{"id":16994,"date":"2024-08-09T14:16:08","date_gmt":"2024-08-09T06:16:08","guid":{"rendered":"http:\/\/139.9.1.231\/?p=16994"},"modified":"2024-09-18T19:33:57","modified_gmt":"2024-09-18T11:33:57","slug":"deepseed","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/08\/09\/deepseed\/","title":{"rendered":"Deepseed \u6df1\u5ea6\u5b66\u4e60\u4f18\u5316\u5e93\u7efc\u8ff0"},"content":{"rendered":"\n<figure class=\"wp-block-pullquote\"><blockquote><p>https:\/\/github.com\/microsoft\/DeepSpeed<\/p><cite>\u6559\u7a0b\u6587\u6863\uff1ahttps:\/\/www.deepspeed.ai\/<\/cite><\/blockquote><\/figure>\n\n\n\n<p>        DeepSpeed\u662f\u4e00\u4e2a\u7531\u5fae\u8f6f\u5f00\u53d1\u7684\u5f00\u6e90\u6df1\u5ea6\u5b66\u4e60\u4f18\u5316\u5e93\uff0c\u65e8\u5728<strong>\u63d0\u9ad8\u5927\u89c4\u6a21\u6a21\u578b\u8bad\u7ec3\u7684\u6548\u7387\u548c\u53ef\u6269\u5c55\u6027<\/strong>\u3002\u5b83\u901a\u8fc7\u591a\u79cd\u6280\u672f\u624b\u6bb5\u6765\u52a0\u901f\u8bad\u7ec3\uff0c\u5305\u62ec<strong>\u6a21\u578b\u5e76\u884c\u5316\u3001\u68af\u5ea6\u7d2f\u79ef\u3001\u52a8\u6001\u7cbe\u5ea6\u7f29\u653e\u3001\u672c\u5730\u6a21\u5f0f\u6df7\u5408\u7cbe\u5ea6<\/strong>\u7b49\u3002DeepSpeed\u8fd8\u63d0\u4f9b\u4e86\u4e00\u4e9b\u8f85\u52a9\u5de5\u5177\uff0c\u5982\u5206\u5e03\u5f0f\u8bad\u7ec3\u7ba1\u7406\u3001\u5185\u5b58\u4f18\u5316\u548c\u6a21\u578b\u538b\u7f29\u7b49\uff0c\u4ee5\u5e2e\u52a9\u5f00\u53d1\u8005\u66f4\u597d\u5730\u7ba1\u7406\u548c\u4f18\u5316\u5927\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u4efb\u52a1\u3002\u6b64\u5916\uff0cdeepspeed\u57fa\u4e8epytorch\u6784\u5efa\uff0c\u53ea\u9700\u8981\u7b80\u5355\u4fee\u6539\u5373\u53ef\u8fc1\u79fb\u3002DeepSpeed\u5df2\u7ecf\u5728\u8bb8\u591a\u5927\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u9879\u76ee\u4e2d\u5f97\u5230\u4e86\u5e94\u7528\uff0c\u5305\u62ec\u8bed\u8a00\u6a21\u578b\u3001\u56fe\u50cf\u5206\u7c7b\u3001\u76ee\u6807\u68c0\u6d4b\u7b49\u7b49\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-18.png\" alt=\"\" class=\"wp-image-16998\" width=\"369\" height=\"393\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-18.png 643w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-18-282x300.png 282w\" sizes=\"(max-width: 369px) 100vw, 369px\" \/><\/figure><\/div>\n\n\n\n<p>DeepSpeed\u6709\u56db\u5927\u521b\u65b0\u652f\u67f1\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/github.com\/microsoft\/DeepSpeed\/raw\/master\/docs\/assets\/images\/DeepSpeed-pillars.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>DeepSpeed\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u7cfb\u7edf\u521b\u65b0\uff0c\u4f7f\u5927\u89c4\u6a21DL\u57f9\u8bad\u53d8\u5f97\u6709\u6548\u548c\u9ad8\u6548\uff0c\u5927\u5927\u63d0\u9ad8\u4e86\u6613\u7528\u6027\uff0c\u5e76\u5728\u53ef\u80fd\u7684\u89c4\u6a21\u65b9\u9762\u91cd\u65b0\u5b9a\u4e49\u4e86DL\u57f9\u8bad\u666f\u89c2\u3002\u8fd9\u4e9b\u521b\u65b0\uff0c\u5982ZeRO\uff0c3D-Mecelism\uff0cDeepSpeed-MoE\uff0cZeRO-Infinity\u7b49\u90fd\u5c5e\u4e8eDeepSpeed-Training\u652f\u67f1\u3002\u4e86\u89e3\u66f4\u591a\uff1a<a href=\"https:\/\/www.deepspeed.ai\/training\">DeepSpeed-Training<\/a><\/p>\n\n\n\n<p>DeepSpeed\u6c47\u96c6\u4e86\u5f20\u91cf\u3001\u6d41\u6c34\u7ebf\u3001\u4e13\u5bb6\u548cZeRO-parallelism\u7b49\u5e76\u884c\u6280\u672f\u7684\u521b\u65b0\uff0c\u5e76\u5c06\u5176\u4e0e\u9ad8\u6027\u80fd\u81ea\u5b9a\u4e49\u63a8\u7406\u5185\u6838\u3001\u901a\u4fe1\u4f18\u5316\u548c\u5f02\u6784\u5185\u5b58\u6280\u672f\u76f8\u7ed3\u5408\uff0c\u4ee5\u524d\u6240\u672a\u6709\u7684\u89c4\u6a21\u5b9e\u73b0\u63a8\u7406\uff0c\u540c\u65f6\u5b9e\u73b0\u65e0\u4e0e\u4f26\u6bd4\u7684\u5ef6\u8fdf\u3001\u541e\u5410\u91cf\u548c\u6210\u672c\u964d\u4f4e\u3002\u8fd9\u79cd\u63a8\u7406\u7cfb\u7edf\u6280\u672f\u7684\u7cfb\u7edf\u7ec4\u6210DeepSpeed-Inference\u3002\u4e86\u89e3\u66f4\u591a\uff1a<a href=\"https:\/\/www.deepspeed.ai\/inference\">DeepSpeed-Inference<\/a><\/p>\n\n\n\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u9ad8\u63a8\u7406\u6548\u7387\uff0cDeepSpeed\u4e3a\u7814\u7a76\u4eba\u5458\u548c\u4ece\u4e1a\u8005\u63d0\u4f9b\u4e86\u6613\u4e8e\u4f7f\u7528\u548c\u7075\u6d3b\u7ec4\u5408\u7684\u538b\u7f29\u6280\u672f\uff0c\u4ee5\u538b\u7f29\u4ed6\u4eec\u7684\u6a21\u578b\uff0c\u540c\u65f6\u63d0\u4f9b\u66f4\u5feb\u7684\u901f\u5ea6\uff0c\u66f4\u5c0f\u7684\u6a21\u578b\u5927\u5c0f\uff0c\u5e76\u663e\u7740\u964d\u4f4e\u538b\u7f29\u6210\u672c\u3002\u6b64\u5916\uff0cSoTA\u5728\u538b\u7f29\u65b9\u9762\u7684\u521b\u65b0\uff0c\u5982ZeroQuant\u548cXTC\uff0c\u90fd\u5305\u542b\u5728DeepSpeed-Compression\u652f\u67f1\u4e0b\u3002\u4e86\u89e3\u66f4\u591a\uff1a<a href=\"https:\/\/www.deepspeed.ai\/compression\">DeepSpeed-Compression<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/microsoft\/deepspeed\">DeepSpeed<\/a>\u5e93\u5c06DeepSpeed\u8bad\u7ec3\u3001\u63a8\u7406\u548c\u538b\u7f29\u652f\u67f1\u4e2d\u7684\u521b\u65b0\u548c\u6280\u672f\u5b9e\u73b0\u5e76\u6253\u5305\u5230\u4e00\u4e2a\u6613\u4e8e\u4f7f\u7528\u7684\u5f00\u6e90\u5b58\u50a8\u5e93\u4e2d\u3002\u5b83\u5141\u8bb8\u5728\u5355\u4e2a\u8bad\u7ec3\uff0c\u63a8\u7406\u6216\u538b\u7f29\u7ba1\u9053\u4e2d\u8f7b\u677e\u7ec4\u5408\u591a\u79cd\u529f\u80fd\u3002DeepSpeed\u5e93\u88abDL\u793e\u533a\u5e7f\u6cdb\u91c7\u7528\uff0c\u5e76\u5df2\u7528\u4e8e\u542f\u7528\u4e00\u4e9b\u6700\u5f3a\u5927\u7684\u6a21\u578b\uff08\u8bf7\u53c2\u9605<a href=\"https:\/\/www.deepspeed.ai\/#deepspeed-adoption\">DeepSpeed\u91c7\u7528<\/a>\uff09\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/microsoft\/deepspeed-mii\">Model Implementations for Inference\uff08MII\uff09<\/a>\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5b58\u50a8\u5e93\uff0c\u901a\u8fc7\u51cf\u8f7b\u5e94\u7528\u590d\u6742\u7cfb\u7edf\u4f18\u5316\u6280\u672f\u7684\u9700\u6c42\uff0c\u4f7f\u6240\u6709\u6570\u636e\u79d1\u5b66\u5bb6\u90fd\u53ef\u4ee5\u8bbf\u95ee\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u541e\u5410\u91cf\u7684\u63a8\u7406\u3002\u5f00\u7bb1\u5373\u7528\uff0cMII\u4e3a\u6570\u5343\u79cd\u5e7f\u6cdb\u4f7f\u7528\u7684DL\u6a21\u578b\u63d0\u4f9b\u652f\u6301\uff0c\u4f7f\u7528DeepSpeed-Inference\u8fdb\u884c\u4f18\u5316\uff0c\u53ef\u4ee5\u4f7f\u7528\u51e0\u884c\u4ee3\u7801\u8fdb\u884c\u90e8\u7f72\uff0c\u540c\u65f6\u4e0e\u5176\u9999\u8349\u5f00\u6e90\u7248\u672c\u76f8\u6bd4\uff0c\u5b9e\u73b0\u4e86\u663e\u7740\u7684\u5ef6\u8fdf\u51cf\u5c11\u3002<\/p>\n\n\n\n<p>DeepSpeed\u5df2\u4e0e\u51e0\u79cd\u4e0d\u540c\u7684\u6d41\u884c\u5f00\u6e90DL\u6846\u67b6\u96c6\u6210\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-19.png\" alt=\"\" class=\"wp-image-17013\" width=\"501\" height=\"305\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-19.png 790w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-19-300x183.png 300w\" sizes=\"(max-width: 501px) 100vw, 501px\" \/><\/figure><\/div>\n\n\n\n<p class=\"has-text-align-left\"><a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/docs\/transformers\/deepspeed\" target=\"_blank\"><strong>https:\/\/huggingface.co\/docs\/transformers\/deepspeed<\/strong><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.zhihu.com\/people\/deepspeed\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>https:\/\/www.zhihu.com\/people\/deepspeed<\/strong><\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>https:\/\/github.com\/microsoft\/DeepSpeed \u6559\u7a0b\u6587\u6863\uff1ahttps:\/\/www &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/08\/09\/deepseed\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Deepseed \u6df1\u5ea6\u5b66\u4e60\u4f18\u5316\u5e93\u7efc\u8ff0<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[4,39,38],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/16994"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=16994"}],"version-history":[{"count":27,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/16994\/revisions"}],"predecessor-version":[{"id":19048,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/16994\/revisions\/19048"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=16994"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=16994"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=16994"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}