{"id":165623,"date":"2025-06-03T13:04:52","date_gmt":"2025-06-03T20:04:52","guid":{"rendered":"https:\/\/blog.everpuredata.com\/?p=165623"},"modified":"2025-06-25T09:07:43","modified_gmt":"2025-06-25T16:07:43","slug":"pure-storage-flashblade-and-pytorch-asynchronous-checkpointing","status":"publish","type":"post","link":"https:\/\/blog.everpuredata.com\/zh-hant\/purely-technical\/pure-storage-flashblade-and-pytorch-asynchronous-checkpointing\/","title":{"rendered":"Pure Storage FlashBlade \u8207 PyTorch \u975e\u540c\u6b65\u6aa2\u67e5\u9ede\uff1a\u52a0\u901f\u5927\u578b AI \u6a21\u578b\u7684\u8a13\u7df4"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column has-medium-font-size is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\">\n<div class=\"wp-block-group has-border-color has-pure-orange-100-border-color has-primary-background-color has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-width:2px;border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-left-radius:16px;border-bottom-right-radius:16px;padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\">\n<h3 class=\"wp-block-heading\" id=\"h-summary\">\u7e3d\u7d50<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The combination of PyTorch asynchronous checkpointing and FlashBlade cuts checkpoint overhead by 10 times or more and delivers consistent, low-latency performance at scale, keeping expensive GPUs busy and training workflows uninterrupted.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group pdf-print-hide is-content-justification-right is-nowrap is-layout-flex wp-container-core-group-is-layout-f726d978 wp-block-group-is-layout-flex\"><div class=\"pdfprnt-buttons\"><a href=\"https:\/\/blog.everpuredata.com\/zh-hant\/wp-json\/wp\/v2\/posts\/165623?print=pdf\" class=\"pdfprnt-button pdfprnt-button-pdf\" target=\"_blank\" ><img decoding=\"async\" src=\"https:\/\/blog.everpuredata.com\/wp-content\/plugins\/pdf-print-pro\/images\/pdf.png?1953174090\" alt=\"image_pdf\" title=\"View PDF\" \/><\/a><a href=\"https:\/\/blog.everpuredata.com\/zh-hant\/wp-json\/wp\/v2\/posts\/165623?print=print\" class=\"pdfprnt-button pdfprnt-button-print\" target=\"_blank\" ><img decoding=\"async\" src=\"https:\/\/blog.everpuredata.com\/wp-content\/plugins\/pdf-print-pro\/images\/print.png?245231721\" alt=\"image_print\" title=\"Print Content\" \/><\/a><\/div>\n<\/div>\n\n\n\n<div id=\"CONTENT\" class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u8a13\u7df4\u5927\u578b AI \u6a21\u578b\u9700\u8981\u6b0a\u8861\uff0c\u5176\u4e2d\u6700\u91cd\u8981\u7684\u4e00\u9805\u5c31\u662f\u5728\u6548\u80fd\u548c\u5f48\u6027\u4e4b\u9593\u53d6\u5f97\u6b63\u78ba\u7684\u5e73\u8861\u3002\u6aa2\u67e5\u662f\u5bb9\u932f\u7684\u5fc5\u8981\u689d\u4ef6\uff0c\u4f46\u50b3\u7d71\u7684\u540c\u6b65\u65b9\u6cd5\u6703\u8feb\u4f7f\u8a13\u7df4\u5728\u5132\u5b58\u6a21\u578b\u72c0\u614b\u6642\u66ab\u505c\u3002\u5c0d\u65bc\u6578\u5341\u5104\u53c3\u6578\u4ee5\u4e0a\u7684\u6a21\u578b\uff0c\u9019\u4e9b\u66ab\u505c\u6642\u9593\u53ef\u4ee5\u5ef6\u9577\u5230\u5e7e\u5206\u9418\uff0c\u5f9e\u800c\u6e1b\u7de9\u958b\u767c\u4eba\u54e1\u8fed\u4ee3\u7684\u901f\u5ea6\uff0c\u4e26\u5728\u8a13\u7df4\u6642\u8b93\u6602\u8cb4\u7684 GPU \u8655\u65bc\u9592\u7f6e\u72c0\u614b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u975e\u540c\u6b65\u6aa2\u67e5\u9ede\u63d0\u4f9b\u66f4\u8070\u660e\u7684\u66ff\u4ee3\u65b9\u6848\u3002\u900f\u904e\u5c07\u6aa2\u67e5\u9ede\u6d41\u7a0b\u8207\u95dc\u9375\u8a13\u7df4\u8def\u5f91\u5206\u96e2\uff0c\u5728\u80cc\u666f\u9032\u884c\u6aa2\u67e5\u9ede\uff0c\u8b93\u6602\u8cb4\u7684 GPU \u4fdd\u6301\u5fd9\u788c\uff0c\u4e26\u4e0d\u9593\u65b7\u5730\u8a13\u7df4\u5de5\u4f5c\u6d41\u7a0b\u3002\u8207 Pure Storage\u00ae <a href=\"https:\/\/www.purestorage.com\/products\/unstructured-data-storage.html\" target=\"_blank\" rel=\"noreferrer noopener\">FlashBlade<\/a>\u00ae \u7684\u9ad8\u50b3\u8f38\u91cf\u6a6b\u5411\u64f4\u5145\u57fa\u790e\u67b6\u69cb\u642d\u914d\u4f7f\u7528\u6642\uff0c\u6aa2\u67e5\u9ede\u7684\u958b\u92b7\u901a\u5e38\u6703\u5927\u5e45\u4e0b\u964d\uff0c\u901a\u5e38\u964d\u4f4e 90% \u4ee5\u4e0a\uff0c\u537b\u4e0d\u6703\u5f71\u97ff\u53ef\u9760\u6027\u3002\u9019\u662f\u7dad\u6301\u5927\u898f\u6a21\u8a13\u7df4\u52d5\u80fd\u7684\u5be6\u7528\u65b9\u6cd5\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-pytorch-asynchronous-checkpointing\"><strong>PyTorch \u975e\u540c\u6b65\u6aa2\u67e5\u9ede<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">PyTorch \u7684\u5206\u6563\u5f0f\u975e\u540c\u6b65\u6aa2\u67e5\u9ede\uff0c\u5728\u8655\u7406\u6a21\u578b\u72c0\u614b\u65b9\u9762\u5e36\u4f86\u4e86\u91cd\u5927\u8f49\u8b8a\u3002\u8207\u5176\u66ab\u505c\u8a13\u7df4\u4f86\u5beb\u51fa\u6aa2\u67e5\u9ede\uff0c\u5b83\u5728\u904b\u7b97\u7e7c\u7e8c\u7684\u540c\u6642\uff0c\u80fd\u7bc0\u7701\u80cc\u666f\u8cc7\u6599\u3002\u9019\u4e0d\u50c5\u80fd\u6e1b\u5c11\u9592\u7f6e\u7684 GPU \u6642\u9593\uff0c\u9084\u80fd\u8b93\u6bcf\u500b\u8a13\u7df4\u904e\u7a0b\u7368\u7acb\u5beb\u5165\u6aa2\u67e5\u9ede\u8cc7\u6599\u3001\u8de8\u7bc0\u9ede\u5206\u914d I\/O\uff0c\u4e26\u964d\u4f4e\u5171\u4eab\u5132\u5b58\u7cfb\u7d71\u7684\u58d3\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u5c31\u662f\u52a0\u5feb\u8a13\u7df4\u9031\u671f\u3001\u63d0\u9ad8\u8cc7\u6e90\u5229\u7528\u7387\uff0c\u4e26\u91dd\u5c0d\u5927\u578b\u5de5\u4f5c\u8ca0\u8f09\u9032\u884c\u66f4\u9806\u66a2\u7684\u64f4\u5c55\u3002\u983b\u7e41\u7684\u6aa2\u67e5\u662f\u6545\u969c\u5fa9\u539f\u548c\u5be6\u9a57\u7684\u6700\u4f73\u505a\u6cd5\uff0c\u4f46\u50b3\u7d71\u65b9\u6cd5\u537b\u8b93\u6545\u969c\u5fa9\u539f\u6210\u672c\u904e\u9ad8\u3002\u975e\u540c\u6b65\u6aa2\u67e5\u9ede\u6539\u8b8a\u4e86\u65b9\u7a0b\u5f0f\uff0c\u8b93\u5718\u968a\u5728\u9700\u8981\u6642\u96a8\u6642\u5132\u5b58\u72c0\u614b\uff0c\u540c\u6642\u4e0d\u6703\u4e2d\u65b7\u8a13\u7df4\u6d41\u7a0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXemp9l73txWGapAuZdJfCLD3xK8drI3yodXLWdpU54MseQVO0muS-hy9I-Kvk4HKn-Fcwmj-xJZk9wVI_2KcEQCpp7YyZMmDDF_efThhSLUdRNkPFyOTLcV1CaGuSRow9P2GrzH?key=_YTk62gArL_vmSBGv8Fw0w\" alt=\"&#x6AA2;&#x67E5;&#x9EDE;&#x6642;&#x9593;&#x975E;&#x540C;&#x6B65;\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-key-mechanisms\"><strong>\u95dc\u9375\u6a5f\u5236<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u975e\u540c\u6b65\u6aa2\u67e5\u9ede\u5c07\u50b3\u7d71\u7684\u4e00\u6b21\u6027\u5132\u5b58\u6d41\u7a0b\u5206\u70ba\u5169\u500b\u5354\u8abf\u6b65\u9a5f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>GPU \u81f3 CPU \u50b3\u8f38\uff1a<\/strong>\u6a21\u578b\u72c0\u614b\u6703\u5f9e GPU \u8a18\u61b6\u9ad4\u5feb\u901f\u79fb\u81f3 CPU \u8a18\u61b6\u9ad4\uff0c\u8b93\u8a13\u7df4\u80fd\u7acb\u5373\u7e7c\u7e8c\u9032\u884c\u3002<\/li>\n\n\n\n<li><strong>\u975e\u540c\u6b65\u6301\u7e8c\u6027\uff1a <\/strong>\u8cc7\u6599\u5728 CPU \u4e0a\u5f8c\uff0c\u5c08\u7528\u57f7\u884c\u7dd2\u6703\u8655\u7406\u5132\u5b58\u5230\u78c1\u789f\u7684\u554f\u984c\uff0c\u8b93 GPU \u80fd\u5c08\u5fc3\u8a13\u7df4\u3002\u00a0<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6a5f\u7f69\u4e0b\uff0cPyTorch \u4f7f\u7528\u500b\u5225\u7684\u6d41\u7a0b\u7fa4\u7d44\u4f86\u7ba1\u7406\u6aa2\u67e5\u9ede\uff0c\u56e0\u6b64\u4e0d\u6703\u5e72\u64fe\u6b63\u5728\u9032\u884c\u7684\u5206\u6563\u5f0f\u8a13\u7df4\u4efb\u52d9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u60f3\u50cf\u6210\u4e00\u7d1a\u65b9\u7a0b\u5f0f\u5751\u5f0f\u6b62\u64cb\uff1a\u60a8\u6602\u8cb4\u7684 GPU \u662f\u91dd\u5c0d\u901f\u5ea6\u6700\u4f73\u5316\u7684\u8cfd\u8eca\uff0c\u800c CPU \u5247\u662f\u99d5\u99db\u4eba\u54e1\uff0c\u5c08\u70ba\u8655\u7406\u5feb\u901f\u7dad\u8b77\u800c\u6253\u9020\u3002\u60a8\u4e0d\u60f3\u8981\u5728\u5c07\u8cc7\u6599\u5132\u5b58\u5230\u78c1\u789f\u7684\u540c\u6642\uff0c\u4f7f\u7528 40\uff0c000 \u7f8e\u5143\u7684 GPU \u5f15\u64ce\u3002\u9019\u7a2e\u8a2d\u8a08\u8b93\u6c7d\u8eca\u4fdd\u6301\u5728\u8ecc\u9053\u4e0a\uff0c\u540c\u6642\u8239\u54e1\u4e5f\u8ca0\u8cac\u8655\u7406\u696d\u52d9\u3002\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5be6\u969b\u4e0a\uff0c\u9019\u610f\u5473\u8457 AI \u5718\u968a\u4e0d\u518d\u9700\u8981\u5728\u6548\u80fd\u548c\u5f48\u6027\u4e4b\u9593\u505a\u51fa\u9078\u64c7\u3002\u5c31\u50cf\u5728\u8cfd\u8eca\u4e2d\uff0c\u901f\u5ea6\u8207\u7dad\u8b77\u53ef\u4ee5\u8207\u6b63\u78ba\u7684\u5751\u5f0f\u7b56\u7565\u5171\u5b58\uff0c\u975e\u540c\u6b65\u7684\u6aa2\u67e5\u9ede\u8b93\u6a21\u578b\u8a13\u7df4\u5f97\u4ee5\u7e7c\u7e8c\u9032\u884c\uff0c\u540c\u6642\u5728\u80cc\u666f\u4e2d\u5be6\u73fe\u72c0\u614b\u7bc0\u7d04\u3002\u00a0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-implementation-benefits\"><strong>\u5be6\u4f5c\u512a\u52e2<\/strong><\/h2>\n\n\n\n<h4 class=\"wp-block-heading has-secondary-color has-text-color has-link-color wp-elements-5bf189899e8ed13c50742e92e3ce50bd\" id=\"h-minimal-training-disruption\"><strong>\u8a13\u7df4\u4e2d\u65b7\u6700\u5c11<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a13\u7df4\u53ea\u6703\u77ed\u66ab\u66ab\u505c\uff0c\u5c07\u6a21\u578b\u72c0\u614b\u5f9e GPU \u50b3\u8f38\u5230 CPU \u8a18\u61b6\u9ad4\u3002\u9019\u610f\u5473\u8457 AI \u5f9e\u696d\u4eba\u54e1\u53ef\u4ee5\u5728\u9577\u6642\u9593\u8a13\u7df4\u671f\u9593\u4fdd\u6301\u52d5\u529b\uff0c\u800c\u4e0d\u6703\u640d\u5931\u5bf6\u8cb4\u7684 GPU \u9031\u671f\uff0c\u9019\u5c0d\u6642\u9593\u654f\u611f\u7684\u6a21\u578b\u958b\u767c\u6216\u53cd\u8986\u5be6\u9a57\u5c24\u5176\u91cd\u8981\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading has-secondary-color has-text-color has-link-color wp-elements-3dc7952f94426ebdcb947409f84870f4\" id=\"h-increased-checkpoint-frequency\"><strong>\u63d0\u9ad8\u6aa2\u67e5\u9ede\u983b\u7387<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u7531\u65bc\u6aa2\u67e5\u9ede\u4e0d\u518d\u963b\u7919\u6574\u500b\u8a13\u7df4\u7ba1\u9053\uff0c\u5718\u968a\u53ef\u4ee5\u66f4\u983b\u7e41\u5730\u5132\u5b58\u6a21\u578b\u72c0\u614b\u3002\u5c0d\u5f9e\u696d\u4eba\u54e1\u800c\u8a00\uff0c\u9019\u958b\u555f\u4e86\u66f4\u5feb\u8fed\u4ee3\u3001\u66f4\u7c21\u6613\u5be6\u9a57\u3001\u4ee5\u53ca\u66f4\u4f73\u4fdd\u8b77\uff0c\u4ee5\u9632\u7bc4\u7f55\u898b\u4f46\u6602\u8cb4\u7684\u8a13\u7df4\u6545\u969c\uff0c\u4f8b\u5982\u7bc0\u9ede\u7576\u6a5f\u6216\u8a18\u61b6\u9ad4\u5916\u932f\u8aa4\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading has-secondary-color has-text-color has-link-color wp-elements-d0ff0da1438f773f42d553b4c6ec6ec0\" id=\"h-improved-fault-tolerance\"><strong>\u6539\u5584\u5bb9\u932f<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u5de5\u4f5c\u5931\u6557\uff0c\u66f4\u983b\u7e41\u7684\u6aa2\u67e5\u9ede\u53ef\u7e2e\u77ed\u5fa9\u539f\u6642\u9593\u3002\u5c0d\u57fa\u790e\u67b6\u69cb\u9818\u5c0e\u8005\u800c\u8a00\uff0c\u9019\u5c07\u8f49\u5316\u70ba\u66f4\u5feb\u901f\u7684\u5de5\u4f5c\u91cd\u65b0\u555f\u52d5\u3001\u66f4\u5c11\u7684\u904b\u7b97\u6642\u9593\uff0c\u4ee5\u53ca\u8de8\u5171\u7528\u53e2\u96c6\u7684\u66f4\u4f73\u670d\u52d9\u7b49\u7d1a\u53ef\u9810\u6e2c\u6027\u3002\u5b83\u4e5f\u6e1b\u5c11\u4e86\u904e\u5ea6\u4fdd\u5b88\u5de5\u4f5c\u6392\u7a0b\u7684\u9700\u6c42\uff0c\u70ba\u66f4\u6d3b\u8e8d\u7684\u5de5\u4f5c\u8ca0\u8f09\u91cb\u653e\u66f4\u591a\u5bb9\u91cf\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading has-secondary-color has-text-color has-link-color wp-elements-b61f9e0ad73ad24f7ecdc1385aaa27c9\" id=\"h-better-resource-utilization\"><strong>\u66f4\u597d\u7684\u8cc7\u6e90\u5229\u7528\u7387<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576 CPU \u57f7\u884c\u7dd2\u8655\u7406\u78c1\u789f\u5beb\u5165\u6642\uff0cGPU \u6703\u6301\u7e8c\u904b\u4f5c\u3002\u9019\u6a23\u53ef\u4ee5\u7dad\u6301\u9ad8\u904b\u7b97\u4f7f\u7528\u7387\uff0c\u4e26\u907f\u514d\u5171\u7528\u5132\u5b58\u7cfb\u7d71\u4e0d\u5fc5\u8981\u7684 I\/O \u722d\u8b70\uff0c\u9032\u800c\u78ba\u4fdd GPU \u6295\u8cc7\u7684\u6700\u5927\u56de\u5831\u7387\u3002\u5c0d\u5132\u5b58\u7ba1\u7406\u54e1\u548c\u57fa\u790e\u67b6\u69cb\u526f\u7e3d\u88c1\u800c\u8a00\uff0c\u9019\u4ee3\u8868\u5c0d IOPS \u7684\u58d3\u529b\u8f03\u4f4e\uff0cI\/O \u884c\u70ba\u66f4\u53ef\u9810\u6e2c\uff0c\u4ee5\u53ca\u53ef\u80fd\u5f71\u97ff\u7cfb\u7d71\u5176\u4ed6\u4f7f\u7528\u8005\u7684\u74f6\u9838\u4e5f\u8f03\u5c11\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-pure-storage-flashblade-amplifying-performance\"><strong>Pure Storage FlashBlade\uff1a\u589e\u5f37\u6548\u80fd<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u96d6\u7136 PyTorch \u7684\u975e\u540c\u6b65\u6aa2\u67e5\u9ede\u53ef\u5927\u5e45\u6e1b\u5c11\u8a13\u7df4\u4e2d\u65b7\uff0c\u4f46\u5132\u5b58\u57fa\u790e\u67b6\u69cb\u53ef\u6c7a\u5b9a\u9019\u4e9b\u6536\u76ca\u53ef\u9054\u5230\u591a\u5c11\u3002\u5728\u9ad8\u50b3\u8f38\u91cf\u3001\u591a\u7bc0\u9ede\u7684 AI \u74b0\u5883\u4e2d\uff0cPure Storage FlashBlade \u7279\u5225\u9069\u5408\u5c07\u975e\u540c\u6b65\u6aa2\u67e5\u9ede\u7684\u50f9\u503c\u6700\u5927\u5316\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading has-secondary-color has-text-color has-link-color wp-elements-2fa0a6644e74f5772ad37b010ebf8762\" id=\"h-designed-for-fast-metadata-and-high-throughput\"><strong>\u5c08\u70ba\u5feb\u901fMetadata\u548c\u9ad8\u50b3\u8f38\u91cf\u800c\u8a2d\u8a08<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u96d6\u7136\u975e\u540c\u6b65\u7684\u6aa2\u67e5\u9ede\u529f\u80fd\u53ef\u4ee5\u964d\u4f4e\u8a13\u7df4\u4e2d\u65b7\uff0c\u4f46 FlashBlade \u80fd\u767c\u63ee\u5176\u5168\u90e8\u6f5b\u529b\u3002\u5176\u67b6\u69cb\u53ef\u8655\u7406\u5927\u898f\u6a21\u8a13\u7df4\u7684\u4e2d\u7e7c\u8cc7\u6599\u5bc6\u96c6\u4f5c\u696d\uff0c\u4e26\u6301\u7e8c\u4fdd\u6301\u4f4e\u5ef6\u9072\uff0c\u5373\u4f7f\u5728\u5bc6\u96c6\u7684\u5beb\u5165\u7a81\u767c\u671f\u9593\u4e5f\u4e0d\u4f8b\u5916\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u8f49\u5316\u70ba\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u66f4\u5feb\u901f\u5b8c\u6210\u6aa2\u67e5\u9ede\uff1a<\/strong>\u80cc\u666f\u57f7\u884c\u7dd2\u53ef\u4ee5\u5feb\u901f\u5c07\u6a21\u578b\u72c0\u614b\u5beb\u5165\u78c1\u789f\uff0c\u76f8\u8f03\u65bc\u50b3\u7d71\u7684\u6aa2\u67e5\u9ede\u8a2d\u5b9a\uff0c\u901a\u5e38\u53ef\u9054\u5230 10 \u500d\u7684\u5beb\u5165\u8f38\u9001\u91cf\u3002<\/li>\n\n\n\n<li><strong>\u7121\u7a4d\u58d3\u6216\u5ef6\u9072\uff1a <\/strong>\u6709\u4e86\u4f4e\u5ef6\u9072\u7684 I\/O\uff0c\u6aa2\u67e5\u9ede\u4e0d\u6703\u5806\u7a4d\uff0c\u4e5f\u4e0d\u6703\u8207\u5176\u4ed6\u8a13\u7df4\u4f5c\u696d\u7af6\u722d\uff0c\u4fdd\u6301\u7cfb\u7d71\u56de\u61c9\u80fd\u529b\uff0c\u4e26\u6309\u6642\u9032\u884c\u8a13\u7df4\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u9760\u7684\u6392\u7a0b\uff1a <\/strong>\u53ef\u9810\u6e2c\u7684 I\/O \u6548\u80fd\u8b93\u5718\u968a\u80fd\u5920\u653e\u5fc3\u898f\u5283\u6aa2\u67e5\u9ede\u7b56\u7565\uff0c\u800c\u4e0d\u5fc5\u64d4\u5fc3\u610f\u5916\u7684\u7de9\u6162\u6216\u505c\u6eef\u7684\u8a13\u7df4\u5faa\u74b0\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading has-secondary-color has-text-color has-link-color wp-elements-93ea41d41b4cc41afaac5151952ebb50\" id=\"h-built-for-parallelism-at-scale\"><strong>\u70ba\u5927\u898f\u6a21\u4e26\u884c\u6027\u800c\u6253\u9020<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">FlashBlade \u7684\u5206\u6563\u5f0f\u6a6b\u5411\u64f4\u5145\u57fa\u790e\u67b6\u69cb\uff0c\u53ef\u5c07\u8cc7\u6599\u5206\u6563\u81f3\u591a\u500b\u5200\u92d2\uff0c\u9032\u800c\u5be6\u73fe\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7121\u74f6\u9838\u7684\u5e73\u884c\u5beb\u5165\uff1a<\/strong>\u591a\u500b\u7bc0\u9ede\u53ef\u540c\u6642\u5beb\u5165\u6aa2\u67e5\u9ede\uff0c\u907f\u514d I\/O \u722d\u8b70\u3002<\/li>\n\n\n\n<li><strong>\u96a8\u8457\u60a8\u7684\u6210\u9577\uff0c\u6548\u80fd\u6301\u7e8c\u7a69\u5b9a\uff1a<\/strong>\u589e\u52a0\u8a13\u7df4\u7bc0\u9ede\u4e0d\u6703\u8b93\u5132\u5b58\u5c64\u8ca0\u64d4\u904e\u91cd\uff0c\u56e0\u70ba FlashBlade \u80fd\u96a8\u8457\u60a8\u7684\u904b\u7b97\u7a7a\u9593\u64f4\u5c55\uff0c\u5728\u9700\u6c42\u589e\u52a0\u7684\u60c5\u6cc1\u4e0b\u7dad\u6301\u6548\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u5feb\u901f\u7684\u4e2d\u7e7c\u8cc7\u6599\u5354\u8abf\uff1a<\/strong>\u5feb\u901f\u7684\u4e2d\u7e7c\u8cc7\u6599\u5b58\u53d6\u652f\u63f4\u5927\u578b\u5206\u6563\u5f0f\u8a13\u7df4\u5de5\u4f5c\u7684\u9ad8\u6548\u6aa2\u67e5\u9ede\u8abf\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-performance-that-scales-with-your-needs\"><strong>\u96a8\u60a8\u7684\u9700\u6c42\u64f4\u5c55\u7684\u6548\u80fd<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c07 PyTorch \u7684\u7570\u6b65\u6aa2\u67e5\u9ede\u8207 Pure Storage FlashBlade \u7d50\u5408\uff0c\u53ef\u79fb\u9664\u5132\u5b58\u7cfb\u7d71\uff0c\u6210\u70ba AI \u8a13\u7df4\u6d41\u7a0b\u7684\u74f6\u9838\u3002\u5718\u968a\u73fe\u5728\u53ef\u4ee5\u5728\u80cc\u666f\u4e2d\u5b89\u975c\u5730\u9032\u884c\u6aa2\u67e5\u9ede\uff0c\u4ee5\u5168\u901f\u8a13\u7df4\uff0c\u800c\u4e0d\u662f\u8a2d\u8a08 I\/O \u9650\u5236\u6216\u9577\u6642\u9593\u66ab\u505c\u4ee5\u7dad\u6301\u6a21\u578b\u72c0\u614b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u7a2e\u6574\u5408\u63d0\u4f9b\u4e86\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5e7e\u4e4e\u6301\u7e8c\u7684 GPU \u4f7f\u7528<\/strong>\u7387\uff0c\u5373\u4f7f\u5728\u983b\u7e41\u7684\u6aa2\u67e5\u9ede\u4e5f\u4e00\u6a23<\/li>\n\n\n\n<li><strong>\u5f48\u6027\u7684\u6aa2\u67e5\u9ede\u7b56\u7565<\/strong>\uff0c\u5c08\u70ba\u5de5\u4f5c\u8ca0\u8f09\u9700\u6c42\u91cf\u8eab\u8a02\u505a<\/li>\n\n\n\n<li><strong>\u7531\u904b\u7b97\u9700\u6c42\u9a45\u52d5\u7684\u57fa\u790e\u67b6\u69cb\u64f4\u5145<\/strong>\uff0c\u800c\u975e\u5132\u5b58\u9650\u5236<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u4e0d\u53ea\u662f\u52a0\u5feb I\/O \u7684\u901f\u5ea6\uff0c\u66f4\u662f\u8981\u76e1\u53ef\u80fd\u5730\u7dad\u6301\u60a8\u6700\u5bf6\u8cb4\u7684\u8cc7\u7522\uff0c\u5982 GPU\uff0c\u4ee5\u9ad8\u6548\u7387\u904b\u4f5c\u3002\u5c31\u50cf\u60a8\u4e0d\u6703\u505c\u653e\u8cfd\u8eca\u4f86\u8f2a\u66ff\u8f2a\u80ce\uff0c\u975e\u540c\u6b65\u7684\u6aa2\u67e5\u9ede\u53ef\u78ba\u4fdd\u8a13\u7df4\u7dad\u6301\u5728\u6b63\u8ecc\u4e0a\uff0c\u540c\u6642\u8f15\u91cf\u5316\u7cfb\u7d71\u4e5f\u80fd\u8655\u7406\u7bc0\u7701\u7684\u6210\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">PyTorch \u975e\u540c\u6b65\u6aa2\u67e5\u9ede\u8207 FlashBlade \u7684\u7d50\u5408\uff0c\u4ee3\u8868\u4e86\u5927\u898f\u6a21\u8a13\u7df4\u57fa\u790e\u67b6\u69cb\u8a2d\u8a08\u65b9\u5f0f\u7684\u8f49\u8b8a\u3002\u900f\u904e\u5c07\u6aa2\u67e5\u9ede\u7684\u958b\u92b7\u964d\u4f4e 10 \u500d\u4ee5\u4e0a\uff0c\u4e26\u5927\u898f\u6a21\u63d0\u4f9b\u4e00\u81f4\u3001\u4f4e\u5ef6\u9072\u7684\u6548\u80fd\uff0c\u6b64\u89e3\u6c7a\u65b9\u6848\u53ef\u5354\u52a9\u5718\u968a\u5f9e GPU \u4e2d\u7372\u5f97\u66f4\u591a\u6210\u679c\uff0c\u4e26\u52a0\u5feb\u6a21\u578b\u958b\u767c\u9031\u671f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u5132\u5b58\u7ba1\u7406\u54e1\u548c\u57fa\u790e\u67b6\u69cb\u9818\u5c0e\u8005\u800c\u8a00\uff0c\u5b83\u5e36\u4f86\u4e86\u53ef\u9810\u6e2c\u7684 I\/O \u884c\u70ba\u3001\u7c21\u5316\u7684\u7ba1\u7406\uff0c\u4ee5\u53ca\u64f4\u5145\u8a13\u7df4\u5de5\u4f5c\u8ca0\u8f09\u7684\u4fe1\u5fc3\uff0c\u540c\u6642\u4e0d\u5f71\u97ff\u6548\u80fd\u3002\u5c0d AI \u5de5\u7a0b\u5e2b\u800c\u8a00\uff0c\u9019\u4ee3\u8868\u8a13\u7df4\u57f7\u884c\u66f4\u9806\u66a2\u3001\u8fed\u4ee3\u901f\u5ea6\u66f4\u5feb\uff0c\u4e26\u80fd\u5920\u66f4\u5feb\u901f\u3001\u66f4\u53ef\u9760\u5730\u5c07\u5927\u578b\u6a21\u578b\u63a8\u5411\u751f\u7522\u74b0\u5883\u3002\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u96a8\u8457 <a href=\"https:\/\/blog.everpuredata.com\/zh-hant\/perspectives\/ai-and-machine-learning\/\">AI<\/a> \u5de5\u4f5c\u8ca0\u8f09\u7684\u4e0d\u65b7\u64f4\u5c55\uff0c\u667a\u6167\u8edf\u9ad4\u8a2d\u8a08\u8207\u9ad8\u6548\u80fd\u5132\u5b58\u4e4b\u9593\u7684\u5408\u4f5c\u95dc\u4fc2\u8b8a\u5f97\u81f3\u95dc\u91cd\u8981\u3002\u6709\u4e86\u975e\u540c\u6b65\u6aa2\u67e5\u9ede\u548c Pure Storage FlashBlade\uff0c\u5132\u5b58\u4e0d\u518d\u662f\u9650\u5236\u56e0\u7d20\uff0c\u800c\u662f\u7af6\u722d\u512a\u52e2\u3002<\/p>\n\n\n\n<div class=\"wp-block-group box-shadow is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-cover is-light\" style=\"min-height:300px;aspect-ratio:unset;\"><img loading=\"lazy\" decoding=\"async\" width=\"2584\" height=\"904\" class=\"wp-block-cover__image-background wp-image-161984\" alt=\"\" src=\"https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2025\/04\/test-drive-flashblade.png\" style=\"object-position:72% 54%\" data-object-fit=\"cover\" data-object-position=\"72% 54%\" srcset=\"https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2025\/04\/test-drive-flashblade.png 2584w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2025\/04\/test-drive-flashblade-728x255.png 728w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2025\/04\/test-drive-flashblade-1024x358.png 1024w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2025\/04\/test-drive-flashblade-768x269.png 768w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2025\/04\/test-drive-flashblade-1536x537.png 1536w, https:\/\/blog.everpuredata.com\/wp-content\/uploads\/2025\/04\/test-drive-flashblade-2048x716.png 2048w\" sizes=\"auto, (max-width: 2584px) 100vw, 2584px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-0 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container has-global-padding is-layout-constrained wp-container-core-cover-is-layout-52e20806 wp-block-cover-is-layout-constrained\">\n<div class=\"wp-block-columns is-not-stacked-on-mobile is-layout-flex wp-container-core-columns-is-layout-1c666923 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-container-core-column-is-layout-9053edae wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\" style=\"margin-top:0px;margin-bottom:0px;padding-top:0px;padding-bottom:0px\">\n<p class=\"has-base-color has-text-color has-link-color wp-elements-4c64eaea0326bf0390342eaf26baa983 wp-block-paragraph\" style=\"font-size:0.6rem\"><\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-base-color has-text-color has-link-color wp-elements-b80f595eeb8aa3ef394a8b149808facf\" id=\"h-try-flashblade\" style=\"margin-top:0px;margin-bottom:20px;font-size:clamp(1.352rem, 1.352rem + ((1vw - 0.2rem) * 1.413), 2.2rem);line-height:1.2\">Try FlashBlade<\/h2>\n\n\n\n<p class=\"has-primary-color has-text-color has-link-color wp-elements-5682a5aba46b45f778b635b7fbe35921 wp-block-paragraph\">No hardware, no setup, no cost\u2014no problem. Experience the self-service capabilities of FlashBlade. <\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-left is-nowrap is-layout-flex wp-container-core-buttons-is-layout-0fdbba7e wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-background has-custom-font-size wp-element-button\" href=\"https:\/\/www.purestorage.com\/products\/file-and-object\/flashblade\/test-drive.html\" style=\"background:linear-gradient(190deg,rgba(252,185,0,1) 0%,rgba(255,105,0,1) 100%);padding-top:10px;padding-right:14px;padding-bottom:10px;padding-left:14px;font-size:clamp(0.875rem, 0.875rem + ((1vw - 0.2rem) * 0.208), 1rem);line-height:1.2\" target=\"_blank\" rel=\"noreferrer noopener\">Take a Test Drive<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\">\n<div class=\"wp-block-group sticky-content has-mint-green-500-background-color has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-radius:20px;padding-top:20px;padding-right:20px;padding-bottom:20px;padding-left:20px\">\n<h2 class=\"wp-block-heading has-text-align-center has-ash-gray-500-color has-text-color has-link-color wp-elements-7fb7912fb56b6612d57017c585c57309\" id=\"h-title\" style=\"font-size:px\">Try FlashBlade<\/h2>\n\n\n\n<p class=\"has-text-align-center has-ash-gray-500-color has-text-color has-link-color wp-elements-9fdb12f75aab4a97ffd9c4e54f95175f wp-block-paragraph\" style=\"font-size:clamp(0.875rem, 0.875rem + ((1vw - 0.2rem) * 0.208), 1rem);\">Take a free test drive.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-f8bdad00 wp-block-buttons-is-layout-flex\" style=\"margin-top:1em;margin-bottom:1em\">\n<div class=\"wp-block-button is-style-outline button-sticky is-style-outline--2\"><a class=\"wp-block-button__link has-cloud-white-500-color has-basil-green-500-background-color has-text-color has-background has-link-color has-inter-font-family has-custom-font-size wp-element-button\" href=\"https:\/\/www.purestorage.com\/products\/file-and-object\/flashblade\/test-drive.html\" style=\"border-style:none;border-width:0px;border-radius:4px;padding-top:14px;padding-right:16px;padding-bottom:14px;padding-left:16px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.208), 16px);\" target=\"_blank\" rel=\"noreferrer noopener\">Let&#8217;s Go<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u8a13\u7df4\u5927\u578b AI \u6a21\u578b\u6642\uff0c\u6548\u80fd\u8207\u5f48\u6027\u4e4b\u9593\u6709\u4e86\u6b0a\u8861\u3002\u4e86\u89e3\u5c07 PyTorch \u975e\u540c\u6b65\u6aa2\u67e5\u9ede\u8207 FlashBlade \u914d\u5c0d\u5982\u4f55\u5354\u52a9\u60a8\u5f9e GPU \u4e2d\u7372\u5f97\u66f4\u591a\u6548\u76ca\uff0c\u800c\u4e0d\u9700\u72a7\u7272\u6548\u80fd\u3002<\/p>\n","protected":false},"author":714,"featured_media":164798,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[14636],"tags":[14598,14622,14765],"content-position":[],"ppma_author":[14468],"class_list":["post-165623","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-purely-technical","tag-ai-and-machine-learning","tag-flashblade-object-storage-zh-hant","tag--ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v28.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Pure FlashBlade \u8207 PyTorch \u975e\u540c\u6b65\u6aa2\u67e5\u9ede | Everpure Blog<\/title>\n<meta name=\"description\" content=\"\u4e86\u89e3\u5c07 PyTorch \u975e\u540c\u6b65\u6aa2\u67e5\u9ede\u8207 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