{"id":10648,"date":"2025-08-07T10:15:38","date_gmt":"2025-08-07T02:15:38","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=10648"},"modified":"2025-08-07T10:15:42","modified_gmt":"2025-08-07T02:15:42","slug":"what-is-elastic-distributed-training","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/zh-hant\/what-is-elastic-distributed-training","title":{"rendered":"\u4ec0\u9ebc\u662f\u5f48\u6027\u5206\u4f48\u5f0f\u8a13\u7df4(Elastic Distributed Training)\uff1f\u6253\u9020\u66f4\u9ad8\u6548\u7684 AI \u6a21\u578b\u8a13\u7df4\u65b0\u6a21\u5f0f"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u96a8\u8457 AI \u61c9\u7528\u65e5\u76ca\u591a\u5143\uff0c\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u7684\u898f\u6a21\u4e5f\u5feb\u901f\u6210\u9577\u3002\u5f9e\u8a9e\u8a00\u6a21\u578b\u3001\u8996\u89ba\u8fa8\u8b58\u5230\u751f\u6210\u5f0f AI\uff0c\u8a13\u7df4\u5927\u578b\u6a21\u578b\u6240\u9700\u7684\u7b97\u529b\u8cc7\u6e90\u6b63\u5448\u73fe\u7206\u70b8\u5f0f\u6210\u9577\u3002\u5728\u9019\u6a23\u7684\u8da8\u52e2\u4e0b\uff0c\u300cElastic Distributed Training\u300d\u9010\u6f38\u6210\u70ba AI \u958b\u767c\u6d41\u7a0b\u4e2d\u4e0d\u53ef\u5ffd\u8996\u7684\u95dc\u9375\u6280\u8853\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u5c07\u5e36\u4f60\u6df1\u5165\u4e86\u89e3\u4ec0\u9ebc\u662f Elastic Distributed Training\u3001\u5176\u5e36\u4f86\u7684\u6548\u76ca\u8207\u6311\u6230\uff0c\u4ee5\u53ca\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ec0\u9ebc\u662f Elastic Distributed Training\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Elastic Distributed Training\uff08\u5f48\u6027\u5206\u4f48\u5f0f\u8a13\u7df4\uff09\u662f Distributed Training\uff08\u5206\u4f48\u5f0f\u8a13\u7df4\uff09\u7684\u9032\u968e\u578b\u614b\uff0c\u662f\u4e00\u7a2e\u80fd<strong>\u6839\u64da\u53ef\u7528\u8cc7\u6e90\u52d5\u614b\u8abf\u6574\u8a13\u7df4\u8cc7\u6e90\u914d\u7f6e\u7684\u8a13\u7df4\u6a5f\u5236<\/strong>\u3002\u8207\u50b3\u7d71\u7684\u56fa\u5b9a\u7bc0\u9ede\u8a13\u7df4\u65b9\u5f0f\u4e0d\u540c\uff0cElastic Distributed Training \u80fd\u6839\u64da GPU \u8cc7\u6e90\u7684\u8b8a\u5316\uff0c\u64f4\u5145\u6216\u7e2e\u6e1b\u8a13\u7df4\u7bc0\u9ede\u6578\u91cf\uff0c\u800c\u4e0d\u6703\u4e2d\u65b7\u8a13\u7df4\u6d41\u7a0b\u3002\u8209\u4f8b\u4f86\u8aaa\uff0c\u7576\u6709\u66f4\u591a\u7a7a\u9592 GPU \u53ef\u7528\u6642\uff0c\u7cfb\u7d71\u53ef\u52a0\u5165\u66f4\u591a\u7bc0\u9ede\u4ee5\u52a0\u901f\u8a13\u7df4\uff1b\u53cd\u4e4b\uff0c\u7576\u8cc7\u6e90\u7dca\u5f35\u6642\uff0c\u4e5f\u53ef\u91cb\u653e\u7bc0\u9ede\uff0c\u4fdd\u6301\u7cfb\u7d71\u6574\u9ad4\u7a69\u5b9a\u904b\u4f5c\u3002Elastic Distributed Training \u5927\u5e45\u63d0\u5347\u4e86\u8a13\u7df4\u9748\u6d3b\u6027\u4ee5\u53ca\u8cc7\u6e90\u5229\u7528\u7387\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u70ba\u4ec0\u9ebc\u9700\u8981 Elastic Distributed Training\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5be6\u52d9\u64cd\u4f5c\u4e2d\uff0cAI \u6a21\u578b\u8a13\u7df4\u5e38\u6703\u9047\u5230\u4ee5\u4e0b\u554f\u984c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8a13\u7df4\u8cc7\u6e90\u7121\u6cd5\u56fa\u5b9a\uff1aGPU \u8cc7\u6e90\u5728\u5171\u4eab\u74b0\u5883\u4e2d\u7af6\u722d\u6fc0\u70c8\uff0c\u5f80\u5f80\u96e3\u4ee5\u4fdd\u8b49\u9577\u6642\u9593\u6301\u7e8c\u4f54\u7528\u3002<\/li>\n\n\n\n<li>\u4efb\u52d9\u4e2d\u65b7\u6210\u672c\u9ad8\uff1a\u82e5\u8cc7\u6e90\u4e0d\u8db3\u6216\u6a5f\u5668\u5931\u6548\u5c0e\u81f4\u8a13\u7df4\u4e2d\u65b7\uff0c\u91cd\u65b0\u8a13\u7df4\u53ef\u80fd\u8017\u8cbb\u5927\u91cf\u6642\u9593\u8207\u6210\u672c\u3002<\/li>\n\n\n\n<li>\u8cc7\u6e90\u9592\u7f6e\u6d6a\u8cbb\uff1a\u82e5\u8a13\u7df4\u4efb\u52d9\u898f\u6a21\u56fa\u5b9a\uff0c\u7576\u8cc7\u6e90\u904e\u5269\u6642\u7121\u6cd5\u52a0\u901f\u8a13\u7df4\uff0c\u964d\u4f4e\u4e86\u6574\u9ad4\u6548\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Elastic Distributed Training \u5247\u5b8c\u7f8e\u89e3\u6c7a\u4e86\u9019\u4e9b\u554f\u984c\u3002\u5176\u5177\u5099\u4ee5\u4e0b\u512a\u52e2\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f48\u6027\u64f4\u7e2e\u8cc7\u6e90\uff0c\u63d0\u5347\u8a13\u7df4\u5f48\u6027<\/li>\n\n\n\n<li>\u6e1b\u5c11\u4e2d\u65b7\u98a8\u96aa\uff0c\u63d0\u9ad8\u5bb9\u932f\u80fd\u529b<\/li>\n\n\n\n<li>\u66f4\u597d\u5730\u5229\u7528\u9592\u7f6e\u7b97\u529b\uff0c\u63d0\u5347 GPU \u4f7f\u7528\u7387<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Elastic Distributed Training \u548c\u50b3\u7d71\u8a13\u7df4\u7684\u5dee\u7570<\/h2>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><thead><tr><th><strong>\u9805\u76ee<\/strong><\/th><th><strong>Elastic Distributed Training<\/strong><\/th><th><strong>\u50b3\u7d71\u8a13\u7df4<\/strong><\/th><\/tr><\/thead><tbody><tr><td>GPU \u6578\u91cf<\/td><td>\u53ef\u52d5\u614b\u589e\u6e1b<\/td><td>\u56fa\u5b9a\u4e0d\u53ef\u8b8a<\/td><\/tr><tr><td>\u8cc7\u6e90\u5229\u7528\u7387<\/td><td>\u52d5\u614b\u8abf\u6574\uff0c\u66f4\u6709\u6548\u7387<\/td><td>\u53ef\u80fd\u6d6a\u8cbb\u9592\u7f6e\u8cc7\u6e90<\/td><\/tr><tr><td>\u9069\u7528\u5834\u666f<\/td><td>\u8a13\u7df4\u5927\u6a21\u578b\u3001\u8655\u7406\u6d77\u91cf\u6578\u64da\u3001\u6216\u9700\u983b\u7e41\u8abf\u6574\u8cc7\u6e90\u7684\u4efb\u52d9\u3002<\/td><td>\u8cc7\u6e90\u7a69\u5b9a\u3001\u8a13\u7df4\u6642\u9593\u8f03\u77ed\u3001\u5c0d\u6545\u969c\u5bb9\u5fcd\u5ea6\u8f03\u4f4e\u7684\u4efb\u52d9\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e38\u898b Elastic Distributed Training \u6846\u67b6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\u5e38\u7528\u4e14\u5177\u5099\u5f48\u6027\u5206\u4f48\u5f0f\u8a13\u7df4\u529f\u80fd\u7684\u6846\u67b6\u5305\u62ec <a href=\"https:\/\/horovod.ai\/\" target=\"_blank\" rel=\"noopener\">Horovod<\/a>\u3001<a href=\"https:\/\/www.deepspeed.ai\/\" data-type=\"link\" data-id=\"https:\/\/www.deepspeed.ai\/\" target=\"_blank\" rel=\"noopener\">DeepSpeed<\/a>\u3001<a href=\"https:\/\/docs.pytorch.org\/docs\/stable\/distributed.elastic.html\" data-type=\"link\" data-id=\"https:\/\/docs.pytorch.org\/docs\/stable\/distributed.elastic.html\" target=\"_blank\" rel=\"noopener\">PyTorch Elastic<\/a>\uff08torchrun) \u7b49\uff0c\u9019\u4e9b\u6846\u67b6\u90fd\u5f37\u8abf\u5728\u52d5\u614b\u8a08\u7b97\u8cc7\u6e90\u74b0\u5883\u4e2d\uff0c\u900f\u904e\u5f48\u6027\u4f38\u7e2e\u6a5f\u5236\u63d0\u5347\u8cc7\u6e90\u5229\u7528\u6548\u7387\u548c\u8a13\u7df4\u7a69\u5b9a\u6027\uff0c\u662f\u76ee\u524d\u696d\u754c\u5f48\u6027\u5206\u4f48\u5f0f\u8a13\u7df4\u7684\u4e3b\u6d41\u9078\u64c7\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6311\u6230\u8207\u6ce8\u610f\u4e8b\u9805<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5118\u7ba1 Elastic Distributed Training \u5e36\u4f86\u8af8\u591a\u512a\u52e2\uff0c\u4f46\u5be6\u4f5c\u4e0a\u4ecd\u9700\u7559\u610f\u4ee5\u4e0b\u6311\u6230\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>State Checkpointing\uff1a\u9700\u5177\u5099\u826f\u597d\u7684\u8a13\u7df4\u72c0\u614b\u5132\u5b58\u8207\u56de\u5fa9\u6a5f\u5236\u3002<\/li>\n\n\n\n<li>\u7db2\u8def\u8207\u540c\u6b65\u958b\u92b7\uff1a\u8cc7\u6e90\u64f4\u589e\u6642\uff0c\u53c3\u6578\u540c\u6b65\u8207\u8cc7\u6599\u5206\u914d\u9700\u9ad8\u6548\u8a2d\u8a08\u3002<\/li>\n\n\n\n<li>\u6392\u7a0b\u7cfb\u7d71\u6574\u5408\uff1a\u9700\u642d\u914d\u5982 Kubernetes\u3001Slurm \u7b49\u8cc7\u6e90\u7ba1\u7406\u5de5\u5177\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u6578\u4f4d\u7121\u9650 AI-Stack \u5f48\u6027\u5206\u4f48\u5f0f\u8a13\u7df4\u6a21\u7d44<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6578\u4f4d\u7121\u9650\u70ba\u4e86\u89e3\u6c7a\u8cc7\u6599\u79d1\u5b78\u5bb6\u548c\u6a5f\u5668\u5b78\u7fd2\u5de5\u7a0b\u5e2b\u4f7f\u7528\u5f48\u6027\u8a13\u7df4\u6642\u6703\u9047\u4e0a\u7684\u6311\u6230\uff0c\u7279\u5225\u91dd\u5c0d AI-Stack \u5e73\u53f0\u958b\u767c\u4e86\u00a0\u5f48\u6027\u5206\u4f48\u5f0f\u8a13\u7df4\u6a21\u7d44\uff0c\u6574\u5408 Horovod\u3001DeepSpeed\u3001Megatron-LM\u3001Slrum \u7b49\u5e38\u7528\u8a13\u7df4\u6846\u67b6\uff0c\u89e3\u6c7a\u4f01\u696d\u6700\u5e38\u9047\u5230\u7684\u8cc7\u6e90\u6392\u7a0b\u74f6\u9838\u3002\u9019\u5957\u6a21\u7d44\u5305\u542b\u4e0b\u5217\u529f\u80fd\u548c\u6548\u76ca\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f48\u6027\u64f4\u7e2e\u5bb9\u5668\u8cc7\u6e90\uff1a<\/strong> \u80fd\u4f9d\u7167\u6a21\u578b\u8a13\u7df4\u4e0d\u540c\u968e\u6bb5\uff0c\u8abf\u6574\u64f4\u5927\u6216\u7e2e\u5c0f\u5bb9\u5668\u8cc7\u6e90\u3002<\/li>\n\n\n\n<li><strong>\u539f\u751f\u652f\u63f4\u8de8\u7bc0\u9ede\u5354\u4f5c\uff1a<\/strong> \u6a21\u7d44\u539f\u751f\u652f\u63f4\u591a\u500b\u8a13\u7df4\u7bc0\u9ede\u4e4b\u9593\u7684\u5354\u4f5c\uff0c\u5be6\u73fe\u9ad8\u6548\u7684\u5206\u4f48\u5f0f\u8a13\u7df4\u3002<\/li>\n\n\n\n<li><strong>Checkpoints \u81ea\u52d5\u639b\u8f09\uff1a<\/strong> \u652f\u63f4\u8a13\u7df4\u9032\u5ea6\u4fdd\u5b58\u8207\u6545\u969c\u6062\u5fa9\uff0c\u78ba\u4fdd\u8a13\u7df4\u4efb\u52d9\u7684\u9023\u7e8c\u6027\u8207\u53ef\u9760\u6027\u3002<\/li>\n\n\n\n<li><strong>\u89e3\u6c7a\u8cc7\u6e90\u6392\u7a0b\u74f6\u9838\uff1a<\/strong> \u6709\u6548\u907f\u514d\u50b3\u7d71\u56fa\u5b9a\u8cc7\u6e90\u5206\u914d\u4e0b\u5e38\u898b\u7684\u8cc7\u6e90\u9592\u7f6e\u6216\u8a13\u7df4\u7b49\u5f85\u554f\u984c\u3002<\/li>\n\n\n\n<li><strong>\u986f\u8457\u63d0\u5347\u8a13\u7df4\u6548\u7387\uff1a<\/strong> \u5e6b\u52a9\u958b\u767c\u5718\u968a\u66f4\u9748\u6d3b\u3001\u9ad8\u6548\u5730\u5b8c\u6210\u6a21\u578b\u8a13\u7df4\u5de5\u4f5c\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"830\" data-attachment-id=\"10652\" data-permalink=\"https:\/\/ai-stack.ai\/zh-hant\/what-is-elastic-distributed-training\/image-17\" data-orig-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/08\/image.png?fit=1256%2C1018&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" data-orig-size=\"1256,1018\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/08\/image.png?fit=300%2C243&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/08\/image.png?fit=1024%2C830&amp;quality=100&amp;ct=202603031250&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/08\/image.png?resize=1024%2C830&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-10652\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8a9e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f48\u6027\u5206\u4f48\u5f0f\u8a13\u7df4\u6b63\u9010\u6f38\u6210\u70ba\u5927\u578b AI \u6a21\u578b\u8a13\u7df4\u7684\u65b0\u6a19\u6e96\uff0c\u7279\u5225\u662f\u5728 GPU \u6210\u672c\u9ad8\u6f32\u3001\u8cc7\u6e90\u722d\u596a\u6fc0\u70c8\u7684\u6642\u4ee3\u3002\u900f\u904e\u9019\u9805\u6280\u8853\uff0c\u4f01\u696d\u8207\u958b\u767c\u8005\u80fd\u66f4\u9748\u6d3b\u5730\u914d\u7f6e\u7b97\u529b\u3001\u63d0\u5347 GPU \u4f7f\u7528\u7387\uff0c\u540c\u6642\u964d\u4f4e\u958b\u767c\u98a8\u96aa\u8207\u7e3d\u9ad4\u6210\u672c\u3002\u82e5\u60a8\u7684\u4f01\u696d\u6b63\u9762\u81e8 AI \u6a21\u578b\u8a13\u7df4\u8cc7\u6e90\u4e0d\u8db3\u7684\u6311\u6230\uff0c\u4e0d\u59a8\u4e86\u89e3\u5982\u4f55\u6295\u904e <a href=\"https:\/\/ai-stack.ai\/\" data-type=\"link\" data-id=\"https:\/\/ai-stack.ai\/\">AI-Stack<\/a> \u7684\u5f48\u6027\u5206\u4f48\u5f0f\u8a13\u7df4\u6a21\u7d44\u6253\u9020\u66f4\u9ad8\u6548\u3001\u53ef\u64f4\u5c55\u7684 AI \u8a13\u7df4\u74b0\u5883\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u96a8\u8457AI\u61c9\u7528\u65e5\u76ca\u591a\u5143\uff0c\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u7684\u898f\u6a21\u4e5f\u5feb\u901f\u6210\u9577\u3002\u5f9e\u8a9e\u8a00\u6a21\u578b\u3001\u8996\u89ba\u8fa8\u8b58\u5230\u751f\u6210\u5f0f AI\uff0c\u8a13\u7df4\u5927\u578b\u6a21\u578b\u6240\u9700\u7684\u7b97\u529b\u8cc7\u6e90\u6b63\u5448\u73fe\u7206\u70b8\u5f0f\u6210\u9577\u3002\u5728\u9019\u6a23\u7684\u8da8\u52e2\u4e0b\uff0c\u300cElastic Distributed Training\u300d\u9010\u6f38\u6210\u70ba AI 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