{"id":1074621,"date":"2024-09-14T00:08:10","date_gmt":"2024-09-14T07:08:10","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1074621"},"modified":"2024-09-25T20:48:05","modified_gmt":"2024-09-26T03:48:05","slug":"starleap-guodong-liu","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/starleap-guodong-liu\/","title":{"rendered":"\u661f\u8dc3\u91cd\u6d0b | \u5218\u56fd\u680b\uff1a\u975e\u5178\u578b\u7406\u5de5\u7537\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u79d1\u7814\u201c\u65c5\u201d\u8bb0"},"content":{"rendered":"\n<p>\u7ed3\u675f\u4e00\u5929\u7684\u79d1\u7814\u5de5\u4f5c\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6280\u672f\u7814\u7a76\u6240\u535a\u58eb\u751f\u5218\u56fd\u680b\u8d70\u51fa\u5fae\u8f6f\u5927\u53a6\uff0c\u62ac\u5934\u662f\u7e41\u661f\u70b9\u70b9\uff0c\u8033\u673a\u91cc\u88c5\u7684\u662f\u82cf\u6253\u7eff\u4e50\u961f\u6e29\u6696\u7684\u65cb\u5f8b\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u201c\u661f\u8dc3\u8ba1\u5212\u201d\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5b9e\u4e60\u4e00\u5e74\uff0c\u5218\u56fd\u680b\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3b\u7ba1\u7814\u7a76\u5458\u82d7\u53c8\u5c71\u3001\u5fae\u8f6f\u96f7\u5fb7\u8499\u7814\u7a76\u9662\u9ad8\u7ea7\u7814\u53d1\u5de5\u7a0b\u5e08 Saeed Maleki \u4e24\u4f4d mentor \u7684\u6307\u5bfc\u4e0b\uff0c\u56f4\u7ed5\u52a0\u901f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8bad\u7ec3\u8fdb\u884c\u7740\u79d1\u7814\u63a2\u7d22\u3002<\/p>\n\n\n\n<p>\u6070\u5982\u8bbe\u7acb\u521d\u8877\uff0c<strong>\u201c\u661f\u8dc3\u8ba1\u5212\u201d\u5728\u4f18\u79c0\u4eba\u624d\u4e0e\u5fae\u8f6f\u5168\u7403\u4e24\u5927\u7814\u7a76\u9662\u7684\u7814\u7a76\u56e2\u961f\u4e4b\u95f4\u67b6\u8d77\u6865\u6881\uff0c\u4e3a\u4ed6\u4eec\u521b\u9020\u4e86\u4e00\u8d77\u805a\u7126\u771f\u5b9e\u524d\u6cbf\u95ee\u9898\u7684\u673a\u4f1a\u3002<\/strong>\u5bf9\u5218\u56fd\u680b\u800c\u8a00\uff0c\u8fd9\u573a\u201c\u8de8\u8d8a\u91cd\u6d0b\u201d\u7684\u79d1\u7814\u4e4b\u65c5\u4e0d\u4ec5\u8ba9\u4ed6\u5b9e\u73b0\u4e86\u81ea\u5df1\u7684\u79d1\u7814\u8bbe\u60f3\uff0c\u4e5f\u8ba9\u4ed6\u5728\u601d\u8003\u65b9\u5f0f\u548c\u79d1\u7814\u54c1\u5473\u4e0a\u6709\u4e86\u65b0\u7684\u987f\u609f\u3002<\/p>\n\n\n\n<p>\u4e00\u540d\u79d1\u7814\u5c0f\u751f\uff0c\u5982\u4f55\u5728\u79d1\u7814\u9053\u8def\u4e0a\u62ab\u8346\u65a9\u68d8\uff1f<br>\u4e00\u4f4d\u975e\u5178\u578b\u7406\u5de5\u7537\uff0c\u5982\u4f55\u6c72\u53d6\u79d1\u5b66\u4e0e\u827a\u672f\u7684\u9b45\u529b\uff1f<\/p>\n\n\n\n<p>\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff0c\u5218\u56fd\u680b\u627e\u5230\u4e86\u5c5e\u4e8e\u81ea\u5df1\u7684\u8bf8\u591a\u7b54\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/e5866ef7f7a6e5240b68f0d2dd09add-1024x683.jpg\" alt=\"\u5218\u56fd\u680b\" class=\"wp-image-1074627\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/e5866ef7f7a6e5240b68f0d2dd09add-1024x683.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/e5866ef7f7a6e5240b68f0d2dd09add-300x200.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/e5866ef7f7a6e5240b68f0d2dd09add-768x512.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/e5866ef7f7a6e5240b68f0d2dd09add-1536x1024.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/e5866ef7f7a6e5240b68f0d2dd09add-2048x1365.jpg 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/e5866ef7f7a6e5240b68f0d2dd09add-240x160.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u5218\u56fd\u680b<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7528\u7b80\u5355\u6f02\u4eae\u7684\u601d\u60f3-\u89e3\u51b3\u590d\u6742\u7684\u95ee\u9898\">\u7528\u7b80\u5355\u6f02\u4eae\u7684\u601d\u60f3\uff0c\u89e3\u51b3\u590d\u6742\u7684\u95ee\u9898<\/h2>\n\n\n\n<p>\u201c\u60f3\u901a\u8fc7\u7b80\u5355\u4f46\u6f02\u4eae\u7684\u601d\u60f3\uff0c\u89e3\u51b3\u590d\u6742\u7684\u95ee\u9898\u3002\u201d\u8fd9\u662f\u5218\u56fd\u680b\u52a0\u5165\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u201c\u661f\u8dc3\u8ba1\u5212\u201d\u7684\u673a\u7f18\u4e0e\u521d\u8877\u3002<\/p>\n\n\n\n<p>\u5728\u4e00\u6b21\u56fd\u9645\u4f1a\u8bae\u4e0a\uff0c\u4ed6\u8bfb\u5230\u4e00\u7bc7\u4ee4\u4ed6\u5370\u8c61\u6df1\u523b\u7684\u6587\u7ae0\uff1a\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u548c\u5317\u4eac\u5927\u5b66\u3001\u4e0a\u6d77\u79d1\u6280\u5927\u5b66\u5408\u4f5c\u63d0\u51fa\u4e86\u4e00\u79cd\u53ef\u4ee5\u63d0\u5347\u6df1\u5ea6\u5b66\u4e60\u8ba1\u7b97\u901f\u5ea6\u7684\u7f16\u8bd1\u6846\u67b6 RAMMER\u3002<strong>\u201c\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u4e00\u4e9b\u5f88\u6f02\u4eae\u7684\u7cfb\u7edf\u5c42\u9762\u7684\u601d\u60f3\uff0c\u89e3\u51b3\u4e86\u4e00\u4e2a\u5f88\u6709\u610f\u4e49\u7684\u95ee\u9898\u3002\u201d<\/strong>\u5218\u56fd\u680b\u975e\u5e38\u671f\u5f85\u81ea\u5df1\u4e5f\u80fd\u505a\u51fa\u8fd9\u6837\u7684\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p>\u4ed6\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u6545\u4e8b\u4fbf\u7531\u6b64\u62c9\u5f00\u5e8f\u5e55\u3002\u53bb\u5e74\u4e00\u6708\uff0c\u5f53\u770b\u5230\u201c\u661f\u8dc3\u8ba1\u5212\u201d\u62db\u52df\u6587\u7ae0\u4e2d\u7684 High-performance Distributed Deep Learning 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class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/fe2f1d88e321778087ce897008b1700-1024x768.jpg\" alt=\"\u5218\u56fd\u680b\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5de5\u4f4d\u4e0a\" class=\"wp-image-1074630\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/fe2f1d88e321778087ce897008b1700-1024x768.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/fe2f1d88e321778087ce897008b1700-300x225.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/fe2f1d88e321778087ce897008b1700-768x576.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/fe2f1d88e321778087ce897008b1700-1536x1152.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/fe2f1d88e321778087ce897008b1700-2048x1536.jpg 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/fe2f1d88e321778087ce897008b1700-80x60.jpg 80w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/fe2f1d88e321778087ce897008b1700-240x180.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption 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mentor 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mentor 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class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/mentor\u5408\u7167-1024x768.jpg\" alt=\"\u5218\u56fd\u680b\uff08\u5de6\u4e8c\uff09\u4e0e mentor \u82d7\u53c8\u5c71\uff08\u53f3\u4e8c\uff09\u53ca\u7ec4\u5185\u540c\u4e8b\u5408\u5f71\" class=\"wp-image-1074636\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/mentor\u5408\u7167-1024x768.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/mentor\u5408\u7167-300x225.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/mentor\u5408\u7167-768x576.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/mentor\u5408\u7167-1536x1152.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/mentor\u5408\u7167-2048x1536.jpg 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/mentor\u5408\u7167-80x60.jpg 80w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/mentor\u5408\u7167-240x180.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u5218\u56fd\u680b\uff08\u5de6\u4e8c\uff09\u4e0e mentor \u82d7\u53c8\u5c71\uff08\u53f3\u4e8c\uff09\u53ca\u7ec4\u5185\u540c\u4e8b\u5408\u5f71<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>Saeed Maleki 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\u4e0d\u65ad\u63d0\u51fa\u7684\u7591\u95ee\uff0c<strong>\u8ba9\u4ed6\u5728\u601d\u8003\u95ee\u9898\u65f6\u66f4\u52a0\u6df1\u5165\u548c\u6e05\u6670\uff0c\u4e5f\u80fd\u66f4\u52a0\u5f00\u653e\u3001\u4ece\u5bb9\u5730\u9762\u5bf9\u8d28\u7591\u4e86\u3002<\/strong><\/p>\n\n\n\n<p>\u5bf9\u4e8e\u5218\u56fd\u680b\u7684\u6210\u957f\uff0cmentor \u82d7\u53c8\u5c71\u5e76\u4e0d\u610f\u5916\u3002\u5728\u4ed6\u770b\u6765\uff0c<strong>\u5218\u56fd\u680b\u62e5\u6709\u5f88\u5f3a\u7684\u5185\u9a71\u529b\uff0c<\/strong>\u80fd\u591f\u4e3b\u52a8\u5730\u63a2\u5bfb\u65b0\u7684\u601d\u8def\uff0c\u5e76\u4e14\u901a\u8fc7\u4e0d\u65ad\u5730\u53cd\u601d\u548c\u8c03\u6574\u63d0\u5347\u81ea\u5df1\u7684\u8ba4\u77e5\u3002\u8fd9\u6837\u7684\u601d\u7ef4\u65b9\u5f0f\u4f7f\u5218\u56fd\u680b\u7684\u601d\u8003\u9010\u6b65\u6df1\u5165\uff0c\u4ece\u800c\u63ed\u793a\u66f4\u672c\u8d28\u7684\u95ee\u9898\uff0c\u5e76\u5f15\u5bfc\u4ed6\u6709\u6548\u5730\u5236\u5b9a\u8fdb\u4e00\u6b65\u63a2\u7d22\u7684\u8ba1\u5212\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u5728\u4e00\u6b21\u6b21\u8de8\u6d0b\u7ec4\u4f1a\u4e2d\uff0c\u5218\u56fd\u680b\u7684\u82f1\u6587\u6f14\u8bb2\u80fd\u529b\u4e5f\u83b7\u5f97\u4e86\u660e\u663e\u63d0\u5347\uff0c\u65e0\u8bba\u662f\u5b8f\u89c2\u601d\u8def\u7684\u6d41\u7545\u6027\u8fd8\u662f\u7ec6\u8282\u7684\u6e05\u6670\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a85-1024x576.jpg\" alt=\"\u5218\u56fd\u680b\u53c2\u52a0\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6d3b\u52a8\" class=\"wp-image-1074633\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a85-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a85-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a85-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a85-1536x864.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a85-2048x1152.jpg 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a85-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a85-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a85-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a85-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a85-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a85-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a85-1920x1080.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u5218\u56fd\u680b\u53c2\u52a0\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6d3b\u52a8<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u4e0e\u7814\u7a76\u5458\u3001\u5b9e\u4e60\u751f\u4eec\u7684\u4ea4\u6d41\u3001\u78b0\u649e\u8ba9\u5218\u56fd\u680b\u53d7\u76ca\u9887\u591a\u3002\u4ed6\u6240\u5728\u8bfe\u9898\u7ec4\u6bcf\u5468\u90fd\u6709\u4e24\u6b21\u5e38\u89c4\u7ec4\u4f1a\u6765\u66f4\u65b0\u5de5\u4f5c\u8fdb\u5c55\uff0c\u6240\u6709\u5b9e\u4e60\u751f\u8fdb\u884c\u5de5\u4f5c\u6c47\u62a5\u5e76\u5f00\u5c55\u5e7f\u6cdb\u7684\u8ba8\u8bba\u3002\u5bf9\u4e8e\u5177\u4f53\u7684\u95ee\u9898\uff0c\u5218\u56fd\u680b\u65f6\u5e38\u4f1a\u548c\u4e24\u4f4d mentor \u53d1\u8d77\u4e34\u65f6\u8ba8\u8bba\uff0c\u89e3\u51b3\u6025\u8feb\u7684\u95ee\u9898\u6216\u8fdb\u884c\u5934\u8111\u98ce\u66b4\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u6bcf\u5468\u8fd8\u4f1a\u8fdb\u884c\u4e00\u573a\u5927\u7ec4\u4f1a\uff0c\u9664\u4e86\u5218\u56fd\u680b\u7684\u4e24\u4f4d mentor\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u548c\u5fae\u8f6f\u96f7\u5fb7\u8499\u7814\u7a76\u9662\u76f8\u5173\u65b9\u5411\u7684\u8bb8\u591a\u8d44\u6df1\u7814\u7a76\u5458\u90fd\u4f1a\u53c2\u4e0e\u3002<\/p>\n\n\n\n<p>\u201c\u5728\u5927\u7ec4\u4f1a\u4e0a\uff0c<strong>\u6211\u6709\u673a\u4f1a\u542c\u5230\u66f4\u591a\u5b9e\u4e60\u751f\u548c\u7814\u7a76\u5458\u505a\u7684\u5de5\u4f5c\uff0c\u8fd9\u5e38\u5e38\u5bf9\u6211\u5f88\u6709\u542f\u53d1\u3002<\/strong>\u5176\u4ed6\u7814\u7a76\u5458\u4e5f\u4f1a\u5bf9\u6211\u7684\u8bfe\u9898\u63d0\u4f9b\u5efa\u8bae\u548c\u60f3\u6cd5\uff0c\u8fd9\u80fd\u6709\u6548\u5f25\u8865\u6211\u7684\u7f3a\u6f0f\u3002\u201d\u5218\u56fd\u680b\u8868\u793a\uff0c\u5728\u7ebf\u4e0b\u4e0e\u7ebf\u4e0a\u7684\u4ea4\u6d41\u5408\u4f5c\u4e2d\uff0c\u4ed6\u4e5f\u6108\u6e10\u611f\u53d7\u5230\u5fae\u8f6f\u4e24\u5927\u7814\u7a76\u9662\u56fd\u9645\u5316\u3001\u5f00\u653e\u7684\u79d1\u7814\u6c1b\u56f4\uff0c\u4ee5\u53ca\u591a\u5143\u4e0e\u5305\u5bb9\u7684\u6587\u5316\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u975e\u5178\u578b\u7406\u5de5\u7537-\u79d1\u5b66\u4e0e\u827a\u672f\u7684\u78b0\u649e\">\u975e\u5178\u578b\u7406\u5de5\u7537\uff0c\u79d1\u5b66\u4e0e\u827a\u672f\u7684\u78b0\u649e<\/h2>\n\n\n\n<p>\u8fd9\u6837\u4e00\u4e2a\u70ed\u8877\u4e8e\u4e0e\u79d1\u7814\u201c\u8f83\u52b2\u201d\u7684\u7406\u5de5\u7537\uff0c\u5374\u5e38\u5e38\u88ab\u670b\u53cb\u4eec\u8bc4\u4ef7\u4e3a\u201c\u6587\u827a\u9752\u5e74\u201d\u3002<\/p>\n\n\n\n<p>\u5728\u5f88\u591a\u4e2a\u5929\u6717\u6c14\u6e05\u7684\u5348\u540e\uff0c\u5218\u56fd\u680b\u4f1a\u9009\u62e9\u62b1\u7740\u76f8\u673a\uff0c\u8d70\u5728\u5317\u4eac\u7684\u5927\u8857\u5c0f\u5df7\uff0c\u770b\u6668\u66e6\u66ae\u972d\uff0c\u770b\u6d6e\u4e91\u60a0\u6e38\uff1b\u6216\u662f\u7a7f\u68ad\u4e8e\u5404\u4e2a\u827a\u672f\u5c55\u89c8\uff0c\u5728\u6bcf\u4e00\u4ef6\u6b23\u8d4f\u7684\u5c55\u54c1\u524d\u6d41\u8fde\u9a7b\u8db3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"679\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/78b22982ec867302f966c04031f6edd-1024x679.jpg\" alt=\"\u5e26\u7740\u76f8\u673a\u7684\u5218\u56fd\u680b\" class=\"wp-image-1074642\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/78b22982ec867302f966c04031f6edd-1024x679.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/78b22982ec867302f966c04031f6edd-300x199.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/78b22982ec867302f966c04031f6edd-768x509.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/78b22982ec867302f966c04031f6edd-1536x1018.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/78b22982ec867302f966c04031f6edd-2048x1358.jpg 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/78b22982ec867302f966c04031f6edd-240x159.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u5e26\u7740\u76f8\u673a\u7684\u5218\u56fd\u680b<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u6444\u5f71\u4f5c\u54c17-1024x576.jpg\" alt=\"\u5218\u56fd\u680b\u6444\u5f71\u4f5c\u54c1\" class=\"wp-image-1074639\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u6444\u5f71\u4f5c\u54c17-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u6444\u5f71\u4f5c\u54c17-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u6444\u5f71\u4f5c\u54c17-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u6444\u5f71\u4f5c\u54c17-1536x864.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u6444\u5f71\u4f5c\u54c17-2048x1152.jpg 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u6444\u5f71\u4f5c\u54c17-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u6444\u5f71\u4f5c\u54c17-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u6444\u5f71\u4f5c\u54c17-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u6444\u5f71\u4f5c\u54c17-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u6444\u5f71\u4f5c\u54c17-scaled-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u6444\u5f71\u4f5c\u54c17-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u6444\u5f71\u4f5c\u54c17-1920x1080.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u5218\u56fd\u680b\u6444\u5f71\u4f5c\u54c1<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u8fd9\u6837\u4e00\u4f4d\u201c\u975e\u5178\u578b\u7406\u5de5\u7537\u201d\u4e3a\u4ec0\u4e48\u4f1a\u9009\u62e9\u8ba1\u7b97\u673a\u4e13\u4e1a\uff1f<\/p>\n\n\n\n<p>\u201c\u56e0\u4e3a\u6211\u89c9\u5f97\u8ba1\u7b97\u673a\u9886\u57df\u8574\u542b\u4e86\u8bb8\u591a\u6709\u8da3\u7684\u601d\u60f3\uff0c\u8fd9\u548c\u827a\u672f\u4e00\u6837\u90fd\u5f88\u5438\u5f15\u4eba\u3002\u201d\u5218\u56fd\u680b\u8ba4\u4e3a\u79d1\u5b66\u601d\u60f3\u4e5f\u53ef\u4ee5\u975e\u5e38\u8ff7\u4eba\uff0c\u5e76\u4e14\u4e5f\u662f\u5177\u6709\u827a\u672f\u6027\u7684\u2014\u2014<strong>\u79d1\u5b66\u4e0e\u827a\u672f\u7684\u78b0\u649e\uff0c\u4fc3\u4f7f\u4ed6\u66f4\u613f\u610f\u53bb\u505a\u79d1\u7814\u5de5\u4f5c\u3002<\/strong><\/p>\n\n\n\n<p>\u5bf9\u4e8e\u7406\u6027\u4e0e\u611f\u6027\u7684\u5e73\u8861\uff0c\u5218\u56fd\u680b\u4e5f\u66fe\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u53d7\u5230\u542f\u53d1\u3002\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9662\u957f\u5468\u793c\u680b\u535a\u58eb\u7684\u201c\u5496\u5561\u65f6\u95f4\u201d\u5206\u4eab\u4f1a\u4e2d\uff0c\u5468\u793c\u680b\u9662\u957f<strong>\u201c\u8981\u53bb\u5bfb\u627e\u4f60\u7684\u5185\u5728\u52a8\u529b\u201d<\/strong>\u7684\u89c2\u70b9\u4ee4\u5218\u56fd\u680b\u5370\u8c61\u6df1\u523b\u2014\u2014\u53ea\u6709\u627e\u5230\u81ea\u5df1\u7684\u5185\u5728\u52a8\u529b\uff0c\u624d\u53ef\u80fd\u771f\u6b63\u5bf9\u81ea\u5df1\u505a\u7814\u7a76\u7684\u72b6\u51b5\u548c\u751f\u6d3b\u72b6\u6001\u611f\u5230\u6ee1\u610f\u3002<\/p>\n\n\n\n<p>\u5468\u793c\u680b\u9662\u957f\u5206\u4eab\u7684\u5f88\u591a\u89c2\u70b9\u4e0e\u601d\u8003\uff0c\u76f4\u5230\u73b0\u5728\u4ecd\u5f71\u54cd\u7740\u5218\u56fd\u680b\uff0c\u201c\u540e\u6765\u6211\u4e5f\u4e00\u76f4\u5728\u5bfb\u627e\u81ea\u5df1\u7684\u5185\u5728\u52a8\u529b\uff0c\u6211\u4f1a\u4e00\u76f4\u628a\u8fd9\u4ef6\u4e8b\u60c5\u4f5c\u4e3a\u751f\u6d3b\u4e2d\u7684\u4e00\u4e2a\u5c0f\u5c0f\u8ba1\u5212\u548c\u4efb\u52a1\u3002\u201d\u5218\u56fd\u680b\u8ba4\u4e3a\uff0c\u79d1\u5b66\u4e2d\u7684\u827a\u672f\u6027\u7b97\u5f97\u4e0a\u662f\u4ed6\u7684\u52a8\u529b\u4e4b\u4e00\uff0c\u4f46\u4ed6\u4ecd\u5c06\u7ee7\u7eed\u5bfb\u627e\u548c\u8ffd\u6c42\u5176\u4ed6\u7684\u6e90\u52a8\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a81-1024x683.jpg\" alt=\"\u5218\u56fd\u680b\uff08\u540e\u6392\u5de6\u4e8c\uff09\u53c2\u52a0\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9662\u957f\u5468\u793c\u680b\u535a\u58eb\uff08\u524d\u6392\u53f3\u4e09\uff09\u201c\u5496\u5561\u65f6\u95f4\u201d\u5206\u4eab\u4f1a\" class=\"wp-image-1074645\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a81-1024x683.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a81-300x200.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a81-768x512.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a81-1536x1024.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a81-2048x1365.jpg 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u5fae\u8f6f\u6d3b\u52a81-240x160.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption 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class=\"wp-block-heading\" id=\"mentor-\u5bc4\u8bed\">Mentor \u5bc4\u8bed<\/h2>\n\n\n\n<p><strong>\u82d7\u53c8\u5c71\uff08\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3b\u7ba1\u7814\u7a76\u5458\uff09\uff1a<\/strong>\u5218\u56fd\u680b\u540c\u5b66\u662f\u4e00\u540d\u975e\u5e38\u4f18\u79c0\u7684\u5b9e\u4e60\u751f\u3002\u4ed6\u4e13\u4e1a\u77e5\u8bc6\u624e\u5b9e\uff0c\u4e14\u601d\u7ef4\u654f\u6377\u3001\u52e4\u4e8e\u601d\u8003\u3001\u8ba4\u771f\u4e13\u6ce8\u3002\u4ed6\u5165\u804c\u8fd1\u4e00\u5e74\u4ee5\u6765\uff0c\u6211\u4eec\u7684\u5408\u4f5c\u975e\u5e38\u6109\u5feb\u3002\u5b9e\u4e60\u671f\u95f4\uff0c\u4ed6\u4e0d\u65ad\u5b66\u4e60\u63d0\u9ad8\u81ea\u6211\u7684\u540c\u65f6\uff0c\u4e5f\u5728\u6211\u4eec Redmond\u3001Asia \u4e24\u4e2a\u7814\u7a76\u9662\u5408\u4f5c\u7684\u79d1\u7814\u9879\u76ee\u4e2d\u53d1\u6325\u4e86\u91cd\u8981\u7684\u4f5c\u7528\u3002\u6211\u5e0c\u671b\u5218\u56fd\u680b\u540c\u5b66\u80fd\u591f\u4fdd\u6301\u5bf9\u4e8e\u79d1\u7814\u7684\u597d\u5947\uff0c\u4e0d\u65ad\u8fdb\u6b65\u3001\u518d\u63a5\u518d\u5389\uff0c\u5728\u7814\u7a76\u7684\u9053\u8def\u4e0a\u83b7\u5f97\u66f4\u5927\u7684\u6210\u529f\u3002<\/p>\n\n\n\n<p><strong>Saeed Maleki\uff08\u5fae\u8f6f\u96f7\u5fb7\u8499\u7814\u7a76\u9662\u9ad8\u7ea7\u7814\u53d1\u5de5\u7a0b\u5e08\uff09\uff1a<\/strong>Guodong\u2019s greatest ability is to catch up to the state-of-the-art for a research problem. We have been working with Guodong and been impressed with his accomplishments given that he didn\u2019t have much experience with the topic we are working on. In the span of one year, he has developed techniques that beat Megatron parallelism for transformer models which is the state-of-the-art for distributed machine learning. Currently, he is expanding his work to utilize AI-based tuning techniques to further optimize the machine learning workloads. I look forward to continuing working with him and seeing him thrive.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7ed3\u675f\u4e00\u5929\u7684\u79d1\u7814\u5de5\u4f5c\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6280\u672f\u7814\u7a76\u6240\u535a\u58eb\u751f\u5218\u56fd\u680b\u8d70\u51fa\u5fae\u8f6f\u5927\u53a6\uff0c\u62ac\u5934\u662f\u7e41\u661f\u70b9\u70b9\uff0c\u8033\u673a\u91cc\u88c5\u7684\u662f\u82cf\u6253\u7eff\u4e50\u961f\u6e29\u6696\u7684\u65cb\u5f8b\u3002 \u901a\u8fc7\u201c\u661f\u8dc3\u8ba1\u5212\u201d\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5b9e\u4e60\u4e00\u5e74\uff0c\u5218\u56fd\u680b\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3b\u7ba1\u7814\u7a76\u5458\u82d7\u53c8\u5c71\u3001\u5fae\u8f6f\u96f7\u5fb7\u8499\u7814\u7a76\u9662\u9ad8\u7ea7\u7814\u53d1\u5de5\u7a0b\u5e08 Saeed Maleki \u4e24\u4f4d mentor 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\u5728\u4e00\u6b21\u56fd\u9645\u4f1a\u8bae\u4e0a\uff0c\u4ed6\u8bfb\u5230\u4e00\u7bc7\u4ee4\u4ed6\u5370\u8c61\u6df1\u523b\u7684\u6587\u7ae0\uff1a\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u548c\u5317\u4eac\u5927\u5b66\u3001\u4e0a\u6d77\u79d1\u6280\u5927\u5b66\u5408\u4f5c\u63d0\u51fa\u4e86\u4e00\u79cd\u53ef\u4ee5\u63d0\u5347\u6df1\u5ea6\u5b66\u4e60\u8ba1\u7b97\u901f\u5ea6\u7684\u7f16\u8bd1\u6846\u67b6 RAMMER\u3002\u201c\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u4e00\u4e9b\u5f88\u6f02\u4eae\u7684\u7cfb\u7edf\u5c42\u9762\u7684\u601d\u60f3\uff0c\u89e3\u51b3\u4e86\u4e00\u4e2a\u5f88\u6709\u610f\u4e49\u7684\u95ee\u9898\u3002\u201d\u5218\u56fd\u680b\u975e\u5e38\u671f\u5f85\u81ea\u5df1\u4e5f\u80fd\u505a\u51fa\u8fd9\u6837\u7684\u5de5\u4f5c\u3002 \u4ed6\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u6545\u4e8b\u4fbf\u7531\u6b64\u62c9\u5f00\u5e8f\u5e55\u3002\u53bb\u5e74\u4e00\u6708\uff0c\u5f53\u770b\u5230\u201c\u661f\u8dc3\u8ba1\u5212\u201d\u62db\u52df\u6587\u7ae0\u4e2d\u7684 High-performance Distributed Deep Learning \u9879\u76ee\u65f6\uff0c\u5218\u56fd\u680b\u611f\u5230\u773c\u524d\u4e00\u4eae\uff0c\u201c\u6211\u4e4b\u524d\u5c31\u4e00\u76f4\u5173\u6ce8\u8fd9\u4e2a\u65b9\u5411\u7684\u7814\u7a76\uff0c\u76f8\u5173\u8bfe\u9898\u5bf9\u4e8e\u786c\u4ef6\u8d44\u6e90\u7684\u8981\u6c42\u6bd4\u8f83\u9ad8\uff0c\u6211\u5728\u5b66\u6821\u505a\u6709\u70b9\u56f0\u96be\uff0c\u800c\u5fae\u8f6f\u6070\u597d\u62e5\u6709\u975e\u5e38\u4e30\u5bcc\u7684\u786c\u4ef6\u8d44\u6e90\u3002\u6ca1\u6709\u8fc7\u591a\u72b9\u8c6b\uff0c\u6211\u76f4\u63a5\u7533\u8bf7\u4e86\u8fd9\u4e2a\u9879\u76ee\u3002\u201d \u5218\u56fd\u680b\u7684\u5bfc\u5e08\u3001\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6280\u672f\u7814\u7a76\u6240\u526f\u6240\u957f\u5305\u4e91\u5c97\u6559\u6388\u4e5f\u5f88\u652f\u6301\u5218\u56fd\u680b\u66f4\u591a\u5730\u8fdb\u884c\u6709\u4ef7\u503c\u7684\u79d1\u7814\u63a2\u7d22\u3002\u53bb\u5e74\u4e09\u6708\uff0c\u5218\u56fd\u680b\u6b63\u5f0f\u5165\u9009\u201c\u661f\u8dc3\u8ba1\u5212\u201d\u3002 \u4e00\u5e74\u7684\u201c\u661f\u8dc3\u201d\u4e4b\u65c5\u5df2\u9887\u6709\u6210\u679c\u3002\u7531\u4e8e\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8bad\u7ec3\u5f80\u5f80\u975e\u5e38\u8017\u65f6\uff0c\u5f88\u591a\u7814\u7a76\u8005\u90fd\u5728\u5c1d\u8bd5\u7528\u5404\u79cd\u65b9\u6cd5\u52a0\u901f\u8bad\u7ec3\u7684\u8fc7\u7a0b\uff0c\u4ee5\u8282\u7701\u65f6\u95f4\u6210\u672c\u548c\u7ecf\u6d4e\u6210\u672c\u5e76\u8282\u7ea6\u80fd\u6e90\uff0c\u5e2e\u52a9\u5176\u4ed6\u7814\u7a76\u8005\u66f4\u5feb\u5730\u5b9e\u73b0\u4ed6\u4eec\u7684\u6a21\u578b\u3002\u5218\u56fd\u680b\u53ca\u5176\u6240\u5728\u7814\u7a76\u7ec4\u63d0\u51fa\u7684\u4f18\u5316\u65b9\u6cd5\uff0c\u5df2\u7ecf\u80fd\u5728\u8bf8\u5982 T5 \u8fd9\u6837\u767e\u4ebf\u53c2\u6570\u91cf\u7684\u6a21\u578b\u4e0a\uff0c\u5b9e\u73b0 1.5 \u500d\u7684\u52a0\u901f\u3002 \u201c\u8fd9\u4e2a\u6570\u5b57\u542c\u8d77\u6765\u6bd4\u8f83\u5c0f\uff0c\u4f46\u5b9e\u9645\u4e0a\u4e00\u4e2a\u6a21\u578b\u7684\u8bad\u7ec3\u4e0d\u4ec5\u9700\u8981\u5f88\u591a\u786c\u4ef6\u8d44\u6e90\uff0c\u4e5f\u5e38\u5e38\u8017\u65f6\u6570\u5341\u5929\u3002\u6240\u4ee5\u54ea\u6015\u80fd\u52a0\u901f 10%\uff0c\u5e26\u6765\u7684\u7ecf\u6d4e\u6536\u76ca\u548c\u8282\u7ea6\u7684\u80fd\u6e90\u4e5f\u662f\u975e\u5e38\u53ef\u89c2\u7684\u3002\u201d\u5218\u56fd\u680b\u4ecb\u7ecd\u9053\uff0c\u63a5\u4e0b\u6765\u4ed6\u4eec\u4f1a\u5c06\u8fd9\u4e9b\u601d\u60f3\u548c\u65b9\u6cd5\u5f62\u6210\u8bba\u6587\uff0c\u5e76\u671f\u5f85\u4e0e\u5176\u4ed6\u8bfe\u9898\u7ec4\u5408\u4f5c\uff0c\u5c06\u5b9e\u9a8c\u6027\u7684\u60f3\u6cd5\u5e94\u7528\u5230\u4e00\u4e9b\u5927\u89c4\u6a21\u6a21\u578b\u7684\u90e8\u7f72\u4e2d\uff0c\u5982 GPT\u3001T5\u3001Swin Transformer \u7b49\u3002 \u5728 mentor \u82d7\u53c8\u5c71\u770b\u6765\uff0c\u5218\u56fd\u680b\u7684\u79d1\u7814\u6f5c\u8d28\u4e0d\u4ec5\u5728\u4e8e\u624e\u5b9e\u7684\u4e13\u4e1a\u77e5\u8bc6\uff0c\u66f4\u91cd\u8981\u7684\u662f\u52e4\u4e8e\u601d\u8003\u3001\u4e13\u6ce8\u94bb\u7814\u7684\u7279\u8d28\u4e0e\u63a2\u7d22\u79d1\u5b66\u95ee\u9898\u7684\u70ed\u60c5\uff0c\u56e0\u6b64\u80fd\u4ee5\u8f83\u5feb\u7684\u6210\u957f\u901f\u5ea6\u5728\u540e\u671f\u627f\u62c5\u91cd\u8981\u7684\u5b9e\u9a8c\u5de5\u4f5c\u3002\u53e6\u4e00\u4f4d mentor Saeed Maleki \u4e5f\u8868\u793a\uff0c\u5218\u56fd\u680b\u52a0\u5165\u201c\u661f\u8dc3\u8ba1\u5212\u201d\u4ee5\u6765\u505a\u51fa\u7684\u6210\u679c\u7ed9\u4ed6\u7559\u4e0b\u4e86\u6df1\u523b\u7684\u5370\u8c61\uff1a\u201c\u56fd\u680b\u521a\u5f00\u59cb\u5bf9\u6211\u4eec\u6b63\u5728\u7814\u7a76\u7684\u8bfe\u9898\u6ca1\u6709\u592a\u591a\u7ecf\u9a8c\uff0c\u4f46\u5c31\u5728\u4e00\u5e74\u7684\u65f6\u95f4\u91cc\uff0c\u4ed6\u4f18\u5316\u7684\u6280\u672f\u5728 Transformer \u6a21\u578b\u4e0a\u5b9e\u73b0\u4e86\u6bd4 Megatron \u66f4\u597d\u7684\u5e76\u884c\u6548\u679c\uff0c\u800c Megatron \u662f\u76ee\u524d\u5206\u5e03\u5f0f\u673a\u5668\u5b66\u4e60\u516c\u5f00\u9886\u57df\u6700\u5148\u8fdb\u7684\u7cfb\u7edf\u3002\u201d \u521b\u65b0\u6027\u548c\u98de\u8dc3\u5f0f\u7684\u5de5\u4f5c\u4ece\u4e0d\u662f\u4e00\u8e74\u800c\u5c31\u7684\u3002\u5218\u56fd\u680b\u5728\u63d0\u51fa\u5206\u5e03\u5f0f\u8bad\u7ec3\u7684\u4f18\u5316\u65b9\u6cd5\u4e4b\u524d\uff0c\u8fdb\u884c\u4e86\u5927\u91cf\u57fa\u7840\u7e41\u7410\u7684\u5de5\u4f5c\uff1a\u4fee\u6539\u53c2\u6570\u3001\u6536\u96c6\u6570\u636e\u3001\u56fe\u8868\u5206\u6790\u2026\u2026\u6b63\u5982\u5b66\u6821\u5bfc\u5e08\u5305\u4e91\u5c97\u6559\u6388\u5bf9\u4ed6\u7684\u6559\u5bfc\uff1a\u201c\u7cfb\u7edf\u6027\u7684\u7814\u7a76\uff0c\u9700\u8981\u5148\u628a\u81ea\u5df1\u7684\u624b\u5f04\u2018\u810f\u2019\u3002\u201d 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