{"id":1076367,"date":"2019-07-12T23:05:00","date_gmt":"2019-07-13T06:05:00","guid":{"rendered":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/?post_type=msr-blog-post&#038;p=1076367"},"modified":"2024-09-25T20:39:39","modified_gmt":"2024-09-26T03:39:39","slug":"startrack-peng-zhang-xinwei-zheng-jingwen-leng","status":"publish","type":"msr-blog-post","link":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/articles\/startrack-peng-zhang-xinwei-zheng-jingwen-leng\/","title":{"rendered":"\u94f8\u661f\u95ea\u8000 | \u6765\u81ea\u56fd\u5185\u9876\u5c16\u9662\u6821\u7684\u9752\u5e74\u5b66\u8005\uff0c\u5982\u4f55\u5728 MSRA 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\u81ea\u7136\u8bed\u8a00\u8ba1\u7b97\u7ec4\u8d1f\u8d23\u4eba\u7684\u5468\u660e\u3002\u201c\u5341\u591a\u5e74\u524d\uff0c\u5468\u8001\u5e08\u5c31\u548c\u6211\u4eec\u5929\u5927\u7684\u56e2\u961f\u6709\u5408\u4f5c\uff0c\u201d\u5f20\u9e4f\u56de\u5fc6\uff0c\u201c\u5728\u6211\u535a\u58eb\u5feb\u6bd5\u4e1a\u65f6\uff0c\u5468\u8001\u5e08\u5c31\u5411\u6211\u63d0\u8d77\u8fc7\u94f8\u661f\u8ba1\u5212\u3002\u201d<\/p>\n\n\n\n<p>\u5468\u660e\u7684\u8bdd\u5728\u5f20\u9e4f\u5fc3\u4e2d\u79cd\u4e0b\u4e86\u8bbf\u95ee\u7684\u79cd\u5b50\u3002\u535a\u58eb\u6bd5\u4e1a\u4efb\u6559\u540e\uff0c\u5f20\u9e4f\u8fc5\u901f\u6210\u957f\u4e3a\u4e00\u540d\u4f18\u79c0\u7684\u9752\u5e74\u5b66\u8005\uff0c\u5728\u56fd\u9645\u4e00\u7ea7\u5b66\u672f\u671f\u520a\u4e0a\u53d1\u8868\u4e86\u591a\u7bc7\u8bba\u6587\u3002\u5c0f\u6709\u6210\u7ee9\u540e\uff0c\u5f20\u9e4f\u624d\u518d\u6b21\u8054\u7cfb\u5468\u660e\u8001\u5e08\u548c\u6bb5\u6960\u8001\u5e08\uff0c\u62a5\u540d\u4e86\u94f8\u661f\u8ba1\u5212\u3002<\/p>\n\n\n\n<p>\u5f97\u76ca\u4e8e MSRA \u4e0e\u5929\u6d25\u5927\u5b66\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u5341\u591a\u5e74\u7684\u5408\u4f5c\u57fa\u7840\uff0c\u5f20\u9e4f\u7684\u7814\u7a76\u8fdb\u884c\u5f97\u5f88\u987a\u7545\u3002\u4ed6\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3b\u7ba1\u7814\u7a76\u5458\u6bb5\u6960\u7684\u5408\u4f5c\u5de5\u4f5c\u4e0e\u795e\u7ecf\u7f51\u7edc\u7684\u53ef\u89e3\u91ca\u6027\u76f8\u5173\uff0c\u4e09\u4e2a\u6708\u7684\u8bbf\u95ee\u540e\uff0c\u4ed6\u4eec\u4e0d\u4ec5\u4ece\u7406\u8bba\u5c42\u9762\u8bc1\u660e\u4e86\u9884\u8bad\u7ec3\u6a21\u578b\u4e2d\u5c42\u6570\u548c\u7ef4\u6570\u4e0e\u4e0d\u540c NLP \u4efb\u52a1\u4e4b\u95f4\u7684\u8054\u7cfb\uff0c\u8fd8\u901a\u8fc7\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u8be5\u7406\u8bba\u5206\u6790\u7684\u6b63\u786e\u6027\uff0c<strong>\u5176\u5408\u4f5c\u4ea7\u51fa\u7684\u8bba\u6587\u5df2\u6295\u5411\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u9876\u7ea7\u4f1a\u8bae EMNLP 2019\u3002<\/strong><\/p>\n\n\n\n<p>\u53d6\u5f97\u521d\u6b65\u6210\u679c\u7684\u540c\u65f6\uff0c\u5f20\u9e4f\u53d1\u73b0\u7814\u7a76\u8fd8\u6709\u7ee7\u7eed\u6df1\u5165\u4e0b\u53bb\u7684\u53ef\u80fd\uff1a\u80fd\u4e0d\u80fd\u501f\u52a9\u5f20\u91cf\u5206\u89e3\u7684\u6280\u672f\uff0c\u6765\u89e3\u51b3\u4e00\u4e9b\u8bed\u8a00\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u75db\u70b9\u95ee\u9898\uff1f<\/p>\n\n\n\n<p>\u5f20\u9e4f\u968f\u5373\u7533\u8bf7\u5c06\u81ea\u5df1\u7684\u8bbf\u95ee\u65f6\u957f\u5ef6\u671f\u81f3\u516d\u4e2a\u6708\u3002\u53c8\u7ecf\u8fc7\u4e09\u4e2a\u6708\u7684\u5de5\u4f5c\uff0c\u4e00\u5f00\u59cb\u7684\u8bbe\u60f3\u88ab\u9a8c\u660e\u4e86\u6b63\u786e\u6027\uff1a\u5f20\u91cf\u5206\u89e3\u6280\u672f\u4e0d\u4ec5\u80fd\u6781\u5927\u51cf\u5c11\u6a21\u578b\u53c2\u6570\u91cf\uff0c\u8fd8\u80fd\u591f\u5728\u8bed\u8a00\u6a21\u578b\u4efb\u52a1\u548c\u673a\u5668\u7ffb\u8bd1\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e00\u5b9a\u7684\u6027\u80fd\u63d0\u5347\uff0c<strong>\u7b2c\u4e8c\u7bc7\u8bba\u6587\u5e94\u8fd0\u800c\u751f\u3002\u76ee\u524d\uff0c\u8be5\u8bba\u6587\u5df2\u6295\u5411 NeurIPS 2019\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E5BCA0E9B98F-1024x683.jpg\" alt=\"a person standing in front of a computer\" class=\"wp-image-1076463\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E5BCA0E9B98F-1024x683.jpg 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E5BCA0E9B98F-300x200.jpg 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E5BCA0E9B98F-768x512.jpg 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E5BCA0E9B98F-1536x1024.jpg 1536w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E5BCA0E9B98F-2048x1365.jpg 2048w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E5BCA0E9B98F-240x160.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u5f20\u9e4f\u5728 MSRA 2018 \u94f8\u661f\u8bba\u575b<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u8fdb\u4e00\u6b65\u538b\u7f29\u90a3\u4e9b\u9700\u8981\u66f4\u5927\u53c2\u6570\u91cf\u3001\u6216\u8005\u66f4\u5927\u5185\u5b58\u548c\u663e\u5b58\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u8ba9\u8fd9\u4e9b\u8bed\u8a00\u6a21\u578b\u66f4\u52a0\u5b9e\u7528\uff0c\u6210\u4e3a\u53cc\u65b9\u672a\u6765\u52aa\u529b\u7684\u65b9\u5411\u3002\u201c\u76ee\u524d\uff0c\u53ea\u662f\u5c11\u6570\u5927\u516c\u53f8\u6709\u8db3\u591f\u7684\u8d44\u6e90\u53bb\u8bad\u7ec3\u5927\u53c2\u6570\u91cf\u7684\u8bed\u8a00\u6a21\u578b\u3002\u201d\u5f20\u9e4f\u8bf4\uff0c\u201c\u8ba9\u66f4\u591a\u4eba\u80fd\u53bb\u8bad\u7ec3\u5b83\uff0c\u5c31\u6210\u4e3a\u6211\u4eec\u7684\u4e0b\u4e00\u9879\u5de5\u4f5c\u3002\u201d<\/p>\n\n\n\n<p>\u201c\u5f20\u8001\u5e08\u4e0e\u6211\u4eec\u5408\u4f5c\u7684\u4e24\u9879\u5de5\u4f5c\u90fd\u5c5e\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u673a\u5668\u5b66\u4e60\u9886\u57df\u6700\u524d\u6cbf\u7684\u5de5\u4f5c\uff0c\u201d\u6bb5\u6960\u8bf4\uff0c\u201c\u5f20\u8001\u5e08\u8fd8\u5728\u7ec4\u5185\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4ed6\u5728\u5f20\u91cf\u8bed\u8a00\u6a21\u578b\u4e0a\u7684\u7cfb\u7edf\u5de5\u4f5c\uff0c\u5bf9\u7ec4\u91cc\u540c\u4e8b\u548c\u540c\u5b66\u7684\u7814\u7a76\u5de5\u4f5c\u5f88\u6709\u542f\u53d1\u3002\u201d<\/p>\n\n\n\n<p>\u5728\u5f20\u9e4f\u8bbf\u95ee\u671f\u95f4\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u526f\u9662\u957f\u5468\u660e\u4e5f\u4f1a\u4e0e\u4ed6\u5b9a\u671f\u4ea4\u6d41\uff0c\u4ed6\u5bf9\u5f20\u9e4f\u63d0\u51fa\u4e86\u66f4\u9ad8\u7684\u6807\u51c6\u548c\u8981\u6c42\uff1a<strong>\u4f18\u79c0\u7684\u5b66\u8005\u6765\u5230 MSRA \u8bbf\u95ee\uff0c\u76ee\u5149\u4e0d\u80fd\u53ea\u653e\u5728\u505a\u51fa\u8bba\u6587\u4e0a\uff0c\u5e94\u52aa\u529b\u5c1d\u8bd5\u5728\u8fd9\u4e2a\u9886\u57df\u5f62\u6210\u4e00\u4e2a\u65b0\u7684\u65b9\u5411\uff0c\u5e76\u4e14\u80fd\u591f\u5e26\u6765\u5b9e\u9645\u610f\u4e49\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E5BCA0E9B98FE59088E5BDB1-1024x768.jpg\" alt=\"\u5de6\u8d77\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u526f\u9662\u957f\u5468\u660e\u3001\u5929\u6d25\u5927\u5b66\u5f20\u9e4f\u8001\u5e08\u548c\u5fae\u8f6f\u7814\u7a76\u9662\u4e3b\u7ba1\u7814\u7a76\u5458\u6bb5\u6960\u5408\u5f71\" class=\"wp-image-1076466\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E5BCA0E9B98FE59088E5BDB1-1024x768.jpg 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E5BCA0E9B98FE59088E5BDB1-300x225.jpg 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E5BCA0E9B98FE59088E5BDB1-768x576.jpg 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E5BCA0E9B98FE59088E5BDB1-80x60.jpg 80w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E5BCA0E9B98FE59088E5BDB1-240x180.jpg 240w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E5BCA0E9B98FE59088E5BDB1.jpg 1440w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u5de6\u8d77\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u526f\u9662\u957f\u5468\u660e\u3001\u5929\u6d25\u5927\u5b66\u5f20\u9e4f\u8001\u5e08\u548c\u5fae\u8f6f\u7814\u7a76\u9662\u4e3b\u7ba1\u7814\u7a76\u5458\u6bb5\u6960\u5408\u5f71<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5408\u4f5c\u4e0d\u6b62\uff0c\u672a\u6765\u53ef\u671f\uff0c\u5468\u660e\u5bf9\u5f20\u9e4f\u7684\u671f\u671b\uff0c\u4ea6\u662f\u5f20\u9e4f\u672a\u6765\u7684\u52aa\u529b\u65b9\u5411\u3002<strong>\u9664\u4e86\u9488\u5bf9\u5177\u4f53\u95ee\u9898\u6df1\u8015\u5e76\u53d1\u8868\u8bba\u6587\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u8bbf\u95ee\u66f4\u8d4b\u4e88\u4e86\u4ed6\u5728\u5b66\u672f\u9886\u57df\u5f00\u7586\u6269\u571f\u7684\u96c4\u5fc3\u548c\u80fd\u529b\u3002&nbsp;<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u90d1\u6b46\u6170-\u53c2\u4e0e\u8bbe\u8ba1-openpai-\u4fdd\u6301-\u7b80\u5355\u7684\u5f3a\u5927\">\u90d1\u6b46\u6170\uff1a\u53c2\u4e0e\u8bbe\u8ba1 OpenPAI\uff0c\u4fdd\u6301\u201c\u7b80\u5355\u7684\u5f3a\u5927\u201d<\/h2>\n\n\n\n<p>\u90d1\u6b46\u6170\u6765\u81ea\u4e2d\u56fd\u79d1\u5b66\u5927\u5b66\u7c7b\u8111\u667a\u80fd\u6280\u672f\u53ca\u5e94\u7528\u56fd\u5bb6\u5de5\u7a0b\u5b9e\u9a8c\u5ba4\uff0c\u4e00\u76f4\u4ece\u4e8b\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u7814\u7a76\u3002\u5728\u4ece\u4e8b\u7814\u7a76\u7684\u8fc7\u7a0b\u4e2d\uff0c\u90d1\u6b46\u6170\u53d1\u73b0\uff0c\u4eba\u5de5\u667a\u80fd\u3001\u6df1\u5ea6\u5b66\u4e60\u70ed\u5ea6\u867d\u9ad8\uff0c\u4f46\u7531\u4e8e\u7f3a\u5c11\u4e00\u4e2a\u5e73\u53f0\u7684\u652f\u6301\uff0c\u201c\u5927\u5bb6\u505a\u8d77\u79d1\u7814\u6765\u603b\u662f\u675f\u624b\u675f\u811a\u201d\u3002<\/p>\n\n\n\n<p>\u5728\u5f97\u77e5MSRA\u542f\u52a8\u201c\u94f8\u661f\u8ba1\u5212\u201d\u7684\u6d88\u606f\u540e\uff0c\u90d1\u6b46\u6170\u7acb\u5373\u62a5\u540d\u53c2\u52a0\uff0c\u800c\u52a0\u5165 OpenPAI \u56e2\u961f\uff0c\u4e5f\u662f\u90d1\u6b46\u6170\u6765 MSRA \u8bbf\u95ee\u7684\u91cd\u8981\u76ee\u6807\uff1a<strong>\u8ba9 OpenPAI \u5728\u79d1\u7814\u8fc7\u7a0b\u4e2d\u53d1\u6325\u201c\u6c34\u7535\u57fa\u7840\u8bbe\u65bd\u201d\u4e00\u6837\u7684\u4f18\u52bf\uff0c\u5e2e\u52a9\u7814\u7a76\u4eba\u5458\u505a\u51fa\u4e00\u6d41\u7684\u7814\u7a76\u6210\u679c\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"632\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/OpenPAI.png\" alt=\"interface\" class=\"wp-image-1076469\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/OpenPAI.png 865w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/OpenPAI-300x219.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/OpenPAI-768x561.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/OpenPAI-240x175.png 240w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><figcaption class=\"wp-element-caption\">OpenPAI\uff08Open Platform for AI\uff09\uff0c\u662f\u5fae\u8f6f\u4e3a\u65b0\u4e00\u4ee3\u4eba\u5de5\u667a\u80fd\u5f00\u653e\u79d1\u7814\u6559\u80b2\u5e73\u53f0\u7684\u5173\u952e\u6280\u672f\u4e4b\u4e00\uff0c\u65e8\u5728\u4e3a\u6df1\u5ea6\u5b66\u4e60\u63d0\u4f9b\u4e00\u4e2a\u6df1\u5ea6\u5b9a\u5236\u548c\u4f18\u5316\u7684\u4eba\u5de5\u667a\u80fd\u96c6\u7fa4\u7ba1\u7406\u5e73\u53f0\u3002\u5176\u4e0d\u4ec5\u652f\u6301\u591a\u79cd\u6df1\u5ea6\u5b66\u4e60\u3001\u673a\u5668\u5b66\u4e60\u53ca\u5927\u6570\u636e\u4efb\u52a1\uff0c\u800c\u4e14\u53ef\u63d0\u4f9b\u5927\u89c4\u6a21GPU\u96c6\u7fa4\u8c03\u5ea6\u3001\u96c6\u7fa4\u76d1\u63a7\u3001\u4efb\u52a1\u76d1\u63a7\u3001\u5206\u5e03\u5f0f\u5b58\u50a8\u7b49\u529f\u80fd\u3002<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u7ba1\u7406 OpenPAI \u5185\u90e8\u7684\u865a\u62df\u96c6\u7fa4\u3001\u4e3a\u5f00\u53d1\u65b0\u7684\u8d44\u6e90\u8c03\u5ea6\u5f15\u64ce\u505a\u8c03\u7814\u3001\u4e3b\u5bfc OpenPAI \u6559\u80b2\u4e0e\u57f9\u8bad\u539f\u578b\u7cfb\u7edf\u7684\u5f00\u53d1\u2026\u2026\u5728 MSRA \u8bbf\u95ee\u7684\u4e09\u4e2a\u6708\u91cc\uff0c\u90d1\u6b46\u6170\u6df1\u5ea6\u53c2\u4e0e\u4e86OpenPAI \u9879\u76ee\u7684\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u3002<\/p>\n\n\n\n<p>\u201cOpenPAI \u76ee\u524d\u9762\u5411\u7684\u4e3b\u8981\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u7814\u7a76\u8005\uff0c\u800c\u6211\u6240\u505a\u7684\u6559\u80b2\u4e0e\u57f9\u8bad\u539f\u578b\u7cfb\u7edf\uff0c\u5b9a\u4f4d\u7684\u662f\u6ca1\u6709\u5b66\u4e60\u8fc7 AI \u7684\u4eba\u3002\u201d\u90d1\u6b46\u6170\u4ecb\u7ecd\uff0c\u201c\u5e2e\u52a9\u66f4\u591a\u60f3\u5b66\u4e60 AI \u7684\u4eba\u5feb\u901f\u5165\u95e8\uff0c\u662f\u5f00\u53d1\u8fd9\u4e00\u7cfb\u7edf\u7684\u76ee\u7684\u3002\u201d<\/p>\n\n\n\n<p>\u4e09\u4e2a\u6708\u7684\u5408\u4f5c\uff0c\u90d1\u6b46\u6170\u4e0d\u53ea\u6536\u83b7\u4e86\u9879\u76ee\u5f00\u53d1\u4e0a\u7684\u4e30\u5bcc\u7ecf\u9a8c\uff0c\u8fd8\u5b66\u4e60\u5230\u4e86MSRA\u5728\u9879\u76ee\u7ba1\u7406\u4e0a\u7684\u4e13\u4e1a\u4e0e\u9ad8\u6548\u3002<strong>\u5728\u4e0e\u5408\u4f5c\u7814\u7a76\u5458\u4e00\u8d77\u5f00\u53d1 OpenPAI \u7684\u8fc7\u7a0b\u4e2d\uff0c\u90d1\u6b46\u6170\u611f\u53d7\u6700\u6df1\u7684\u5c31\u662f\u201c\u514b\u5236\u201d\u3002<\/strong><\/p>\n\n\n\n<p>\u201c\u4ee5\u524d\u505a\u9879\u76ee\u7684\u65f6\u5019\uff0c\u5927\u5bb6\u60f3\u505a\u7684\u4e8b\u60c5\u975e\u5e38\u591a\uff0c\u6709\u5f88\u591a\u53d1\u6563\u51fa\u6765\u7684\u60f3\u6cd5\u3002\u201d\u90d1\u6b46\u6170\u8bf4\uff0c\u201c\u4f46\u5728 MSRA\uff0c\u6211\u770b\u5230\u5927\u5bb6\u5728\u505a\u7cfb\u7edf\u8bbe\u8ba1\u65f6\u90fd\u975e\u5e38\u514b\u5236\uff0c<strong>\u805a\u7126\u4e8e\u4e3b\u8981\u529f\u80fd\uff0c\u8ba9\u7cfb\u7edf\u4fdd\u6301\u7b80\u5355\u7684\u5f3a\u5927\u3002\u201d<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4499-1024x683-1.jpg\" alt=\"\u90d1\u6b46\u6170\u5728 Final Review \u4e0a\u505a\u4e3b\u9898\u62a5\u544a\uff0c\u5206\u4eab\u81ea\u5df1\u53c2\u4e0e OpenPAI \u9879\u76ee\u671f\u95f4\u6240\u53d6\u5f97\u7684\u6210\u679c\" class=\"wp-image-1076472\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4499-1024x683-1.jpg 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4499-1024x683-1-300x200.jpg 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4499-1024x683-1-768x512.jpg 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4499-1024x683-1-240x160.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u90d1\u6b46\u6170\u5728 Final Review \u4e0a\u505a\u4e3b\u9898\u62a5\u544a\uff0c\u5206\u4eab\u81ea\u5df1\u53c2\u4e0e OpenPAI \u9879\u76ee\u671f\u95f4\u6240\u53d6\u5f97\u7684\u6210\u679c<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u90d1\u6b46\u6170\u770b\u6765\uff0c\u6bd4\u8d77\u6709\u4e25\u683c\u7b49\u7ea7\u9650\u5236\u7684\u4f20\u7edf\u5de5\u4f5c\u5236\u5ea6\uff0c<strong>MSRA \u7684\u56e2\u961f\u534f\u4f5c\u66f4\u50cf\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u533a\u5757\u94fe\uff1a\u548c\u8c10\u7684\u56e2\u961f\u6c1b\u56f4\u3001\u6781\u9ad8\u7684\u5408\u4f5c\u6548\u7387\uff0c\u8ba9\u6bcf\u4e00\u4e2a\u6210\u5458\u90fd\u80fd\u53d1\u6325\u6700\u5927\u7684\u6f5c\u80fd\u3002<\/strong><\/p>\n\n\n\n<p>\u201cMSRA \u4e0d\u4ec5\u6709\u4e00\u6d41\u7684\u7814\u7a76\u4eba\u5458\uff0c\u5728\u7ba1\u7406\u4e0a\u8fd8\u6709\u5f88\u597d\u7684\u53ef\u6269\u5c55\u6027\u80fd\u529b\u3002\u540e\u9762\uff0c\u6211\u4e5f\u5c06\u628a\u7c7b\u4f3c\u7684\u9879\u76ee\u5f00\u53d1\u6d41\u7a0b\u548c\u534f\u4f5c\u65b9\u5f0f\u5e26\u56de\u5b66\u6821\uff0c\u8ba9\u5b66\u751f\u548c\u540c\u4e8b\u4e00\u8d77\u5b66\u4e60\u3002\u201d\u90d1\u6b46\u6170\u8bf4\u3002<\/p>\n\n\n\n<p>\u9752\u5e74\u5b66\u8005\u7684\u6765\u8bbf\u4e5f\u4e3a MSRA \u5e26\u6765\u4e86\u5b9d\u8d35\u7684\u4e00\u624b\u9700\u6c42\u548c\u7ecf\u9a8c\uff0c\u201c\u7279\u522b\u662f\u5728\u8fd0\u8425\u8fc7\u7a0b\u4e2d\u9047\u5230\u7684\u57fa\u4e8e\u591a\u79df\u6237\u7684 GPU \u8c03\u5ea6\u95ee\u9898\u3001\u6d88\u8d39\u7ea7 GPU \u670d\u52a1\u5668\u5e26\u75c5\u5bb9\u9519\u8fd0\u884c\u7684\u9700\u6c42\u548c\u89e3\u51b3\u65b9\u5f0f\u3001\u4e2d\u79d1\u5927 GPU \u96c6\u7fa4\u57fa\u4e8e OpenPAI \u5728 AI \u6559\u5b66\u5b9e\u8bad\u65b9\u9762\u7684\u79ef\u7d2f\u548c\u4e8c\u6b21\u5f00\u53d1\uff0c\u201d \u90d1\u6b46\u6170\u7684\u5408\u4f5c\u7814\u7a76\u5458\u3001\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3b\u7ba1\u7814\u7a76\u5458\u6768\u51e1\u8bf4\uff0c\u201c\u8fd9\u4e3a OpenPAI \u7684\u8fdb\u4e00\u6b65\u53d1\u5c55\u8d77\u5230\u4e86\u91cd\u8981\u7684\u6307\u5bfc\u4f5c\u7528\u3002\u201d<\/p>\n\n\n\n<p>MSRA \u8d44\u6df1\u9879\u76ee\u7ecf\u7406 Scarlett Li \u4ea6\u901a\u8fc7\u4e0e\u90d1\u6b46\u6170\u7684\u7d27\u5bc6\u5408\u4f5c\u6709\u6240\u6536\u83b7\uff0c\u5979\u8bf4\uff1a<strong>\u201c\u4e0d\u540c\u601d\u8003\u89d2\u5ea6\u7684\u78b0\u649e\uff0c\u4e0e\u4e0d\u540c\u9886\u57df\u5b66\u8005\u7684\u5bc6\u5207\u4ea4\u6d41\uff0c\u80fd\u4f7f\u6211\u4eec\u5728\u590d\u6742\u7684\u7cfb\u7edf\u4e2d\u66f4\u597d\u5730\u6293\u4f4f\u672c\u8d28\u95ee\u9898\u3002\u201d<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4552-1024x683.jpg\" alt=\"\u94f8\u661f\u8bb2\u5ea7\u7ed3\u675f\u540e\u56e2\u961f\u5408\u5f71 \uff0c\u4ece\u5de6\u81f3\u53f3\u5206\u522b\u4e3a\uff1a\u5f20\u8f89\u5e05\u3001\u77f3\u8d1d\u8d1d\u3001\u6768\u51e1\u3001\u90d1\u6b46\u6170\u3001\u9a6c\u6b46\u3001\u718a\u4e00\u5e06\u3001\u7f2a\u5b50\u660e\" class=\"wp-image-1076475\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4552-1024x683.jpg 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4552-300x200.jpg 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4552-768x512.jpg 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4552-1536x1024.jpg 1536w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4552-2048x1365.jpg 2048w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4552-240x160.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u94f8\u661f\u8bb2\u5ea7\u7ed3\u675f\u540e\u56e2\u961f\u5408\u5f71 \uff0c\u4ece\u5de6\u81f3\u53f3\u5206\u522b\u4e3a\uff1a\u5f20\u8f89\u5e05\u3001\u77f3\u8d1d\u8d1d\u3001\u6768\u51e1\u3001\u90d1\u6b46\u6170\u3001\u9a6c\u6b46\u3001\u718a\u4e00\u5e06\u3001\u7f2a\u5b50\u660e<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u51b7\u9759\u6587-\u6269\u5c55\u7814\u7a76\u7684\u60f3\u8c61\u529b-\u63a2\u7d22-ai-\u65b0\u53ef\u80fd\">\u51b7\u9759\u6587\uff1a\u6269\u5c55\u7814\u7a76\u7684\u60f3\u8c61\u529b\uff0c\u63a2\u7d22 AI \u65b0\u53ef\u80fd<\/h2>\n\n\n\n<p>\u201c\u80fd\u4e0d\u80fd\u5728\u795e\u7ecf\u7f51\u7edc\u7684\u7814\u7a76\u4e2d\u501f\u9274\u7a0b\u5e8f\u5206\u6790\u7684\u65b9\u6cd5\uff1f\u201d\u6765\u81ea\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u7684\u51b7\u9759\u6587\u8001\u5e08\u5728 2018 \u5e74\u94f8\u661f\u8bba\u575b\u4e0a\u7684\u5c55\u793a\uff0c\u5438\u5f15\u4e86\u6768\u51e1\u7684\u6ce8\u610f\u3002<\/p>\n\n\n\n<p>\u4e0e\u4f20\u7edf\u7b97\u6cd5\u4e0d\u540c\uff0c\u795e\u7ecf\u7f51\u7edc\u7531\u7eaf\u6570\u636e\u6d41\u7ec4\u6210\uff0c\u5982\u679c\u8f93\u5165\u7684\u6570\u636e\u4e2d\u6709\u4e00\u4e2a\u5fae\u5c0f\u7684\u6270\u52a8\uff0c\u5c31\u4f1a\u5bfc\u81f4\u6700\u540e\u7684\u7ed3\u679c\u5206\u7c7b\u51fa\u9519\u3002\u4e3a\u4e86\u514b\u670d\u795e\u7ecf\u7f51\u7edc\u5bf9\u6570\u636e\u8f93\u5165\u7684\u654f\u611f\u6027\uff0c\u51b7\u9759\u6587\u5c1d\u8bd5\u4f7f\u7528\u6570\u636e\u6d41\u5206\u6790\u7684\u65b9\u6cd5\uff0c\u523b\u753b\u51fa\u4e86\u6570\u636e\u6270\u52a8\u795e\u7ecf\u7f51\u7edc\u7684\u6267\u884c\u8def\u5f84\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"602\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4617-1024x602.jpg\" alt=\"a group of people looking at a screen\" class=\"wp-image-1076478\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4617-1024x602.jpg 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4617-300x176.jpg 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4617-768x451.jpg 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4617-1536x902.jpg 1536w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4617-2048x1203.jpg 2048w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4617-240x141.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u51b7\u9759\u6587\u5728 MSRA \u505a\u4ee5\u201cArchitecture Design Beyond Regular Neural Nets\u201d\u4e3a\u9898\u7684\u62a5\u544a\uff0c\u8fd9\u662f\u4ed6\u5728MSRA\u8bbf\u95ee\u7684\u6210\u679c\u5c55\u793a<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u94f8\u661f\u8bba\u575b\u4e0a\u7684\u4f18\u79c0\u8868\u73b0\uff0c\u8ba9\u51b7\u9759\u6587\u987a\u5229\u6765\u5230 MSRA \u8bbf\u95ee\u3002\u5728\u8fd9\u91cc\uff0c\u51b7\u9759\u6587\u53d1\u6325\u81ea\u5df1\u7684\u7814\u7a76\u4f18\u52bf\uff0c\u5728\u7cfb\u7edf\u7ec4\u7ee7\u7eed\u5f00\u5c55\u4eba\u5de5\u667a\u80fd\u548c\u7cfb\u7edf\u7ed3\u5408\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<p>\u4f5c\u4e3a\u4e00\u4e2a\u65b9\u5174\u672a\u827e\u7684\u9886\u57df\uff0c\u63a2\u7d22\u4eba\u5de5\u667a\u80fd\u7684\u672a\u6765\u5e76\u4e0d\u5bb9\u6613\u3002\u800c\u901a\u8fc7\u4e0e MSRA 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class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"546\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4715-1024x546.jpg\" alt=\"\u51b7\u9759\u6587\u548c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3b\u7ba1\u7814\u7a76\u5458\u6768\u51e1\u5728\u94f8\u661f\u8bb2\u5ea7\u73b0\u573a\u4e3b\u6301\u8ba8\u8bba\" class=\"wp-image-1076481\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4715-1024x546.jpg 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4715-300x160.jpg 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4715-768x410.jpg 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4715-1536x819.jpg 1536w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4715-2048x1093.jpg 2048w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4715-710x380.jpg 710w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/827A4715-240x128.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u51b7\u9759\u6587\u548c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3b\u7ba1\u7814\u7a76\u5458\u6768\u51e1\u5728\u94f8\u661f\u8bb2\u5ea7\u73b0\u573a\u4e3b\u6301\u8ba8\u8bba<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u7acb\u8db3\u5f53\u4e0b\u3001\u601d\u8003\u672a\u6765\uff0c\u662f\u6700\u5177\u521b\u9020\u529b\u7684\u4e8b\uff0cMSRA \u5219\u4e3a\u7814\u7a76\u8bbe\u60f3\u7684\u843d\u5730\u63d0\u4f9b\u652f\u6301\u3002<strong>\u7ecf\u8fc7\u4e09\u4e2a\u6708\u8bbf\u95ee\uff0c\u51b7\u9759\u6587\u4e0e\u5408\u4f5c\u7814\u7a76\u5458\u5f20\u5bb8\u3001\u6768\u51e1\u7b49\u4e00\u8d77\u5f00\u53d1\u7684\u6709\u5173\u7a00\u758f\u5ea6\u7cfb\u7edf\u7684\u9879\u76ee\u5df2\u7ecf\u521d\u89c1\u6210\u679c\uff0c\u90e8\u5206\u7814\u7a76\u5185\u5bb9\u5df2\u5728 CVPR 2019 \u4e0a\u53d1\u5e03\u3002<\/strong><\/p>\n\n\n\n<p>\u201c\u51b7\u9759\u6587\u8001\u5e08\u662f\u4e00\u4f4d\u5177\u6709\u56fd\u9645\u5316\u89c6\u91ce\u7684\u9ad8\u6c34\u5e73\u9752\u5e74\u5b66\u8005\uff0c\u4ed6\u5728\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5173\u952e\u8def\u5f84\u5206\u6790\u53ca\u5176\u5bf9\u7a0b\u5e8f\u5206\u6790\u548c\u8ba1\u7b97\u673a\u4f53\u7cfb\u67b6\u6784\u7684\u5f71\u54cd\u5177\u6709\u72ec\u7279\u7684\u6d1e\u89c1\u3002\u201d\u6768\u51e1\u8bf4\u3002\u76f8\u4fe1\u5728\u672a\u6765\u7684\u7814\u7a76\u4e2d\uff0c\u53cc\u65b9\u7684\u5408\u4f5c\u4e00\u5b9a\u4f1a\u66f4\u52a0\u987a\u5229\uff0c\u505a\u51fa\u6709\u5f71\u54cd\u529b\u7684\u7814\u7a76\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:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E586B7E99D99E69687E59088E5BDB1-1024x683.jpg\" alt=\"\u94f8\u661f\u8bb2\u5ea7\u7ed3\u675f\u540e\u56e2\u961f\u5408\u5f71\uff0c\u4ece\u5de6\u81f3\u53f3\u5206\u522b\u4e3a\uff1a\u5f20\u667a\u6167\u3001\u5b59\u4e3d\u541b\u3001\u77f3\u8d1d\u8d1d\u3001\u6768\u51e1\u3001\u51b7\u9759\u6587\u3001\u5218\u4e91\u65b0\u3001\u82d7\u53c8\u5c71\u3001\u5f20\u5bb8\" class=\"wp-image-1076484\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E586B7E99D99E69687E59088E5BDB1-1024x683.jpg 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E586B7E99D99E69687E59088E5BDB1-300x200.jpg 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E586B7E99D99E69687E59088E5BDB1-768x512.jpg 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E586B7E99D99E69687E59088E5BDB1-1536x1024.jpg 1536w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E586B7E99D99E69687E59088E5BDB1-2048x1365.jpg 2048w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2019\/07\/E586B7E99D99E69687E59088E5BDB1-240x160.jpg 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u94f8\u661f\u8bb2\u5ea7\u7ed3\u675f\u540e\u56e2\u961f\u5408\u5f71\uff0c\u4ece\u5de6\u81f3\u53f3\u5206\u522b\u4e3a\uff1a\u5f20\u667a\u6167\u3001\u5b59\u4e3d\u541b\u3001\u77f3\u8d1d\u8d1d\u3001\u6768\u51e1\u3001\u51b7\u9759\u6587\u3001\u5218\u4e91\u65b0\u3001\u82d7\u53c8\u5c71\u3001\u5f20\u5bb8<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u5e74\u8f7b\u3001\u5f00\u62d3\u3001\u63a2\u7d22\uff0c\u662f\u94f8\u661f\u8ba1\u5212\u7684\u5173\u952e\u8bcd\uff1b\u5408\u4f5c\u3001\u521b\u65b0\u3001\u6210\u5c31\uff0c\u662f\u6bcf\u4e2a\u5b66\u672f\u65b0\u661f\u53d1\u5149\u95ea\u8000\u7684\u5fc5\u7ecf\u4e4b\u9014\u3002<\/strong>\u9752\u5e74\u5b66\u8005\u7684\u98ce\u5e06\u4ece\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9a76\u79bb\u4e4b\u65f6\uff0c\u4e5f\u662f\u66f4\u4e3a\u95ea\u8000\u7684\u672a\u6765\u7684\u5f00\u542f\u4e4b\u65f6\u3002<\/p>\n\n\n\n<p>\u4f5c\u4e3a\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u56fd\u5185\u9ad8\u6821\u4fdd\u6301\u7d27\u5bc6\u5408\u4f5c\u7684\u5e73\u53f0\uff0c\u94f8\u661f\u8ba1\u5212\u7684\u987a\u5229\u5f00\u5c55\u5f97\u76ca\u4e8e\u5404\u5927\u9ad8\u6821\u7684\u652f\u6301\u3002\u6765\u81ea\u5929\u6d25\u5927\u5b66\u3001\u4e2d\u56fd\u79d1\u6280\u5927\u5b66\u548c\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u7684\u8fd9\u4e09\u4f4d\u4f18\u79c0\u9752\u5e74\u5b66\u8005\u4ee3\u8868\u4e86\u4e09\u79cd\u5408\u4f5c\u8303\u5f0f\uff0c\u4f46\u8fd9\u4e5f\u53ea\u662f\u51b0\u5c71\u4e00\u89d2\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u671f\u5f85\u4e0e\u9ad8\u6821\u4e00\u8d77\uff0c\u52a9\u529b\u66f4\u591a\u9752\u5e74\u5b66\u8005\u6210\u957f\u3002<strong>2019 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