5\u8b58\u6587\u6a94\"],\"inLanguage\":\"zh-TW\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/knowledge-tc\\\/fixing-gpu-model-failures-after-server-environment-changes\\\/\",\"url\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/knowledge-tc\\\/fixing-gpu-model-failures-after-server-environment-changes\\\/\",\"name\":\"\u4fee\u5fa9 GPU \u6a21\u578b\u5728\u66f4\u63db\u4f3a\u670d\u5668\u74b0\u5883\u5f8c\u7121\u6cd5\u904b\u884c\u7684\u554f\u984c\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/knowledge-tc\\\/fixing-gpu-model-failures-after-server-environment-changes\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/knowledge-tc\\\/fixing-gpu-model-failures-after-server-environment-changes\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.varidata.com\\\/wp-content\\\/uploads\\\/2026\\\/09\\\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-09-15-135328.png\",\"datePublished\":\"2026-09-15T05:55:41+00:00\",\"dateModified\":\"2026-09-15T06:02:28+00:00\",\"description\":\"\u6df1\u5ea6\u6392\u67e5\u6307\u5357\uff1a\u7576\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u5728 GPU \u4f3a\u670d\u5668\u74b0\u5883\u8b8a\u66f4\u5f8c\u7121\u6cd5\u904b\u884c\u6642\uff0c\u5f9e\u5e95\u5c64\u5230\u61c9\u7528\u5c64\u9010\u6b65\u5206\u6790\uff0c\u4e26\u7d50\u5408\u65e5\u672c GPU \u4f3a\u670d\u5668\u79df\u7528\u8207\u4f3a\u670d\u5668\u8a17\u7ba1\u7684\u5be6\u6230\u7d93\u9a57\u7d66\u51fa\u89e3\u6c7a\u601d\u8def\u3002\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/knowledge-tc\\\/fixing-gpu-model-failures-after-server-environment-changes\\\/#breadcrumb\"},\"inLanguage\":\"zh-TW\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/knowledge-tc\\\/fixing-gpu-model-failures-after-server-environment-changes\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-TW\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/knowledge-tc\\\/fixing-gpu-model-failures-after-server-environment-changes\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.varidata.com\\\/wp-content\\\/uploads\\\/2026\\\/09\\\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-09-15-135328.png\",\"contentUrl\":\"https:\\\/\\\/www.varidata.com\\\/wp-content\\\/uploads\\\/2026\\\/09\\\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-09-15-135328.png\",\"width\":624,\"height\":350,\"caption\":\"GPU \u4f3a\u670d\u5668\u74b0\u5883\u9077\u79fb\u9664\u932f\u6307\u5357\u793a\u610f\u5716\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/knowledge-tc\\\/fixing-gpu-model-failures-after-server-environment-changes\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4fee\u5fa9 GPU \u6a21\u578b\u5728\u66f4\u63db\u4f3a\u670d\u5668\u74b0\u5883\u5f8c\u7121\u6cd5\u904b\u884c\u7684\u554f\u984c\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/#website\",\"url\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/\",\"name\":\"Varidata Limited\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-TW\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/#organization\",\"name\":\"Varidata\",\"url\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-TW\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.varidata.com\\\/wp-content\\\/uploads\\\/2021\\\/09\\\/varidata_logo_white_-748x480_hor_web-1.png\",\"contentUrl\":\"https:\\\/\\\/www.varidata.com\\\/wp-content\\\/uploads\\\/2021\\\/09\\\/varidata_logo_white_-748x480_hor_web-1.png\",\"width\":248,\"height\":94,\"caption\":\"Varidata\"},\"image\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-tw\\\/#\\\/schema\\\/person\\\/afeb2203681f7919a757a02690f38abd\",\"name\":\"Daisy Yu\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-TW\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/38db59364245f7a04c07a2888056fc3db37247c1af72457af92d8001da594989?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/38db59364245f7a04c07a2888056fc3db37247c1af72457af92d8001da594989?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/38db59364245f7a04c07a2888056fc3db37247c1af72457af92d8001da594989?s=96&d=mm&r=g\",\"caption\":\"Daisy Yu\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u4fee\u5fa9 GPU \u6a21\u578b\u5728\u66f4\u63db\u4f3a\u670d\u5668\u74b0\u5883\u5f8c\u7121\u6cd5\u904b\u884c\u7684\u554f\u984c","description":"\u6df1\u5ea6\u6392\u67e5\u6307\u5357\uff1a\u7576\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u5728 GPU \u4f3a\u670d\u5668\u74b0\u5883\u8b8a\u66f4\u5f8c\u7121\u6cd5\u904b\u884c\u6642\uff0c\u5f9e\u5e95\u5c64\u5230\u61c9\u7528\u5c64\u9010\u6b65\u5206\u6790\uff0c\u4e26\u7d50\u5408\u65e5\u672c GPU \u4f3a\u670d\u5668\u79df\u7528\u8207\u4f3a\u670d\u5668\u8a17\u7ba1\u7684\u5be6\u6230\u7d93\u9a57\u7d66\u51fa\u89e3\u6c7a\u601d\u8def\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/","og_locale":"zh_TW","og_type":"article","og_title":"\u4fee\u5fa9 GPU \u6a21\u578b\u5728\u66f4\u63db\u4f3a\u670d\u5668\u74b0\u5883\u5f8c\u7121\u6cd5\u904b\u884c\u7684\u554f\u984c","og_url":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/","og_site_name":"Varidata Limited","article_published_time":"2026-09-15T05:55:41+00:00","article_modified_time":"2026-09-15T06:02:28+00:00","og_image":[{"width":624,"height":350,"url":"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/09\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-09-15-135328.png","type":"image\/png"}],"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/#article","isPartOf":{"@id":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/"},"author":"Varidata","headline":"\u4fee\u5fa9 GPU \u6a21\u578b\u5728\u66f4\u63db\u4f3a\u670d\u5668\u74b0\u5883\u5f8c\u7121\u6cd5\u904b\u884c\u7684\u554f\u984c","datePublished":"2026-09-15T05:55:41+00:00","dateModified":"2026-09-15T06:02:28+00:00","mainEntityOfPage":{"@id":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/"},"wordCount":182,"publisher":{"@id":"https:\/\/www.varidata.com\/zh-tw\/#organization"},"image":{"@id":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/#primaryimage"},"thumbnailUrl":"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/09\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-09-15-135328.png","articleSection":["Varidata \u77e5\u8b58\u6587\u6a94"],"inLanguage":"zh-TW"},{"@type":"WebPage","@id":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/","url":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/","name":"\u4fee\u5fa9 GPU \u6a21\u578b\u5728\u66f4\u63db\u4f3a\u670d\u5668\u74b0\u5883\u5f8c\u7121\u6cd5\u904b\u884c\u7684\u554f\u984c","isPartOf":{"@id":"https:\/\/www.varidata.com\/zh-tw\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/#primaryimage"},"image":{"@id":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/#primaryimage"},"thumbnailUrl":"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/09\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-09-15-135328.png","datePublished":"2026-09-15T05:55:41+00:00","dateModified":"2026-09-15T06:02:28+00:00","description":"\u6df1\u5ea6\u6392\u67e5\u6307\u5357\uff1a\u7576\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u5728 GPU \u4f3a\u670d\u5668\u74b0\u5883\u8b8a\u66f4\u5f8c\u7121\u6cd5\u904b\u884c\u6642\uff0c\u5f9e\u5e95\u5c64\u5230\u61c9\u7528\u5c64\u9010\u6b65\u5206\u6790\uff0c\u4e26\u7d50\u5408\u65e5\u672c GPU \u4f3a\u670d\u5668\u79df\u7528\u8207\u4f3a\u670d\u5668\u8a17\u7ba1\u7684\u5be6\u6230\u7d93\u9a57\u7d66\u51fa\u89e3\u6c7a\u601d\u8def\u3002","breadcrumb":{"@id":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/#breadcrumb"},"inLanguage":"zh-TW","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/"]}]},{"@type":"ImageObject","inLanguage":"zh-TW","@id":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/#primaryimage","url":"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/09\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-09-15-135328.png","contentUrl":"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/09\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2026-09-15-135328.png","width":624,"height":350,"caption":"GPU \u4f3a\u670d\u5668\u74b0\u5883\u9077\u79fb\u9664\u932f\u6307\u5357\u793a\u610f\u5716"},{"@type":"BreadcrumbList","@id":"https:\/\/www.varidata.com\/zh-tw\/knowledge-tc\/fixing-gpu-model-failures-after-server-environment-changes\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.varidata.com\/zh-tw\/"},{"@type":"ListItem","position":2,"name":"\u4fee\u5fa9 GPU \u6a21\u578b\u5728\u66f4\u63db\u4f3a\u670d\u5668\u74b0\u5883\u5f8c\u7121\u6cd5\u904b\u884c\u7684\u554f\u984c"}]},{"@type":"WebSite","@id":"https:\/\/www.varidata.com\/zh-tw\/#website","url":"https:\/\/www.varidata.com\/zh-tw\/","name":"Varidata Limited","description":"","publisher":{"@id":"https:\/\/www.varidata.com\/zh-tw\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.varidata.com\/zh-tw\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-TW"},{"@type":"Organization","@id":"https:\/\/www.varidata.com\/zh-tw\/#organization","name":"Varidata","url":"https:\/\/www.varidata.com\/zh-tw\/","logo":{"@type":"ImageObject","inLanguage":"zh-TW","@id":"https:\/\/www.varidata.com\/zh-tw\/#\/schema\/logo\/image\/","url":"https:\/\/www.varidata.com\/wp-content\/uploads\/2021\/09\/varidata_logo_white_-748x480_hor_web-1.png","contentUrl":"https:\/\/www.varidata.com\/wp-content\/uploads\/2021\/09\/varidata_logo_white_-748x480_hor_web-1.png","width":248,"height":94,"caption":"Varidata"},"image":{"@id":"https:\/\/www.varidata.com\/zh-tw\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.varidata.com\/zh-tw\/#\/schema\/person\/afeb2203681f7919a757a02690f38abd","name":"Daisy Yu","image":{"@type":"ImageObject","inLanguage":"zh-TW","@id":"https:\/\/secure.gravatar.com\/avatar\/38db59364245f7a04c07a2888056fc3db37247c1af72457af92d8001da594989?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/38db59364245f7a04c07a2888056fc3db37247c1af72457af92d8001da594989?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/38db59364245f7a04c07a2888056fc3db37247c1af72457af92d8001da594989?s=96&d=mm&r=g","caption":"Daisy Yu"}}]}},"_links":{"self":[{"href":"https:\/\/www.varidata.com\/zh-tw\/wp-json\/wp\/v2\/posts\/36080","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.varidata.com\/zh-tw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.varidata.com\/zh-tw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.varidata.com\/zh-tw\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/www.varidata.com\/zh-tw\/wp-json\/wp\/v2\/comments?post=36080"}],"version-history":[{"count":2,"href":"https:\/\/www.varidata.com\/zh-tw\/wp-json\/wp\/v2\/posts\/36080\/revisions"}],"predecessor-version":[{"id":36082,"href":"https:\/\/www.varidata.com\/zh-tw\/wp-json\/wp\/v2\/posts\/36080\/revisions\/36082"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.varidata.com\/zh-tw\/wp-json\/wp\/v2\/media\/36077"}],"wp:attachment":[{"href":"https:\/\/www.varidata.com\/zh-tw\/wp-json\/wp\/v2\/media?parent=36080"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.varidata.com\/zh-tw\/wp-json\/wp\/v2\/categories?post=36080"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.varidata.com\/zh-tw\/wp-json\/wp\/v2\/tags?post=36080"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}