{"id":1072119,"date":"2023-05-23T20:46:00","date_gmt":"2023-05-24T03:46:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&#038;p=1072119"},"modified":"2024-09-25T03:37:59","modified_gmt":"2024-09-25T10:37:59","slug":"dnn-grammer-checker","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/dnn-grammer-checker\/","title":{"rendered":"\u591a\u9879\u521b\u65b0\u6280\u672f\u52a0\u6301\uff0c\u5b9e\u73b0\u96f6COGS\u7684Microsoft Editor\u8bed\u6cd5\u68c0\u67e5\u5668"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1aMicrosoft Editor \u662f\u4e00\u6b3e\u4eba\u5de5\u667a\u80fd\u5199\u4f5c\u8f85\u52a9\u5de5\u5177\uff0c\u5176\u4e2d\u7684\u8bed\u6cd5\u68c0\u67e5\u5668\uff08grammar checker\uff09\u529f\u80fd\u4e0d\u4ec5\u53ef\u4ee5\u5e2e\u52a9\u4e0d\u540c\u6c34\u5e73\u3001\u9886\u57df\u7684\u7528\u6237\u5728\u5199\u4f5c\u8fc7\u7a0b\u4e2d\u68c0\u67e5\u8bed\u6cd5\u9519\u8bef\uff0c\u8fd8\u53ef\u4ee5\u5bf9\u9519\u8bef\u8fdb\u884c\u89e3\u91ca\u5e76\u7ed9\u51fa\u6b63\u786e\u7684\u4fee\u6539\u5efa\u8bae\u3002\u795e\u7ecf\u8bed\u6cd5\u68c0\u67e5\u5668\u6a21\u578b\u662f\u8fd9\u6b3e\u63d0\u4f9b\u4e86\u5f3a\u5927\u62fc\u5199\u68c0\u67e5\u548c\u8bed\u6cd5\u7ea0\u6b63\u670d\u52a1\u7684 Microsoft Editor \u80cc\u540e\u7684\u5173\u952e\u6280\u672f\uff0c\u8be5\u6a21\u578b\u91c7\u7528\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u521b\u65b0\u7684 Aggressive Decoding \u7b97\u6cd5\uff0c\u5e76\u501f\u52a9\u9ad8\u6027\u80fd ONNX Runtime\uff08ORT\uff09 \u8fdb\u884c\u52a0\u901f\uff0c\u4f7f\u670d\u52a1\u5668\u7aef\u7684\u6a21\u578b\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u4e86200%\uff0c\u5728\u4e0d\u635f\u5931\u6a21\u578b\u9884\u6d4b\u8d28\u91cf\u7684\u60c5\u51b5\u4e0b\uff0c\u8282\u7701\u4e86\u4e09\u5206\u4e4b\u4e8c\u7684\u6210\u672c\u3002\u795e\u7ecf\u8bed\u6cd5\u68c0\u67e5\u5668\u6a21\u578b\u8fd8\u4f7f\u7528\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u524d\u6cbf\u7684\u5ba2\u6237\u7aef seq2seq \u5efa\u6a21\u6280\u672f EdgeFormer\uff0c\u6784\u5efa\u4e86\u6027\u80fd\u4f18\u5f02\u7684\u8f7b\u91cf\u7ea7\u751f\u6210\u8bed\u8a00\u6a21\u578b\uff0c\u7ed3\u5408\u90e8\u7f72\u4e2d\u7684\u6a21\u578b\u548c\u7cfb\u7edf\u4f18\u5316\uff0c\u8be5\u6280\u672f\u53ef\u8d4b\u80fd\u7528\u6237\u5728\u8bbe\u5907\u4e0a\u7684\u90e8\u7f72\uff0c\u4ece\u800c\u5b9e\u73b0\u96f6\u9500\u8d27\u6210\u672c\uff08zero-COGS, zero-cost-of-goods-sold\uff09\u7684\u76ee\u6807\u3002\u672c\u6587\u7f16\u8bd1\u81ea\u5fae\u8f6f\u7814\u7a76\u9662\u535a\u5ba2 \u201cAchieving Zero-COGS with Microsoft Editor Neural Grammar Checker\u201d\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u81ea\u4e0a\u4e16\u7eaa70\u5e74\u4ee3\u4ee5\u6765\uff0c\u8bed\u6cd5\u68c0\u67e5\u5668\uff08grammar checker\uff09\u6240\u4f9d\u8d56\u7684\u6280\u672f\u5df2\u7ecf\u53d6\u5f97\u4e86\u663e\u8457\u7684\u53d1\u5c55\uff0c\u6700\u521d\u7684\u7b2c\u4e00\u4ee3\u5de5\u5177\u53ea\u662f\u57fa\u4e8e\u7b80\u5355\u7684\u6a21\u5f0f\u5339\u914d\uff08pattern matching\uff09\u30021997\u5e74\uff0c\u4e00\u4e2a\u6807\u5fd7\u6027\u7684\u4e8b\u4ef6\u53d1\u751f\u4e86\uff0c\u5f53\u65f6 Microsoft Word 97 \u5f15\u5165\u4e86\u4e00\u4e2a\u57fa\u4e8e\u6210\u719f\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7cfb\u7edf\uff08Heidorn, 2000\uff09\u7684\u8bed\u6cd5\u68c0\u67e5\u5668\uff0c\u4ee5\u652f\u6301\u66f4\u590d\u6742\u7684\u9519\u8bef\u68c0\u6d4b\u548c\u4fee\u6539\uff0c\u5e76\u63d0\u9ad8\u4e86\u51c6\u786e\u7387\u30022020\u5e74\uff0c\u8bed\u6cd5\u68c0\u67e5\u5668\u518d\u6b21\u5b9e\u73b0\u5173\u952e\u6027\u7a81\u7834\uff0c\u5fae\u8f6f\u63a8\u51fa\u4e86\u795e\u7ecf\u8bed\u6cd5\u68c0\u67e5\u5668\uff08neural grammar checker\uff09\uff0c\u901a\u8fc7\u5229\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u548c\u5168\u65b0\u7684\u6d41\u7545\u5ea6\u63d0\u5347\u5b66\u4e60\u548c\u63a8\u7406\u673a\u5236\uff0c\u795e\u7ecf\u8bed\u6cd5\u68c0\u67e5\u5668\u5728 CoNLL-2014 \u548c JFLEG \u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u5747\u53d6\u5f97\u4e86 SOTA \u7ed3\u679c[1, 2]\u30022022\u5e74\uff0c\u5fae\u8f6f\u53d1\u5e03\u4e86\u9ad8\u5ea6\u4f18\u5316\u540e\u7684 Microsoft Editor \u795e\u7ecf\u8bed\u6cd5\u68c0\u67e5\u5668\uff0c\u5e76\u5c06\u5176\u96c6\u6210\u5230 Word Win32\u3001Word Online\u3001Outlook Online \u548c Editor Browser Extension \u4e2d\u3002<\/p>\n\n\n\n<p>\u5982\u4eca Microsoft Editor \u7248\u672c\u4e2d\u7684\u795e\u7ecf\u8bed\u6cd5\u68c0\u67e5\u5668\u6a21\u578b\u4e3b\u8981\u91c7\u7528\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u521b\u65b0\u7684 Aggressive Decoding \u7b97\u6cd5\uff0c\u800c\u4e14\u501f\u52a9\u9ad8\u6027\u80fd ONNX Runtime\uff08ORT\uff09\u8fdb\u884c\u52a0\u901f\uff0c\u53ef\u4ee5\u4f7f\u670d\u52a1\u5668\u7aef\u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6\u63d0\u5347200%\uff0c\u5728\u4e0d\u635f\u5931\u6a21\u578b\u9884\u6d4b\u8d28\u91cf\u7684\u60c5\u51b5\u4e0b\uff0c\u8282\u7701\u4e86\u4e09\u5206\u4e4b\u4e8c\u7684\u6210\u672c\u3002\u6b64\u5916\uff0c\u8be5\u795e\u7ecf\u8bed\u6cd5\u68c0\u67e5\u5668\u6a21\u578b\u8fd8\u4f7f\u7528\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u524d\u6cbf\u7684\u5ba2\u6237\u7aef seq2seq \u5efa\u6a21\u6280\u672f EdgeFormer\uff0c\u6784\u5efa\u4e86\u6027\u80fd\u4f18\u5f02\u7684\u8f7b\u91cf\u7ea7\u751f\u6210\u8bed\u8a00\u6a21\u578b\uff0c\u7ed3\u5408\u90e8\u7f72\u8fc7\u7a0b\u4e2d\u8bbe\u5907\u5f00\u9500\u611f\u77e5\u7684\u6a21\u578b\u548c\u7cfb\u7edf\u4f18\u5316\uff0c\u8be5\u6280\u672f\u6ee1\u8db3\u4ea4\u4ed8\u8981\u6c42\uff0c\u8d4b\u80fd\u7528\u6237\u8bbe\u5907\u4e0a\u7684\u90e8\u7f72\uff0c\u6700\u7ec8\u5b9e\u73b0\u4e86\u96f6\u9500\u8d27\u6210\u672c\uff08zero-COGS, zero-cost-of-goods-sold\uff09\u7684\u76ee\u6807\u3002<\/p>\n\n\n\n<p>\u4e0d\u4ec5\u5982\u6b64\uff0cMicrosoft Editor \u4e2d\u7684\u795e\u7ecf\u8bed\u6cd5\u68c0\u67e5\u5668\u6a21\u578b\u5728\u8f6c\u6362\u4e3a\u5ba2\u6237\u7aef\u6a21\u578b\u540e\uff0c\u8fd8\u6709\u4e09\u4e2a\u4f18\u52bf\uff1a<\/p>\n\n\n\n<p>1. \u63d0\u5347\u9690\u79c1\u6027\u3002\u5ba2\u6237\u7aef\u6a21\u578b\u5728\u7528\u6237\u8bbe\u5907\u672c\u5730\u8fd0\u884c\uff0c\u65e0\u9700\u5411\u8fdc\u7a0b\u670d\u52a1\u5668\u53d1\u9001\u4efb\u4f55\u4e2a\u4eba\u6570\u636e\u3002<\/p>\n\n\n\n<p>2. \u589e\u5f3a\u53ef\u7528\u6027\u3002\u5ba2\u6237\u7aef\u6a21\u578b\u53ef\u4ee5\u79bb\u7ebf\u8fd0\u884c\uff0c\u4e0d\u53d7\u7f51\u7edc\u8fde\u63a5\u3001\u5e26\u5bbd\u6216\u670d\u52a1\u5668\u5bb9\u91cf\u7684\u9650\u5236\u3002<\/p>\n\n\n\n<p>3. \u964d\u4f4e\u6210\u672c\u3001\u63d0\u9ad8\u53ef\u6269\u5c55\u6027\u3002\u5ba2\u6237\u7aef\u6a21\u578b\u8fd0\u884c\u5728\u7528\u6237\u8bbe\u5907\u4e0a\uff0c\u7701\u53bb\u4e86\u670d\u52a1\u5668\u6267\u884c\u6240\u9700\u7684\u6240\u6709\u8ba1\u7b97\uff0c\u4ece\u800c\u53ef\u4ee5\u670d\u52a1\u66f4\u591a\u5ba2\u6237\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0cMicrosoft Editor \u8fd8\u4f7f\u7528\u4e86 GPT-3.5 \u6a21\u578b\u6765\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u6765\u8bc6\u522b\u548c\u79fb\u9664\u4f4e\u8d28\u91cf\u7684\u8bad\u7ec3\u793a\u4f8b\uff0c\u4ece\u800c\u63d0\u5347\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p><em>Aggressive Decoding \u7b97\u6cd5\u5177\u6709\u5de8\u5927\u4ef7\u503c\uff0c\u5b83\u4e0d\u4ec5\u9002\u7528\u4e8e Microsoft Editor \u8fd9\u6837\u5bf9\u54cd\u5e94\u65f6\u95f4\u3001\u8bf7\u6c42\u9891\u7387\u548c\u51c6\u786e\u5ea6\u90fd\u6709\u5f88\u9ad8\u8981\u6c42\u7684\u5e94\u7528\u573a\u666f\uff0c\u8fd8\u53ef\u4ee5\u62d3\u5c55\u5230\u66f4\u591a\u529f\u80fd\u6a21\u5757\uff0c\u5982\u6587\u672c\u91cd\u5199\u3001\u6587\u672c\u6458\u8981\u7b49\u3002Aggressive Decoding \u7b97\u6cd5\u8ba9\u6211\u4eec\u80fd\u591f\u5728\u4fdd\u8bc1\u6a21\u578b\u9884\u6d4b\u8d28\u91cf\u4e0d\u53d7\u635f\u7684\u540c\u65f6\u66f4\u5feb\u5730\u670d\u52a1\u66f4\u591a\u7684\u5ba2\u6237\uff0c\u964d\u4f4e\u670d\u52a1\u6210\u672c\u5e76\u63d0\u9ad8\u4ea7\u54c1\u7684\u7ade\u4e89\u529b\u548c\u5f71\u54cd\u529b, \u8fd9\u4e00\u521b\u65b0\u6280\u672f\u4e5f\u5c06\u5728\u672a\u6765\u7684\u5ba2\u6237\u7aef\u6a21\u578b\u7814\u53d1\u4e2d\u53d1\u6325\u91cd\u8981\u4f5c\u7528\u3002<\/em><\/p>\n\n\n\n<p><em>\u2014\u2014 \u9648\u601d\u6e05\uff0c\u5fae\u8f6f\u9996\u5e2d\u5e94\u7528\u79d1\u5b66\u5bb6<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aggressive-decoding-\u9996\u4e2a\u5728seq2seq\u4efb\u52a1\u4e0a\u65e0\u635f\u52a0\u901f\u7684\u9ad8\u6548\u89e3\u7801\u7b97\u6cd5\">Aggressive Decoding\uff1a\u9996\u4e2a\u5728seq2seq\u4efb\u52a1\u4e0a\u65e0\u635f\u52a0\u901f\u7684\u9ad8\u6548\u89e3\u7801\u7b97\u6cd5<\/h2>\n\n\n\n<p>Microsoft Editor \u4e2d\u7684\u4eba\u5de5\u667a\u80fd\u8bed\u6cd5\u68c0\u67e5\u5668\u4e3b\u8981\u57fa\u4e8e Transformer \u6a21\u578b\uff0c\u5e76\u91c7\u7528\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5728\u8bed\u6cd5\u7ea0\u9519\u65b9\u9762\u7684\u521b\u65b0\u6280\u672f[1, 2, 3]\u3002\u4e0e\u5927\u591a\u6570 seq2seq \u4efb\u52a1\u4e00\u6837\uff0cMicrosoft Editor \u6b64\u524d\u7684\u6a21\u578b\u4f7f\u7528\u4e86\u81ea\u56de\u5f52\u89e3\u7801\u6765\u8fdb\u884c\u9ad8\u8d28\u91cf\u7684\u8bed\u6cd5\u6821\u6b63\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684\u81ea\u56de\u5f52\u89e3\u7801\u6548\u7387\u5f88\u4f4e\uff0c\u5c24\u5176\u662f\u7531\u4e8e\u4f4e\u8ba1\u7b97\u5e76\u884c\u6027\uff0c\u5bfc\u81f4\u6a21\u578b\u65e0\u6cd5\u5145\u5206\u5229\u7528\u73b0\u4ee3\u8ba1\u7b97\u8bbe\u5907\uff08CPU\u3001GPU\uff09\uff0c\u4ece\u800c\u4f7f\u5f97\u6a21\u578b\u670d\u52a1\u6210\u672c\u8fc7\u9ad8\uff0c\u5e76\u4e14\u96be\u4ee5\u5feb\u901f\u6269\u5c55\u5230\u66f4\u591a\u7ec8\u7aef\uff08Web\/\u684c\u9762\uff09\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u964d\u4f4e\u670d\u52a1\u6210\u672c\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u521b\u65b0\u7684\u89e3\u7801\u7b97\u6cd5 Aggressive Decoding[3]\u3002\u4e0e\u4e4b\u524d\u4ee5\u727a\u7272\u9884\u6d4b\u8d28\u91cf\u4e3a\u4ee3\u4ef7\u6765\u52a0\u901f\u63a8\u7406\u7684\u65b9\u6cd5\u4e0d\u540c\uff0cAggressive Decoding \u662f\u9996\u4e2a\u5e94\u7528\u5728 seq2seq \u4efb\u52a1\uff08\u5982\u8bed\u6cd5\u68c0\u67e5\u548c\u53e5\u5b50\u91cd\u5199\uff09\u4e0a\u8fbe\u5230\u65e0\u635f\u52a0\u901f\u7684\u9ad8\u6548\u89e3\u7801\u7b97\u6cd5\u3002\u5b83\u76f4\u63a5\u5c06\u8f93\u5165\u4f5c\u4e3a\u76ee\u6807\u8f93\u51fa\uff0c\u5e76\u4e14\u5e76\u884c\u9a8c\u8bc1\u5b83\u4eec\uff0c\u800c\u4e0d\u662f\u50cf\u4f20\u7edf\u7684\u81ea\u56de\u5f52\u89e3\u7801\u90a3\u6837\u9010\u4e2a\u987a\u5e8f\u89e3\u7801\u3002\u56e0\u6b64\uff0c\u8fd9\u4e00\u7b97\u6cd5\u53ef\u4ee5\u5145\u5206\u53d1\u6325\u73b0\u4ee3\u8ba1\u7b97\u8bbe\u5907\uff08\u5982\u5e26\u6709 GPU \u7684 PC\uff09\u5f3a\u5927\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\uff0c\u6781\u5927\u5730\u63d0\u5347\u89e3\u7801\u901f\u5ea6\uff0c\u80fd\u591f\u5728\u4e0d\u727a\u7272\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\u4ee5\u4f4e\u5ec9\u7684\u6210\u672c\u5904\u7406\u6765\u81ea\u5168\u7403\u7528\u6237\uff08\u6bcf\u5e74\uff09\u6570\u4e07\u4ebf\u6b21\u7684\u8bf7\u6c42\u3002<\/p>\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:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-1-1024x576.gif\" alt=\"\u56fe1\uff1aAggressive Decoding \u7684\u5de5\u4f5c\u539f\u7406\" class=\"wp-image-1072290\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-1-1024x576.gif 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-1-300x169.gif 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-1-768x432.gif 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-1-1536x864.gif 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-1-1066x600.gif 1066w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-1-655x368.gif 655w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-1-240x135.gif 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-1-640x360.gif 640w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-1-960x540.gif 960w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-1-1280x720.gif 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aAggressive Decoding \u7684\u5de5\u4f5c\u539f\u7406<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45011\"><\/p>\n\n\n\n<p>\u5982\u56fe1\u6240\u793a\uff0c\u5982\u679c\u6a21\u578b\u5728 Aggressive Decoding \u8fc7\u7a0b\u4e2d\u53d1\u73b0\u4e86\u4e00\u4e2a\u5206\u6b67\u70b9\uff0c\u90a3\u4e48\u7b97\u6cd5\u5c06\u820d\u5f03\u5206\u6b67\u70b9\u540e\u7684\u6240\u6709\u9884\u6d4b\uff0c\u5e76\u4f7f\u7528\u4f20\u7edf\u7684\u9010\u4e2a\u81ea\u56de\u5f52\u89e3\u7801\u91cd\u65b0\u89e3\u7801\u3002\u5982\u679c\u5728\u9010\u4e2a\u91cd\u65b0\u89e3\u7801\u65f6\u53d1\u73b0\u4e86\u8f93\u51fa\u548c\u8f93\u5165\u4e4b\u95f4\u5b58\u5728\u552f\u4e00\u7684\u540e\u7f00\u5339\u914d\uff08\u56fe1\u4e2d\u84dd\u8272\u70b9\u7ebf\u7a81\u51fa\u663e\u793a\u7684\u5efa\u8bae\uff09\uff0c\u90a3\u7b97\u6cd5\u4f1a\u901a\u8fc7\u628a\u8f93\u5165\u7684\u5339\u914d\u5b57\u7b26\uff08token\uff09\u4e4b\u540e\u7684\u5b57\u7b26\uff08\u56fe1\u4e2d\u7528\u6a59\u8272\u865a\u7ebf\u7a81\u51fa\u663e\u793a\u7684\u90e8\u5206\uff09\u590d\u5236\u5230\u89e3\u7801\u5668\u7684\u8f93\u5165\u4e2d\u5e76\u5047\u8bbe\u5b83\u4eec\u662f\u76f8\u540c\u7684\uff0c\u4ece\u800c\u5207\u6362\u56de Aggressive Decoding\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cAggressive Decoding \u53ef\u4ee5\u786e\u4fdd\u751f\u6210\u7684\u5b57\u7b26\u4e0e\u81ea\u56de\u5f52\u8d2a\u5a6a\u89e3\u7801\u4e00\u81f4\uff0c\u4f46\u89e3\u7801\u6b65\u9aa4\u5927\u5e45\u51cf\u5c11\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u89e3\u7801\u6548\u7387\u3002<\/p>\n\n\n\n<p><em>\u6211\u4eec\u5728\u505a\u6a21\u578b\u63a8\u7406\u52a0\u901f\u7b97\u6cd5\u7814\u7a76\u65f6\u6700\u91cd\u8981\u7684\u8003\u8651\u5c31\u662f\u65e0\u635f\uff0c\u56e0\u4e3a\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u6a21\u578b\u751f\u6210\u8d28\u91cf\u662f\u6392\u5728\u7b2c\u4e00\u4f4d\u7684\uff0c\u4ee5\u635f\u5931\u8d28\u91cf\u6765\u6362\u53d6\u66f4\u5c0f\u7684\u5f00\u9500\u4f1a\u4e25\u91cd\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 Aggressive Decoding \u7b97\u6cd5\uff0c\u5b83\u5229\u7528\u4e86\u8bed\u6cd5\u7ea0\u9519\u4efb\u52a1\u7684\u4e00\u4e2a\u91cd\u8981\u7279\u6027\uff0c\u5373\u8f93\u5165\u4e0e\u8f93\u51fa\u9ad8\u5ea6\u76f8\u4f3c\uff0c\u5c06\u6574\u4e2a\u8ba1\u7b97\u8fc7\u7a0b\uff08pipeline\uff09\u9ad8\u5ea6\u5e76\u884c\u5316\uff0c\u5145\u5206\u5229\u7528 GPU \u5728\u5e76\u884c\u8ba1\u7b97\u4e0a\u7684\u4f18\u52bf\uff0c\u5728\u751f\u6210\u8d28\u91cf\u65e0\u635f\u7684\u524d\u63d0\u4e0b\u5b9e\u73b0\u5927\u5e45\u52a0\u901f\u7684\u6548\u679c\u3002<\/em><\/p>\n\n\n\n<p><em>\u2014\u2014 \u845b\u6d9b\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9ad8\u7ea7\u7814\u7a76\u5458<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u79bb\u7ebf-\u5728\u7ebf\u8bc4\u4f30\u7ed3\u679c-aggressive-decoding\u53ef\u663e\u8457\u964d\u4f4ecogs\">\u79bb\u7ebf+\u5728\u7ebf\u8bc4\u4f30\u7ed3\u679c\uff1aAggressive Decoding\u53ef\u663e\u8457\u964d\u4f4eCOGS<\/h2>\n\n\n\n<p>\u79bb\u7ebf\u8bc4\u4f30\uff1a\u7814\u7a76\u5458\u4eec\u5728\u8bed\u6cd5\u6821\u6b63\u548c\u5176\u4ed6\u6587\u672c\u91cd\u5199\u4efb\u52a1\u5982\u6587\u672c\u7b80\u5316\u4e2d\uff0c\u91c7\u7528\u4e86\u4e00\u4e2a6+6\u6807\u51c6\u7684 Transformer \u53ca\u6df1\u5ea6\u7f16\u7801\u5668\u548c\u6d45\u5c42\u89e3\u7801\u5668\u7684 Transformer \u6765\u6d4b\u8bd5 Aggressive Decoding\u3002\u7ed3\u679c\u8868\u660e Aggressive Decoding \u53ef\u4ee5\u5728\u6ca1\u6709\u8d28\u91cf\u635f\u5931\u7684\u60c5\u51b5\u4e0b\u5927\u5e45\u63d0\u5347\u901f\u5ea6\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"650\" height=\"144\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-2.jpg\" alt=\"\u88681\uff1a6+6\u6807\u51c6 Transformer \u6d4b\u8bd5\u7ed3\u679c\" class=\"wp-image-1072293\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-2.jpg 650w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-2-300x66.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-2-240x53.jpg 240w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1a6+6\u6807\u51c6 Transformer \u6d4b\u8bd5\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45012\"><\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"453\" height=\"143\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-3.jpg\" alt=\"\u88682\uff1a\u6df1\u5ea6\u7f16\u7801\u5668\u548c\u6d45\u5c42\u89e3\u7801\u5668\u7684 Transformer \u7684\u6d4b\u8bd5\u7ed3\u679c\" class=\"wp-image-1072296\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-3.jpg 453w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-3-300x95.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-3-240x76.jpg 240w\" sizes=\"auto, (max-width: 453px) 100vw, 453px\" \/><figcaption class=\"wp-element-caption\">\u88682\uff1a\u6df1\u5ea6\u7f16\u7801\u5668\u548c\u6d45\u5c42\u89e3\u7801\u5668\u7684 Transformer \u7684\u6d4b\u8bd5\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45013\"><\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"453\" height=\"450\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-4.png\" alt=\"\u56fe2\uff1aAggressive Decoding \u7b97\u6cd5\u5728\u66f4\u5f3a\u5927\u7684\u5e76\u884c\u8ba1\u7b97\u8bbe\u5907\u4e0a\u7684\u8fd0\u884c\u6548\u679c\u66f4\u597d\" class=\"wp-image-1072299\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-4.png 453w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-4-300x298.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-4-150x150.png 150w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-4-180x180.png 180w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-4-181x180.png 181w\" sizes=\"auto, (max-width: 453px) 100vw, 453px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aAggressive Decoding \u7b97\u6cd5\u5728\u66f4\u5f3a\u5927\u7684\u5e76\u884c\u8ba1\u7b97\u8bbe\u5907\u4e0a\u7684\u8fd0\u884c\u6548\u679c\u66f4\u597d<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45014\"><\/p>\n\n\n\n<p>\u5728\u7ebf\u8bc4\u4f30\uff1a\u7814\u7a76\u5458\u4eec\u8fd8\u5728 Marian \u670d\u52a1\u5668\u6a21\u578b\u548c\u4f7f\u7528 ONNX Runtime \u7684 Aggressive Decoding \u7684\u540c\u7b49\u670d\u52a1\u5668\u6a21\u578b\u4e4b\u95f4\u8fdb\u884c\u4e86 A\/B \u5b9e\u9a8c\u3002\u7ed3\u679c\u5982\u56fe3\u6240\u793a\uff0c\u4e0e\u5728 CPU \u4e2d\u4f7f\u7528\u4f20\u7edf\u81ea\u56de\u5f52\u89e3\u7801\u7684 Marian \u8fd0\u884c\u65f6\u76f8\u6bd4\uff0c\u540e\u8005\u5728 p50 \u5ef6\u8fdf\u4e0a\u6709\u8d85\u8fc72\u500d\u7684\u63d0\u5347\uff0c\u5728 p95 \u548c p99 \u5ef6\u8fdf\u4e0a\u6709\u8d85\u8fc73\u500d\u7684\u63d0\u5347\u3002\u6b64\u5916\uff0c\u4e0e\u4e4b\u524d\u7684\u81ea\u56de\u5f52\u89e3\u7801\u76f8\u6bd4\uff0c\u540e\u8005\u63d0\u4f9b\u4e86\u66f4\u9ad8\u7684\u6548\u7387\u7a33\u5b9a\u6027\u3002\u8fd9\u79cd\u663e\u8457\u7684\u63a8\u7406\u65f6\u95f4\u52a0\u901f\uff0c\u5c06\u670d\u52a1\u5668\u7aef\u7684 COGS \u964d\u4f4e\u4e86\u4e09\u5206\u4e4b\u4e8c\u3002<\/p>\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=\"326\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-5-1024x326.jpg\" alt=\"\u56fe3\uff1a\u6240\u6709\u533a\u57df Marian \u548c ONNX \u8bed\u6cd5\u68c0\u67e5\u5668\u5ef6\u8fdf\u5bf9\u6bd4\" class=\"wp-image-1072302\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-5-1024x326.jpg 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-5-300x96.jpg 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-5-768x245.jpg 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-5-1536x489.jpg 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-5-240x76.jpg 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-5.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u6240\u6709\u533a\u57df Marian \u548c ONNX \u8bed\u6cd5\u68c0\u67e5\u5668\u5ef6\u8fdf\u5bf9\u6bd4<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45015\"><\/p>\n\n\n\n<p>\u79bb\u7ebf\u548c\u5728\u7ebf\u8bc4\u4f30\u90fd\u9a8c\u8bc1\u4e86 Aggressive Decoding \u80fd\u591f\u5728\u4e0d\u964d\u4f4e\u6a21\u578b\u9884\u6d4b\u8d28\u91cf\u7684\u60c5\u51b5\u4e0b\u663e\u8457\u51cf\u5c11 COGS\u3002\u57fa\u4e8e\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u5c06 Aggressive Decoding \u4e5f\u5e94\u7528\u5230\u4e86\u66f4\u901a\u7528\u7684 seq2seq \u4efb\u52a1\u4e2d[4]\u3002Aggressive Decoding \u7684\u9ad8\u6548\u7387\u548c\u65e0\u635f\u8d28\u91cf\u7279\u6027\uff0c\u6216\u5c06\u4f7f\u5176\u6210\u4e3a seq2seq \u4efb\u52a1\u9ad8\u6548\u89e3\u7801\u7684\u6807\u51c6\u8303\u5f0f\uff0c\u5728\u964d\u4f4e seq2seq \u6a21\u578b\u90e8\u7f72\u6210\u672c\u4e2d\u8d77\u5230\u91cd\u8981\u4f5c\u7528\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"onnx-runtime\u52a0\u901f\u8bed\u6cd5\u68c0\u67e5\u5668\">ONNX Runtime\u52a0\u901f\u8bed\u6cd5\u68c0\u67e5\u5668<\/h2>\n\n\n\n<p>ONNX Runtime \u662f\u5fae\u8f6f\u5f00\u53d1\u7684\u9ad8\u6027\u80fd\u5f15\u64ce\uff0c\u5b83\u53ef\u5728\u5404\u79cd\u786c\u4ef6\u5e73\u53f0\u4e0a\u52a0\u901f\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u3002\u8bb8\u591a\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u5fae\u8f6f\u4ea7\u54c1\u90fd\u5229\u7528 ONNX Runtime \u6765\u52a0\u901f\u63a8\u7406\u6027\u80fd\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u964d\u4f4e\u63a8\u7406\u5ef6\u8fdf\uff0cORT \u56e2\u961f\u7684\u7814\u53d1\u4eba\u5458\u4eec\u9996\u5148\u5c06 PyTorch \u7248\u7684 Aggressive Decoding \u8bed\u6cd5\u68c0\u67e5\u5668\uff0c\u901a\u8fc7 PyTorch-ONNX \u5bfc\u51fa\u5668\u5bfc\u51fa\u4e3a ONNX \u683c\u5f0f\uff0c\u518d\u4f7f\u7528 ONNX Runtime \u8fdb\u884c\u63a8\u7406\u3002ONNX Runtime \u652f\u6301 Transformer \u7684\u7279\u5b9a\u4f18\u5316\u4ee5\u53ca INT8 \u91cf\u5316\uff0c\u8fd9\u4e0d\u4ec5\u5b9e\u73b0\u4e86 Transformer \u5728 CPU \u4e0a\u7684\u6027\u80fd\u52a0\u901f\uff0c\u540c\u65f6\u8fd8\u53ef\u4ee5\u7f29\u51cf\u6a21\u578b\u5927\u5c0f\u3002\u8be5\u7aef\u5230\u7aef\u89e3\u51b3\u65b9\u6848\u4f7f\u7528\u4e86\u591a\u9879\u524d\u6cbf\u6280\u672f\uff0c\u4ee5\u5b9e\u73b0\u9ad8\u6548\u5730\u8fd0\u884c\u8fd9\u4e2a\u5148\u8fdb\u7684\u8bed\u6cd5\u68c0\u67e5\u5668\u6a21\u578b\u3002<\/p>\n\n\n\n<p><em>ONNX Runtime \u662f\u4e00\u4e2a\u5177\u6709\u5f88\u597d\u5ef6\u5c55\u6027\u7684\u8de8\u786c\u4ef6\u6a21\u578b\u52a0\u901f\u5f15\u64ce\uff0c\u53ef\u4ee5\u652f\u6301\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\u3002\u4e3a\u4e86\u6700\u9ad8\u6548\u8fd0\u884c Aggressive Decoding \u8fd9\u4e00\u521b\u65b0\u89e3\u7801\u7b97\u6cd5\uff0c\u6211\u4eec\u5bf9 PyTorch \u5bfc\u51fa\u5668\u548c ONNX Runtime \u505a\u4e86\u4e00\u7cfb\u5217\u63d0\u5347\uff0c\u6700\u7ec8\u8ba9\u8fd9\u4e00\u5148\u8fdb\u7684\u8bed\u6cd5\u68c0\u67e5\u5668\u6a21\u578b\u4ee5\u6700\u9ad8\u6027\u80fd\u8fd0\u884c\u3002<\/em><\/p>\n\n\n\n<p><em>\u2014\u2014 \u5b81\u743c\uff0c\u5fae\u8f6f\u9996\u5e2d\u4ea7\u54c1\u4e3b\u7ba1<\/em><\/p>\n\n\n\n<p>PyTorch \u63d0\u4f9b\u4e86\u4e00\u4e2a\u5185\u7f6e\u51fd\u6570\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u5c06 PyTorch \u6a21\u578b\u5bfc\u51fa\u4e3a ONNX \u683c\u5f0f\u3002\u4e3a\u4e86\u652f\u6301\u8bed\u6cd5\u68c0\u67e5\u6a21\u578b\u7684\u72ec\u7279\u67b6\u6784\uff0c\u7814\u53d1\u4eba\u5458\u4eec\u5728\u5bfc\u51fa\u5668\u91cc\u5b9e\u73b0\u4e86\u590d\u6742\u5d4c\u5957\u63a7\u5236\u6d41\u5bfc\u51fa\u5230 ONNX\uff0c\u5e76\u6269\u5c55\u4e86\u5b98\u65b9 ONNX \u89c4\u8303\u6765\u652f\u6301\u5e8f\u5217\u6570\u636e\u7c7b\u578b\u548c\u8fd0\u7b97\u7b26\uff0c\u4ee5\u8868\u793a\u66f4\u590d\u6742\u7684\u573a\u666f\uff0c\u4f8b\u5982\u81ea\u56de\u5f52\u641c\u7d22\u7b97\u6cd5\u3002\u8fd9\u6837\u5c31\u4e0d\u9700\u8981\u5355\u72ec\u5bfc\u51fa\u6a21\u578b\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u7ec4\u4ef6\uff0c\u518d\u4f7f\u7528\u5e8f\u5217\u751f\u6210\u903b\u8f91\u5c06\u5b83\u4eec\u4e32\u8054\u5728\u4e00\u8d77\u3002\u7531\u4e8e PyTorch-ONNX \u5bfc\u51fa\u5668\u548c ONNX Runtime \u652f\u6301\u5e8f\u5217\u6570\u636e\u7c7b\u578b\u548c\u8fd0\u7b97\u7b26\uff0c\u6240\u4ee5\u539f\u6a21\u578b\u53ef\u4ee5\u5bfc\u51fa\u6210\u5355\u4e00\u7684\u4e00\u4e2a\u5305\u62ec\u7f16\u7801\u5668\u3001\u89e3\u7801\u5668\u548c\u5e8f\u5217\u751f\u6210\u7684 ONNX \u6a21\u578b\uff0c\u8fd9\u65e2\u5e26\u6765\u4e86\u9ad8\u6548\u7684\u8ba1\u7b97\uff0c\u53c8\u7b80\u5316\u4e86\u63a8\u7406\u903b\u8f91\u3002\u6b64\u5916\uff0cPyTorch ONNX \u5bfc\u51fa\u5668\u7684 shape type inference \u7ec4\u4ef6\u4e5f\u5f97\u5230\u4e86\u589e\u5f3a\uff0c\u4ece\u800c\u53ef\u4ee5\u5f97\u5230\u7b26\u5408\u66f4\u4e25\u683c\u7684 ONNX shape type \u7ea6\u675f\u4e0b\u7684\u6709\u6548\u7684 ONNX \u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u5728\u8bed\u6cd5\u68c0\u67e5\u5668\u6a21\u578b\u4e2d\u5f15\u5165\u7684 Aggressive Decoding \u7b97\u6cd5\u6700\u521d\u662f\u5728 Fairseq \u4e2d\u5b9e\u73b0\u7684\u3002\u4e3a\u4e86\u4f7f\u5176\u4e0e ONNX \u517c\u5bb9\u4ee5\u4fbf\u4e8e\u5bfc\u51fa\uff0c\u7814\u53d1\u4eba\u5458\u4eec\u5728 HuggingFace \u4e2d\u91cd\u65b0\u5b9e\u73b0\u4e86 Aggressive Decoding \u7b97\u6cd5\u3002\u5728\u6df1\u5165\u5b9e\u65bd\u65f6\uff0c\u7814\u53d1\u4eba\u5458\u4eec\u53d1\u73b0 ONNX \u6807\u51c6\u8fd0\u7b97\u7b26\u96c6\u4e0d\u76f4\u63a5\u652f\u6301\u67d0\u4e9b\u7ec4\u4ef6\uff08\u4f8b\u5982\u5206\u53c9\u68c0\u6d4b\u5668\uff09\u3002\u76ee\u524d\u6709\u4e24\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5c06\u4e0d\u652f\u6301\u7684\u8fd0\u7b97\u7b26\u5bfc\u51fa\u5230 ONNX \u5e76\u5728 ONNX Runtime \u4e2d\u8fd0\u884c\uff1a1. \u5229\u7528 ONNX \u5df2\u6709\u7684\u57fa\u672c\u8fd0\u7b97\u7b26\u7ec4\u5efa\u4e00\u4e2a\u5177\u6709\u7b49\u6548\u8bed\u4e49\u7684\u56fe\uff1b2. \u5728 ONNX Runtime \u4e2d\u5b9e\u73b0\u4e00\u4e2a\u66f4\u9ad8\u6548\u7684\u81ea\u5b9a\u4e49\u8fd0\u7b97\u7b26\u3002ONNX Runtime \u81ea\u5b9a\u4e49\u8fd0\u7b97\u7b26\u529f\u80fd\u5141\u8bb8\u7528\u6237\u5b9e\u73b0\u81ea\u5df1\u7684\u8fd0\u7b97\u7b26\uff0c\u4ee5\u4fbf\u7075\u6d3b\u5730\u5728 ONNX Runtime \u4e2d\u8fd0\u884c\u3002\u7528\u6237\u53ef\u4ee5\u6743\u8861\u5b9e\u73b0\u6210\u672c\u548c\u63a8\u7406\u6027\u80fd\u6765\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\u3002\u8003\u8651\u5230\u672c\u6a21\u578b\u7ec4\u4ef6\u7684\u590d\u6742\u6027\uff0c\u6807\u51c6 ONNX \u8fd0\u7b97\u7b26\u7684\u7ec4\u5408\u53ef\u80fd\u4f1a\u5e26\u6765\u6027\u80fd\u74f6\u9888\u3002\u56e0\u6b64\uff0c\u7814\u53d1\u4eba\u5458\u4eec\u9009\u62e9\u5728 ONNX Runtime \u4e2d\u5b9e\u73b0\u81ea\u5b9a\u4e49\u8fd0\u7b97\u7b26\u3002<\/p>\n\n\n\n<p>ONNX Runtime \u652f\u6301 Transformer \u7684\u4f18\u5316\u548c\u91cf\u5316\uff0c\u8fd9\u5728 CPU \u548c GPU \u4e0a\u90fd\u80fd\u63d0\u5347\u6027\u80fd\u3002\u6b64\u5916\uff0cONNX Runtime \u9488\u5bf9\u8bed\u6cd5\u68c0\u67e5\u5668\u6a21\u578b\u8fdb\u4e00\u6b65\u589e\u5f3a\u4e86\u7f16\u7801\u5668 attention \u4ee5\u53ca\u89e3\u7801\u5668 reshape \u56fe\u7b97\u878d\u5408\u3002\u652f\u6301\u8be5\u6a21\u578b\u7684\u53e6\u4e00\u5927\u6311\u6218\u662f\u591a\u4e2a\u6a21\u578b\u5b50\u56fe\uff0c\u800c ONNX Runtime Transformer \u4f18\u5316\u5668\u548c\u91cf\u5316\u5de5\u5177\u5bf9\u6b64\u4e5f\u5b9e\u73b0\u4e86\u5b50\u56fe\u878d\u5408\u3002ONNX Runtime \u91cf\u5316\u538b\u7f29\u5df2\u88ab\u5e94\u7528\u4e8e\u6574\u4e2a\u6a21\u578b\uff0c\u8fdb\u4e00\u6b65\u6539\u5584\u4e86\u541e\u5410\u91cf\u548c\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"gpt-3-5\u52a9\u529b\u6a21\u578b\u5b9e\u73b0\u8d28\u7684\u98de\u8dc3\">GPT-3.5\u52a9\u529b\u6a21\u578b\u5b9e\u73b0\u8d28\u7684\u98de\u8dc3<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u9ad8\u751f\u4ea7\u4e2d\u6a21\u578b\u7684\u7cbe\u5ea6\u548c\u53ec\u56de\u7387\uff0c\u7814\u7a76\u5458\u4eec\u4f7f\u7528\u4e86\u5f3a\u5927\u7684 GPT-3.5 \u4f5c\u4e3a\u6559\u5e08\u6a21\u578b\u3002\u5177\u4f53\u800c\u8a00\uff0cGPT-3.5 \u6a21\u578b\u901a\u8fc7\u4ee5\u4e0b\u4e24\u79cd\u65b9\u5f0f\u6765\u5e2e\u52a9\u63d0\u9ad8\u7ed3\u679c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bad\u7ec3\u6570\u636e\u589e\u5f3a\uff1a\u901a\u8fc7\u5bf9 GPT-3.5 \u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4f7f\u5176\u4e3a\u5927\u91cf\u672a\u6807\u6ce8\u7684\u6587\u672c\u751f\u6210\u6807\u7b7e\u3002\u6240\u83b7\u5f97\u7684\u9ad8\u8d28\u91cf\u6807\u6ce8\uff0c\u53ef\u4ee5\u7528\u4f5c\u589e\u5f3a\u8bad\u7ec3\u6570\u636e\u6765\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u3002<\/li>\n\n\n\n<li>\u8bad\u7ec3\u6570\u636e\u6e05\u7406\uff1a\u5229\u7528 GPT-3.5 \u5f3a\u5927\u7684\u96f6\u6837\u672c\u548c\u5c11\u6837\u672c\u5b66\u4e60\u80fd\u529b\u6765\u533a\u5206\u9ad8\u8d28\u91cf\u548c\u4f4e\u8d28\u91cf\u7684\u8bad\u7ec3\u793a\u4f8b\u3002\u7136\u540e\uff0c\u901a\u8fc7 GPT-3.5 \u6a21\u578b\u91cd\u65b0\u5bf9\u5df2\u8bc6\u522b\u7684\u4f4e\u8d28\u91cf\u793a\u4f8b\u751f\u6210\u6807\u6ce8\uff0c\u4ece\u800c\u4ea7\u751f\u66f4\u5e72\u51c0\u3001\u66f4\u9ad8\u8d28\u91cf\u7684\u8bad\u7ec3\u96c6\uff0c\u76f4\u63a5\u589e\u5f3a\u6a21\u578b\u6027\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"edgeformer-\u7528\u4e8e\u5ba2\u6237\u7aefseq2seq\u5efa\u6a21\u7684\u6210\u672c\u6548\u76ca\u53c2\u6570\u5316\">EdgeFormer\uff1a\u7528\u4e8e\u5ba2\u6237\u7aefseq2seq\u5efa\u6a21\u7684\u6210\u672c\u6548\u76ca\u53c2\u6570\u5316<\/h2>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u5ba2\u6237\u7aef\u8bbe\u5907\u7684\u8ba1\u7b97\u80fd\u529b\u5927\u5927\u589e\u52a0\uff0c\u4f7f\u5f97\u5229\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6765\u5b9e\u73b0\u6700\u7ec8\u7684\u96f6\u9500\u8d27\u6210\u672c\u6210\u4e3a\u53ef\u80fd\u3002\u7136\u800c\uff0c\u5728\u8fd9\u4e9b\u8bbe\u5907\u4e0a\u8fd0\u884c\u751f\u6210\u5f0f\u8bed\u8a00\u6a21\u578b\u4ecd\u7136\u662f\u4e00\u4e2a\u5f88\u5927\u7684\u6311\u6218\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u6a21\u578b\u7684\u5185\u5b58\u6548\u7387\u5fc5\u987b\u53d7\u5230\u4e25\u683c\u7684\u63a7\u5236\u3002\u5728\u6d89\u53ca\u751f\u6210\u5f0f\u8bed\u8a00\u6a21\u578b\u65f6\uff0c\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u4e2d\u7528\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u4f20\u7edf\u538b\u7f29\u65b9\u6cd5\u5f80\u5f80\u4e0d\u9002\u7528\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"978\" height=\"448\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-6.png\" alt=\"\u56fe4\uff1a\u4f7f\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6765\u5b9e\u73b0\u96f6\u9500\u8d27\u6210\u672c\uff08zero-COGS\uff09\" class=\"wp-image-1072305\" style=\"width:666px;height:auto\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-6.png 978w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-6-300x137.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-6-768x352.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-6-240x110.png 240w\" sizes=\"auto, (max-width: 978px) 100vw, 978px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u4f7f\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6765\u5b9e\u73b0\u96f6\u9500\u8d27\u6210\u672c\uff08zero-COGS\uff09<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45016\"><\/p>\n\n\n\n<p>\u8fd0\u884c\u5728\u5ba2\u6237\u7aef\u7684\u8bed\u6cd5\u6a21\u578b\u5e94\u8be5\u5177\u6709\u5f88\u9ad8\u7684\u6548\u7387\uff08\u4f8b\u5982\u5ef6\u8fdf\u5728100ms\u5185\uff09\uff0c\u8fd9\u4e2a\u95ee\u9898\u5df2\u7ecf\u7531 Aggressive Decoding \u89e3\u51b3\u4e86\u3002\u6b64\u5916\uff0c\u5ba2\u6237\u7aef\u6a21\u578b\u8fd8\u5fc5\u987b\u5177\u6709\u9ad8\u6548\u7684\u5185\u5b58\uff08\u4f8b\u5982\u5360\u7528\u7684\u7a7a\u95f4\u572850MB\u4ee5\u5185\uff09\uff0c\u8fd9\u662f\u5f3a\u5927\u7684 Transformer \u6a21\u578b\uff08\u901a\u5e38\u8d85\u8fc75000\u4e07\u4e2a\u53c2\u6570\uff09\u5728\u5ba2\u6237\u7aef\u8bbe\u5907\u4e0a\u8fd0\u884c\u7684\u4e3b\u8981\u74f6\u9888\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u524d\u6cbf\u7684\u5ba2\u6237\u7aef seq2seq \u5efa\u6a21\u6280\u672f EdgeFormer[6]\uff0c\u7528\u4e8e\u6784\u5efa\u6027\u80fd\u4f18\u5f02\u7684\u8f7b\u91cf\u7ea7\u751f\u6210\u8bed\u8a00\u6a21\u578b\uff0c\u8ba9\u6a21\u578b\u53ef\u4ee5\u5728\u7528\u6237\u7684\u8ba1\u7b97\u673a\u4e0a\u8f7b\u677e\u8fd0\u884c\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"373\" height=\"272\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-7.png\" alt=\"\u56fe5\uff1aDNN \u8bed\u6cd5\uff1a\u670d\u52a1\u5668\u6a21\u578b VS \u5ba2\u6237\u7aef\u6a21\u578b\" class=\"wp-image-1072308\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-7.png 373w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-7-300x219.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-7-240x175.png 240w\" sizes=\"auto, (max-width: 373px) 100vw, 373px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1aDNN \u8bed\u6cd5\uff1a\u670d\u52a1\u5668\u6a21\u578b VS \u5ba2\u6237\u7aef\u6a21\u578b<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45017\"><\/p>\n\n\n\n<p>EdgeFormer \u6709\u4e24\u4e2a\u539f\u5219\uff0c\u4e3b\u8981\u662f\u4e3a\u4e86\u53c2\u6570\u5316\u7684\u6210\u672c\u6548\u76ca\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6709\u5229\u4e8e\u7f16\u7801\u5668\u7684\u53c2\u6570\u5316<\/li>\n\n\n\n<li>\u8d1f\u8f7d\u5747\u8861\u53c2\u6570\u5316<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"628\" height=\"267\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-8.png\" alt=\"\u56fe6\uff1a\u6709\u5229\u4e8e\u7f16\u7801\u5668\u7684\u53c2\u6570\u5316\" class=\"wp-image-1072311\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-8.png 628w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-8-300x128.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-8-240x102.png 240w\" sizes=\"auto, (max-width: 628px) 100vw, 628px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1a\u6709\u5229\u4e8e\u7f16\u7801\u5668\u7684\u53c2\u6570\u5316<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45018\"><\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"630\" height=\"285\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-9.png\" alt=\"\u56fe7\uff1a\u8d1f\u8f7d\u5747\u8861\u53c2\u6570\u5316\" class=\"wp-image-1072314\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-9.png 630w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-9-300x136.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-9-240x109.png 240w\" sizes=\"auto, (max-width: 630px) 100vw, 630px\" \/><figcaption class=\"wp-element-caption\">\u56fe7\uff1a\u8d1f\u8f7d\u5747\u8861\u53c2\u6570\u5316<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45019\"><\/p>\n\n\n\n<p>\u9075\u5faa\u4e0a\u8ff0\u5177\u6709\u6210\u672c\u6548\u76ca\u53c2\u6570\u5316\u7684\u539f\u5219\u800c\u8bbe\u8ba1\u7684 EdgeFormer\uff0c\u4f7f\u5f97\u6bcf\u4e2a\u53c2\u6570\u90fd\u80fd\u53d1\u6325\u6700\u5927\u6f5c\u529b\uff0c\u5373\u4f7f\u5ba2\u6237\u7aef\u8bbe\u5907\u5b58\u5728\u4e25\u683c\u7684\u8ba1\u7b97\u548c\u5185\u5b58\u9650\u5236\uff0c\u4e5f\u80fd\u83b7\u5f97\u6709\u7ade\u4e89\u529b\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u5728 EdgeFormer \u7684\u57fa\u7840\u4e0a\uff0c\u7814\u7a76\u5458\u4eec\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86 EdgeLM\u2014\u2014EdgeFormer \u7684\u9884\u8bad\u7ec3\u7248\u672c\uff0c\u8fd9\u662f\u7b2c\u4e00\u4e2a\u5728\u8bbe\u5907\u4e0a\u516c\u5f00\u53ef\u7528\u7684\u9884\u8bad\u7ec3 seq2seq \u6a21\u578b\uff0c\u53ef\u4ee5\u8ba9 seq2seq \u4efb\u52a1\u7684\u5fae\u8c03\u53d8\u5f97\u66f4\u5bb9\u6613\uff0c\u8fdb\u800c\u83b7\u5f97\u597d\u7684\u7ed3\u679c\u3002EdgeLM \u4f5c\u4e3a\u8bed\u6cd5\u5ba2\u6237\u7aef\u6a21\u578b\u7684\u57fa\u7840\u6a21\u578b\uff0c\u5b9e\u73b0\u4e86\u96f6\u9500\u8d27\u6210\u672c\uff0c\u4e0e\u670d\u52a1\u5668\u7aef\u6a21\u578b\u76f8\u6bd4\uff0c\u8be5\u6a21\u578b\u4ee5\u6700\u5c0f\u7684\u8d28\u91cf\u635f\u5931\u5b9e\u73b0\u4e86\u8d85\u8fc75\u500d\u7684\u6a21\u578b\u538b\u7f29\u3002<\/p>\n\n\n\n<p><em>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5f02\u6784\u8ba1\u7b97\u7ec4\u81f4\u529b\u4e8e\u4ee5\u5168\u6808\u534f\u540c\u8bbe\u8ba1\u7684\u601d\u60f3\uff0c\u6784\u5efa\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5230\u5b9e\u9645\u8bbe\u5907\u90e8\u7f72\u4e4b\u95f4\u7684\u6865\u6881\u3002\u4ee5 Microsoft Editor \u4e3a\u4f8b\uff0c\u6211\u4eec\u4e0e\u7b97\u6cd5\u3001\u4ea7\u54c1\u548c AI \u6846\u67b6\u56e2\u961f\u6df1\u5ea6\u5408\u4f5c\uff0c\u901a\u8fc7\u7cfb\u7edf\u548c\u786c\u4ef6\u611f\u77e5\u7684\u6a21\u578b\u4f18\u5316\u548c\u538b\u7f29\uff0c\u4ee5\u53ca\u9488\u5bf9\u4e0d\u540c\u786c\u4ef6\u7684\u63a8\u7406\u7cfb\u7edf\u548c\u8fd0\u7b97\u7b26\u4f18\u5316\u7b49\uff0c\u4f7f\u6a21\u578b\u5f00\u9500\u80fd\u591f\u6ee1\u8db3\u5b9e\u9645\u8bbe\u5907\u8fd0\u884c\u7684\u8981\u6c42\uff0c\u4e3a\u672a\u6765\u5c06\u66f4\u591a\u5fae\u8f6f\u4ea7\u54c1\u7684 AI \u670d\u52a1\u90e8\u7f72\u5230\u8bbe\u5907\u7aef\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/em><\/p>\n\n\n\n<p><em>\u2014\u2014 \u66f9\u5a77\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9ad8\u7ea7\u7814\u7a76\u5458<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u964d\u4f4e\u63a8\u7406\u6210\u672c-\u8d4b\u80fd\u5ba2\u6237\u7aef\u90e8\u7f72\">\u964d\u4f4e\u63a8\u7406\u6210\u672c\uff0c\u8d4b\u80fd\u5ba2\u6237\u7aef\u90e8\u7f72<\/h2>\n\n\n\n<p>\u5ba2\u6237\u7aef\u8bbe\u5907\u7684\u6a21\u578b\u90e8\u7f72\u5bf9\u786c\u4ef6\u4f7f\u7528\u6709\u4e25\u683c\u7684\u8981\u6c42\uff0c\u5982\u5185\u5b58\u548c\u78c1\u76d8\u4f7f\u7528\u91cf\u7b49\uff0c\u4ee5\u907f\u514d\u5e72\u6270\u5176\u4ed6\u7684\u5e94\u7528\u7a0b\u5e8f\u3002\u7531\u4e8e ONNX Runtime \u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u5f15\u64ce\u5e76\u63d0\u4f9b\u5168\u9762\u5ba2\u6237\u7aef\u63a8\u7406\u89e3\u51b3\u65b9\u6848\uff08\u5982 ONNX Runtime \u91cf\u5316\u548c ONNX Runtime \u6269\u5c55\uff09\uff0c\u6240\u4ee5\u5176\u5728\u8bbe\u5907\u90e8\u7f72\u65b9\u9762\u4e5f\u5177\u6709\u660e\u663e\u7684\u4f18\u52bf\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u5728\u4fdd\u6301\u670d\u52a1\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\u6ee1\u8db3\u4ea4\u4ed8\u8981\u6c42\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5f15\u5165\u4e86\u4e00\u7cfb\u5217\u4f18\u5316\u6280\u672f\uff0c\u5305\u62ec\u7cfb\u7edf\u611f\u77e5\u7684\u6a21\u578b\u4f18\u5316\u3001\u6a21\u578b\u5143\u6570\u636e\u7b80\u5316\u3001\u5ef6\u8fdf\u53c2\u6570\u52a0\u8f7d\u4ee5\u53ca\u5b9a\u5236\u91cf\u5316\u7b56\u7565\u3002\u57fa\u4e8e EdgeFormer \u5efa\u6a21\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u4f18\u5316\u53ef\u4ee5\u8fdb\u4e00\u6b65\u5c06\u5185\u5b58\u6210\u672c\u964d\u4f4e2.7\u500d\uff0c\u800c\u4e0d\u4f1a\u964d\u4f4e\u6a21\u578b\u6027\u80fd\uff0c\u6700\u7ec8\u8d4b\u80fd\u6a21\u578b\u5728\u5ba2\u6237\u7aef\u8bbe\u5907\u7684\u90e8\u7f72\u3002<\/p>\n\n\n\n<p>\u7cfb\u7edf\u611f\u77e5\u7684\u6a21\u578b\u4f18\u5316\u3002\u7531\u4e8e\u6a21\u578b\u5728\u63a8\u7406\u7cfb\u7edf\u4e2d\u88ab\u8868\u793a\u4e3a\u6570\u636e\u6d41\u56fe\uff0c\u56e0\u6b64\u8be5\u6a21\u578b\u7684\u4e3b\u8981\u5185\u5b58\u6210\u672c\u6765\u81ea\u4e8e\u751f\u6210\u7684\u8bb8\u591a\u5b50\u56fe\u3002\u5982\u56fe8\u6240\u793a\uff0cPyTorch \u4ee3\u7801\u4e2d\u7684\u6bcf\u4e2a\u5206\u652f\u88ab\u6620\u5c04\u4e3a\u4e00\u4e2a\u5b50\u56fe\u3002\u6240\u4ee5\uff0c\u9700\u8981\u901a\u8fc7\u4f18\u5316\u6a21\u578b\u5b9e\u73b0\u6765\u51cf\u5c11\u5206\u652f\u6307\u4ee4\u7684\u4f7f\u7528\u7387\u3002\u8fd9\u5176\u4e2d\u5c24\u4e3a\u91cd\u8981\u7684\u662f\uff0c\u56e0\u4e3a\u6ce2\u675f\u641c\u7d22\u5305\u542b\u66f4\u591a\u7684\u5206\u652f\u6307\u4ee4\uff0c\u7814\u7a76\u5458\u4eec\u5229\u7528\u4e86\u8d2a\u5a6a\u641c\u7d22\u4f5c\u4e3a\u89e3\u7801\u5668\u641c\u7d22\u7b97\u6cd5\uff0c\u4ece\u800c\u5c06\u5185\u5b58\u6210\u672c\u964d\u4f4e\u4e8638%\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"957\" height=\"460\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-10.gif\" alt=\"\u56fe8\uff1aPyTorch \u6a21\u578b\u548c ONNX \u6a21\u578b\u56fe\u7684\u6620\u5c04\" class=\"wp-image-1072317\"\/><figcaption class=\"wp-element-caption\">\u56fe8\uff1aPyTorch \u6a21\u578b\u548c ONNX \u6a21\u578b\u56fe\u7684\u6620\u5c04<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45020\"><\/p>\n\n\n\n<p>\u6a21\u578b\u5143\u6570\u636e\u7b80\u5316\u3002\u5982\u56fe8\u6240\u793a\uff0c\u6a21\u578b\u5305\u542b\u5927\u91cf\u6d88\u8017\u5185\u5b58\u7684\u5143\u6570\u636e\uff0c\u5982\u8282\u70b9\u540d\u79f0\u548c\u7c7b\u578b\u3001\u8f93\u5165\u548c\u8f93\u51fa\u4ee5\u53ca\u53c2\u6570\u7b49\u3002\u4e3a\u4e86\u964d\u4f4e\u6210\u672c\uff0c\u7814\u7a76\u5458\u4eec\u9700\u8981\u7b80\u5316\u5143\u6570\u636e\uff0c\u53ea\u4fdd\u7559\u63a8\u7406\u6240\u9700\u7684\u57fa\u672c\u4fe1\u606f\uff0c\u4f8b\u5982\uff0c\u8282\u70b9\u540d\u79f0\u4ece\u4e00\u4e2a\u957f\u5b57\u7b26\u4e32\u7b80\u5316\u4e3a\u4e00\u4e2a\u7d22\u5f15\u3002\u6b64\u5916\uff0c\u7814\u7a76\u5458\u4eec\u4e5f\u4f18\u5316\u4e86 ONNX Runtime \u6a21\u578b\u56fe\u7684\u5b9e\u73b0\uff0c\u5bf9\u6240\u6709\u5b50\u56fe\u53ea\u4fdd\u7559\u4e00\u4e2a\u5143\u6570\u636e\u526f\u672c\uff0c\u800c\u4e0d\u662f\u5728\u6bcf\u6b21\u751f\u6210\u5b50\u56fe\u65f6\u590d\u5236\u6240\u6709\u53ef\u7528\u7684\u5143\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u5ef6\u8fdf\u6a21\u578b\u6743\u91cd\u52a0\u8f7d\u3002\u5f53\u524d\u7684\u6a21\u578b\u6587\u4ef6\u5305\u542b\u6a21\u578b\u56fe\u548c\u6743\u91cd\uff0c\u5e76\u5728\u6a21\u578b\u521d\u59cb\u5316\u671f\u95f4\u5c06\u5b83\u4eec\u4e00\u8d77\u52a0\u8f7d\u5230\u5185\u5b58\u4e2d\u3002\u7136\u800c\uff0c\u8fd9\u4f1a\u589e\u52a0\u5185\u5b58\u4f7f\u7528\u91cf\uff0c\u5982\u56fe9\u6240\u793a\uff0c\u8fd9\u662f\u56e0\u4e3a\u5728\u6a21\u578b\u56fe\u89e3\u6790\u548c\u8f6c\u6362\u8fc7\u7a0b\u4e2d\u4f1a\u91cd\u590d\u590d\u5236\u6743\u91cd\u3002\u4e3a\u4e86\u907f\u514d\u8fd9\u79cd\u60c5\u51b5\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u5c06\u6a21\u578b\u56fe\u548c\u6743\u91cd\u5206\u522b\u4fdd\u5b58\u6210\u72ec\u7acb\u7684\u6587\u4ef6\uff0c\u5e76\u5c06\u8be5\u65b9\u6cd5\u5728 ONNX Runtime \u52a0\u4ee5\u5b9e\u73b0\u3002\u901a\u8fc7\u8be5\u65b9\u6cd5\uff0c\u5728\u521d\u59cb\u5316\u671f\u95f4\uff0c\u53ea\u6709\u6a21\u578b\u56fe\u88ab\u52a0\u8f7d\u5230\u5185\u5b58\u4e2d\u8fdb\u884c\u5b9e\u9645\u89e3\u6790\u548c\u8f6c\u6362\uff0c\u800c\u6743\u91cd\u4ecd\u7136\u7559\u5728\u78c1\u76d8\u4e0a\uff0c\u901a\u8fc7\u6587\u4ef6\u6620\u5c04\u53ea\u628a\u6743\u91cd\u6587\u4ef6\u6307\u9488\uff08pointer\uff09\u4fdd\u7559\u5728\u5185\u5b58\u4e2d\uff0c\u5b9e\u9645\u7684\u6743\u91cd\u5230\u5185\u5b58\u7684\u52a0\u8f7d\u5c06\u88ab\u63a8\u8fdf\u5230\u6a21\u578b\u63a8\u7406\u4e4b\u65f6\u3002\u8be5\u6280\u672f\u53ef\u5c06\u5cf0\u503c\u5185\u5b58\u6210\u672c\u964d\u4f4e50%\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"428\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/dnn-grammer-checker-11.gif\" alt=\"\u56fe9\uff1a\u5bf9\u6bd4\u73b0\u6709\u7684\u6a21\u578b\u56fe\u548c\u6743\u91cd\u540c\u65f6\u52a0\u8f7d\uff08\u865a\u7ebf\u4e0a\uff09\uff0c\u4ee5\u53ca\u6a21\u578b\u521d\u59cb\u5316\u671f\u95f4\u901a\u8fc7\u6587\u4ef6\u6620\u5c04\u5b9e\u73b0\u7684\u5ef6\u8fdf\u6743\u91cd\u52a0\u8f7d\uff08\u865a\u7ebf\u4e0b\uff09\" class=\"wp-image-1072320\"\/><figcaption class=\"wp-element-caption\">\u56fe9\uff1a\u5bf9\u6bd4\u73b0\u6709\u7684\u6a21\u578b\u56fe\u548c\u6743\u91cd\u540c\u65f6\u52a0\u8f7d\uff08\u865a\u7ebf\u4e0a\uff09\uff0c\u4ee5\u53ca\u6a21\u578b\u521d\u59cb\u5316\u671f\u95f4\u901a\u8fc7\u6587\u4ef6\u6620\u5c04\u5b9e\u73b0\u7684\u5ef6\u8fdf\u6743\u91cd\u52a0\u8f7d\uff08\u865a\u7ebf\u4e0b\uff09<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45021\"><\/p>\n\n\n\n<p>ONNX Runtime \u91cf\u5316\u548c\u6269\u5c55\u3002\u91cf\u5316\u662f\u4f17\u6240\u5468\u77e5\u7684\u6a21\u578b\u538b\u7f29\u6280\u672f\uff0c\u5b83\u5728\u727a\u7272\u6a21\u578b\u7cbe\u5ea6\u7684\u540c\u65f6\uff0c\u5e26\u6765\u4e86\u6027\u80fd\u52a0\u901f\u548c\u6a21\u578b\u7f29\u51cf\u3002ONNX Runtime \u91cf\u5316\u63d0\u4f9b\u4e86\u591a\u79cd\u5fae\u8c03\u9009\u62e9\uff0c\u4f7f\u5176\u80fd\u591f\u5e94\u7528\u5b9a\u5236\u7684\u91cf\u5316\u7b56\u7565\u3002\u7814\u53d1\u4eba\u5458\u4eec\u4e3a EdgeFormer \u6a21\u578b\u5b9a\u5236\u4e86\u6700\u4f18\u91cf\u5316\u7b56\u7565\uff0c\u4ee5\u51cf\u5c11\u91cf\u5316\u5bf9\u7cbe\u5ea6\u7684\u5f71\u54cd\uff0c\u5177\u4f53\u5305\u62ec\u8bad\u7ec3\u540e\u3001\u52a8\u6001\u548c UINT8 \u91cf\u5316\uff0c\u4ee5\u53ca per-channel \u548c\u65e2\u6709\u6240\u6709\u8fd0\u7b97\u7b26\u91cf\u5316\u7b56\u7565\u3002Onnxruntime-extensions \u63d0\u4f9b\u4e86\u4e00\u7ec4 ONNX Runtime \u5b9a\u5236\u8fd0\u7b97\u7b26\uff0c\u4ee5\u652f\u6301\u89c6\u89c9\u3001\u6587\u672c\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6a21\u578b\u7684\u5e38\u89c1\u9884\u5904\u7406\u548c\u540e\u5904\u7406\u8fd0\u7b97\u7b26\u3002\u5229\u7528\u8fd9\u4e00\u5de5\u5177\uff0c\u7814\u53d1\u4eba\u5458\u4eec\u5c06\u6a21\u578b\u7684\u9884\u5904\u7406\u548c\u540e\u5904\u7406\uff0c\u4f8b\u5982\u6807\u8bb0\u5316\uff08tokenization\uff09\u3001\u5b57\u7b26\u4e32\u64cd\u4f5c\u7b49\uff0c\u90fd\u96c6\u6210\u5230\u4e00\u4e2a\u72ec\u7acb\u7684 ONNX \u6a21\u578b\u6587\u4ef6\u4e2d\uff0c\u4ece\u800c\u63d0\u9ad8\u6027\u80fd\u3001\u7b80\u5316\u90e8\u7f72\u3001\u51cf\u5c11\u5185\u5b58\u4f7f\u7528\u7387\u5e76\u63d0\u4f9b\u66f4\u597d\u7684\u53ef\u79fb\u690d\u6027\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u521b\u65b0\u6210\u679c\u53ea\u662f\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3a\u964d\u4f4e\u751f\u6210\u5f0f\u8bed\u8a00\u6a21\u578b\u7684\u9500\u8d27\u6210\u672c\u800c\u505a\u51fa\u7684\u957f\u671f\u52aa\u529b\u4e2d\u7684\u7b2c\u4e00\u4e2a\u91cc\u7a0b\u7891\u3002\u8fd9\u4e9b\u65b9\u6cd5\u5e76\u4e0d\u5c40\u9650\u4e8e\u52a0\u901f\u795e\u7ecf\u8bed\u6cd5\u68c0\u67e5\u5668\uff0c\u5b83\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u5e94\u7528\u5728\u62bd\u8c61\u6458\u8981\u3001\u7ffb\u8bd1\u6216\u641c\u7d22\u5f15\u64ce\u7b49\u5e7f\u6cdb\u7684\u573a\u666f\u4e2d\uff0c\u4ece\u800c\u52a0\u901f\u964d\u4f4e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u9500\u8d27\u6210\u672c[5, 8]\u3002\u5728\u4eba\u5de5\u667a\u80fd\u7684\u672a\u6765\u53d1\u5c55\u4e2d\uff0c\u8fd9\u4e9b\u521b\u65b0\u5bf9\u5fae\u8f6f\u4e43\u81f3\u5bf9\u6574\u4e2a\u884c\u4e1a\u90fd\u5c06\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u76f8\u5173\u94fe\u63a5\uff1a<\/p>\n\n\n\n<p>ONNX Runtime\uff1ahttps:\/\/onnxruntime.ai<\/p>\n\n\n\n<p>EdgeFormer\uff1ahttps:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/edgeformer-a-parameter-efficient-transformer-for-on-device-seq2seq-generation\/<\/p>\n\n\n\n<p>EdgeLM\uff1ahttps:\/\/github.com\/microsoft\/unilm\/tree\/master\/edgelm<\/p>\n\n\n\n<p>ONNX Runtime \u91cf\u5316\uff1ahttps:\/\/onnxruntime.ai\/docs\/performance\/model-optimizations\/quantization.html<\/p>\n\n\n\n<p>Onnxruntime-extensions\uff1ahttps:\/\/github.com\/microsoft\/onnxruntime-extensions<\/p>\n\n\n\n<p>\u53c2\u8003\u6587\u732e\uff1a<\/p>\n\n\n\n<p>[1] Tao Ge, Furu Wei, Ming Zhou: Fluency Boost Learning and Inference for Neural Grammatical Error Correction. In ACL 2018.<\/p>\n\n\n\n<p>[2] Tao Ge, Furu Wei, Ming Zhou: Reaching Human-level Performance in Automatic Grammatical Error Correction: An Empirical Study.<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/1807.01270\">https:\/\/arxiv.org\/abs\/1807.01270<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>[3] Xin Sun, Tao Ge, Shuming Ma, Jingjing Li, Furu Wei, Houfeng Wang: A Unified Strategy for Multilingual Grammatical Error Correction with Pre-trained Cross-lingual Language Model. In IJCAI 2022.<\/p>\n\n\n\n<p>[4] Xin Sun, Tao Ge, Furu Wei, Houfeng Wang: Instantaneous Grammatical Error Correction with Shallow Aggressive Decoding. In ACL 2021.<\/p>\n\n\n\n<p>[5] Tao Ge, Heming Xia, Xin Sun, Si-Qing Chen, Furu Wei: Lossless Acceleration for Seq2seq Generation with Aggressive Decoding.<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2205.10350.pdf\">https:\/\/arxiv.org\/pdf\/2205.10350.pdf<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>[6] Tao Ge, Si-Qing Chen, Furu Wei: EdgeFormer: A Parameter-efficient Transformer for On-device Seq2seq Generation. In EMNLP 2022.<\/p>\n\n\n\n<p>[7] Heidorn, George. \u201cIntelligent Writing Assistance.\u201d Handbook of Natural Language Processing. Robert Dale, Hermann L. Moisl, and H. L. Somers, editors. New York: Marcel Dekker, 2000: 181-207.<\/p>\n\n\n\n<p>[8] Nan Yang, Tao Ge, Liang Wang, Binxing Jiao, Daxin Jiang, Linjun Yang, Rangan Majumder, Furu Wei: Inference with Reference: Lossless Acceleration of Large Language Models.<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2304.04487\">https:\/\/arxiv.org\/abs\/2304.04487<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1aMicrosoft Editor \u662f\u4e00\u6b3e\u4eba\u5de5\u667a\u80fd\u5199\u4f5c\u8f85\u52a9\u5de5\u5177\uff0c\u5176\u4e2d\u7684\u8bed\u6cd5\u68c0\u67e5\u5668\uff08grammar 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