{"id":1064421,"date":"2020-09-29T00:57:00","date_gmt":"2020-09-29T07:57:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1064421"},"modified":"2024-09-25T00:52:23","modified_gmt":"2024-09-25T07:52:23","slug":"codexglue","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/codexglue\/","title":{"rendered":"\u4ee3\u7801\u667a\u80fd\u65b0\u57fa\u51c6\u6570\u636e\u96c6CodeXGLUE\u6765\u88ad\uff0c\u591a\u89d2\u5ea6\u8861\u91cf\u6a21\u578b\u4f18\u52a3"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u4ee3\u7801\u667a\u80fd\uff08code intelligence\uff09\u76ee\u7684\u662f\u8ba9\u8ba1\u7b97\u673a\u5177\u5907\u7406\u89e3\u548c\u751f\u6210\u4ee3\u7801\u7684\u80fd\u529b\uff0c\u5e76\u5229\u7528\u7f16\u7a0b\u8bed\u8a00\u77e5\u8bc6\u548c\u4e0a\u4e0b\u6587\u8fdb\u884c\u63a8\u7406\uff0c\u652f\u6301\u4ee3\u7801\u68c0\u7d22\u3001\u8865\u5168\u3001\u7ffb\u8bd1\u3001\u7ea0\u9519\u3001\u95ee\u7b54\u7b49\u573a\u666f\u3002\u4ee5\u6df1\u5ea6\u5b66\u4e60\u4e3a\u4ee3\u8868\u7684\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\uff0c\u8fd1\u5e74\u6765\u5728\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u4e0a\u53d6\u5f97\u4e86\u98de\u8dc3\u5f0f\u7684\u7a81\u7834\uff0c\u4ee3\u7801\u667a\u80fd\u4e5f\u56e0\u6b64\u83b7\u5f97\u4e86\u8d8a\u6765\u8d8a\u591a\u7684\u5173\u6ce8\u3002\u8be5\u9886\u57df\u4e00\u65e6\u6709\u7a81\u7834\uff0c\u5c06\u5927\u5e45\u5ea6\u63a8\u52a8 AI \u5728\u8f6f\u4ef6\u5f00\u53d1\u573a\u666f\u7684\u843d\u5730\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator 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Dataset\uff09\u5bf9\u4e00\u4e2a\u9886\u57df\u7684\u53d1\u5c55\u81f3\u5173\u91cd\u8981\u3002\u4f8b\u5982\uff0cImageNet\uff08\u65af\u5766\u798f\u5927\u5b66\uff09\u6781\u5927\u5730\u63a8\u52a8\u4e86\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u53d1\u5c55\uff0c\u7c7b\u4f3c\u5305\u542b\u591a\u79cd\u4efb\u52a1\u7684 GLUE\uff08\u7ebd\u7ea6\u5927\u5b66\uff09\u548c XGLUE\uff08https:\/\/microsoft.github.io\/XGLUE\/\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u81ea\u7136\u8bed\u8a00\u8ba1\u7b97\u7ec4\uff09\u6570\u636e\u96c6\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u4e5f\u4ea7\u751f\u4e86\u975e\u5e38\u6df1\u8fdc\u7684\u5f71\u54cd\u3002\u8fd1\u5e74\u6765\uff0c\u7edf\u8ba1\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u5c24\u5176\u662f\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u5728\u5f88\u591a\u4ee3\u7801\u667a\u80fd\u4efb\u52a1\uff08\u5982\u4ee3\u7801\u68c0\u7d22\u3001\u4ee3\u7801\u8865\u5168\u3001\u4ee3\u7801\u7ea0\u9519\uff09\u4e0a\u90fd\u53d6\u5f97\u4e86\u4e0d\u9519\u7684\u8fdb\u5c55\uff0c\u4f46\u662f\uff0c\u4ee3\u7801\u667a\u80fd\u9886\u57df\u4ecd\u7f3a\u5c11\u4e00\u4e2a\u80fd\u8986\u76d6\u591a\u79cd\u4efb\u52a1\u7684\u57fa\u51c6\u6570\u636e\uff0c\u4ee5\u4fbf\u4ece\u4e0d\u540c\u89d2\u5ea6\u8861\u91cf\u6a21\u578b\u7684\u4f18\u52a3\u3002<\/p>\n\n\n\n<p>\u8fd1\u671f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff08\u81ea\u7136\u8bed\u8a00\u8ba1\u7b97\u7ec4\uff09\u8054\u5408 Visual Studio \u548c\u5fc5\u5e94\u641c\u7d22\u53d1\u5e03\u4e86\u4ee3\u7801\u667a\u80fd\u9886\u57df\u9996\u4e2a\u5927\u89c4\u6a21\u591a\u4efb\u52a1\u7684\u65b0\u57fa\u51c6\u2014\u2014CodeXGLUE\uff08https:\/\/github.com\/microsoft\/CodeXGLUE\uff09\u3002\u8be5\u57fa\u51c6\u53ef\u8986\u76d6 code-code\u3001code-text\u3001text-code\u3001text-text \u56db\u4e2a\u7c7b\u522b\uff0c\u5305\u542b10\u4e2a\u4efb\u52a1\u53ca14\u4e2a\u6570\u636e\u96c6\uff0c\u5177\u4f53\u6709\uff1a\u4ee3\u7801\u514b\u9686\u68c0\u6d4b\u3001\u4ee3\u7801\u7f3a\u9677\u68c0\u6d4b\u3001\u4ee3\u7801\u5b8c\u5f62\u586b\u7a7a\u3001\u4ee3\u7801\u8865\u5168\u3001\u4ee3\u7801\u7ea0\u9519\u3001\u4ee3\u7801\u7ffb\u8bd1\u3001\u4ee3\u7801\u68c0\u7d22\u3001\u4ee3\u7801\u751f\u6210\u3001\u4ee3\u7801\u6ce8\u91ca\u751f\u6210\u3001\u4ee3\u7801\u6587\u6863\u7ffb\u8bd1\u5341\u9879\u4efb\u52a1\u3002\u5176\u4e2d\uff0c\u6709\u81ea\u5efa\u6570\u636e\u96c6\uff0c\u4e5f\u6709\u5728\u4e1a\u754c\u5df2\u6709\u5f71\u54cd\u529b\u7684\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5341\u9879\u5168\u80fd\u8bc4\u6d4b\u96c6\u4e0a\u7ebf\">\u5341\u9879\u5168\u80fd\u8bc4\u6d4b\u96c6\u4e0a\u7ebf<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"577\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-1-1024x577.jpg\" alt=\"table\" class=\"wp-image-1064424\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-1-1024x577.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-1-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-1-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-1-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-1-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-1-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-1-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-1-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-1-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-1.jpg 1428w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0cCodeXGLUE \u4e2d\u5305\u542b\u5982\u4e0b\u5341\u9879\u4efb\u52a1\uff1a<\/p>\n\n\n\n<p>1. \u4ee3\u7801\u514b\u9686\u68c0\u6d4b\uff08Clone Detection\uff09\u3002\u8be5\u4efb\u52a1\u662f\u4e3a\u4e86\u68c0\u6d4b\u4ee3\u7801\u4e0e\u4ee3\u7801\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\uff0c\u5305\u542b\u4e24\u4e2a\u5916\u90e8\u516c\u5f00\u6570\u636e\u96c6\uff0c\u4f46\u4efb\u52a1\u5b9a\u4e49\u7a0d\u6709\u4e0d\u540c\u3002\u5728\u7b2c\u4e00\u4e2a\u6570\u636e\u96c6\u4e2d\uff0c\u7ed9\u5b9a\u4e24\u4e2a\u4ee3\u7801\u4f5c\u4e3a\u8f93\u5165\uff0c\u8981\u6c42\u505a0\/1\u4e8c\u5143\u5206\u7c7b\uff0c1\u8868\u793a\u4e24\u6bb5\u4ee3\u7801\u8bed\u4e49\u76f8\u540c\uff0c0\u8868\u793a\u4e24\u6bb5\u4ee3\u7801\u8bed\u4e49\u4e0d\u540c\u3002\u5728\u7b2c\u4e8c\u4e2a\u6570\u636e\u96c6\u4e2d\uff0c\u5219\u7ed9\u5b9a\u4e00\u6bb5\u4ee3\u7801\u4f5c\u4e3a\u8f93\u5165\uff0c\u4efb\u52a1\u662f\u4ece\u7ed9\u5b9a\u7684\u4ee3\u7801\u5e93\u4e2d\u68c0\u7d22\u4e0e\u8f93\u5165\u4ee3\u7801\u8bed\u4e49\u76f8\u540c\u7684\u4ee3\u7801\u3002<\/p>\n\n\n\n<p>2. \u4ee3\u7801\u7f3a\u9677\u68c0\u6d4b\uff08Defect Detection\uff09\u3002\u8be5\u4efb\u52a1\u662f\u68c0\u6d4b\u4e00\u6bb5\u4ee3\u7801\u662f\u5426\u5305\u542b\u53ef\u4ee5\u5bfc\u81f4\u8f6f\u4ef6\u7cfb\u7edf\u53d7\u5230\u653b\u51fb\u7684\u4e0d\u53ef\u9760\u4ee3\u7801\uff0c\u4f8b\u5982\u8d44\u6e90\u6cc4\u9732\u3001UAF \u6f0f\u6d1e\u548c DoS \u653b\u51fb\u7b49\u3002\u8be5\u4efb\u52a1\u4e2d\u4f7f\u7528\u4e86\u5916\u90e8\u516c\u5f00\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p>3. \u4ee3\u7801\u5b8c\u5f62\u586b\u7a7a\uff08Cloze Test\uff09\u3002\u5148\u7ed9\u5b9a\u4e00\u6bb5\u4ee3\u7801\uff0c\u4f46\u4ee3\u7801\u4e2d\u7684\u90e8\u5206\u5185\u5bb9\u88ab\u63a9\u76d6\u4f4f\uff0c\u8be5\u4efb\u52a1\u8981\u6c42\u9884\u6d4b\u51fa\u88ab\u63a9\u76d6\u7684\u4ee3\u7801\u3002\u7814\u7a76\u5458\u4eec\u5c06\u8be5\u4efb\u52a1\u5b9a\u4e49\u4e3a\u591a\u9879\u9009\u62e9\u9898\u7684\u5f62\u5f0f\uff0c\u5e76\u6784\u5efa\u4e86\u4e24\u4e2a\u6570\u636e\u96c6\u3002\u5728\u7b2c\u4e00\u4e2a\u6570\u636e\u96c6\u4e2d\uff0c\u88ab\u63a9\u76d6\u4f4f\u7684\u4ee3\u7801\u53ef\u4ee5\u6765\u81ea\u4e8e\u4ee3\u7801\u4e2d\u7684\u4efb\u610f\u5b57\u7b26\uff1b\u5728\u7b2c\u4e8c\u4e2a\u6570\u636e\u96c6\u4e2d\uff0c\u5219\u8bd5\u56fe\u66f4\u6709\u9488\u5bf9\u6027\u5730\u6d4b\u8bd5\u7cfb\u7edf\u5bf9\u4ee3\u7801 max\u3001min \u51fd\u6570\u7684\u7406\u89e3\u80fd\u529b\u3002<\/p>\n\n\n\n<p>4. \u4ee3\u7801\u8865\u5168\uff08Code Completion\uff09\uff0c\u4e5f\u5c31\u662f\u7ed9\u5b9a\u5df2\u7ecf\u5199\u597d\u7684\u90e8\u5206\u4ee3\u7801\u3002\u8be5\u4efb\u52a1\u80fd\u591f\u81ea\u52a8\u9884\u6d4b\u51fa\u540e\u7eed\u7684\u4ee3\u7801\uff0c\u5177\u4f53\u5305\u542b\u4e24\u4e2a\u8bbe\u7f6e\uff0c\u5206\u522b\u662f\u8bcd\u6c47\u7ea7\u522b\uff08Token-level\uff09\u548c\u884c\u7ea7\u522b\uff08Line-level\uff09\u7684\u8865\u5168\u3002\u987e\u540d\u601d\u4e49\uff0c\u524d\u8005\u7684\u4efb\u52a1\u662f\u8865\u5168\u4e0b\u4e00\u4e2a\u8bcd\u6c47\uff0c\u800c\u540e\u8005\u7684\u4efb\u52a1\u662f\u8865\u5168\u4e00\u6574\u884c\u4ee3\u7801\u3002\u8bcd\u6c47\u7ea7\u4efb\u52a1\u4f7f\u7528\u4e86\u4e24\u4e2a\u88ab\u5916\u90e8\u5e7f\u6cdb\u4f7f\u7528\u7684\u6570\u636e\u3002\u884c\u7ea7\u522b\u7684\u4efb\u52a1\u5219\u662f\u5728\u8bcd\u6c47\u7ea7\u522b\u4efb\u52a1\u7684\u6570\u636e\u4e0a\u81ea\u52a8\u6784\u5efa\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<p>5. \u4ee3\u7801\u7ffb\u8bd1\uff08Code Translation\uff09\u3002\u8be5\u4efb\u52a1\u662f\u628a\u4ee3\u7801\u4ece\u4e00\u79cd\u7f16\u7a0b\u8bed\u8a00\u7ffb\u8bd1\u5230\u53e6\u4e00\u79cd\u7f16\u7a0b\u8bed\u8a00\u3002\u7814\u7a76\u5458\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a Java \u5230 C# \u7684\u4ee3\u7801\u7ffb\u8bd1\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p>6. \u4ee3\u7801\u68c0\u7d22\uff08Code Search\uff09\u3002\u8be5\u4efb\u52a1\u662f\u4e3a\u4e86\u68c0\u6d4b\u81ea\u7136\u8bed\u8a00\u4e0e\u4ee3\u7801\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\uff0c\u5305\u542b\u4e24\u4e2a\u6570\u636e\u96c6\uff0c\u5177\u4f53\u5b9a\u4e49\u7a0d\u6709\u4e0d\u540c\uff1a\u5728\u7b2c\u4e00\u4e2a\u6570\u636e\u96c6\u4e2d\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u81ea\u7136\u8bed\u8a00\u4f5c\u4e3a\u8f93\u5165\uff0c\u4efb\u52a1\u662f\u4ece\u7ed9\u5b9a\u4ee3\u7801\u5e93\u4e2d\u68c0\u7d22\u4e0e\u8f93\u5165\u81ea\u7136\u8bed\u8a00\u8bed\u4e49\u6700\u76f8\u8fd1\u7684\u4ee3\u7801\uff0c\u7814\u7a76\u4eba\u5458\u4e3a\u8be5\u6570\u636e\u65b0\u6784\u5efa\u4e86\u4e00\u4e2a\u6d4b\u8bd5\u96c6\uff0c\u7528\u6765\u66f4\u597d\u5730\u6d4b\u8bd5\u7cfb\u7edf\u7684\u6df1\u5c42\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u3002\u5728\u7b2c\u4e8c\u4e2a\u6570\u636e\u96c6\u4e2d\uff0c\u7ed9\u5b9a\u81ea\u7136\u8bed\u8a00-\u4ee3\u7801\u5bf9\u4f5c\u4e3a\u8f93\u5165\uff0c\u8981\u6c42\u7cfb\u7edf\u505a0\/1\u4e8c\u5143\u5206\u7c7b\uff0c1\u8868\u793a\u8bed\u4e49\u76f8\u4f3c\uff0c0\u8868\u793a\u8bed\u4e49\u4e0d\u76f8\u4f3c\uff0c\u7814\u7a76\u5458\u4eec\u540c\u6837\u4e3a\u8be5\u4efb\u52a1\u6784\u9020\u4e86\u65b0\u7684\u6d4b\u8bd5\u6570\u636e\u96c6\uff0c\u6d4b\u8bd5\u6570\u636e\u7684\u81ea\u7136\u8bed\u8a00\u6765\u81ea\u5fc5\u5e94\u641c\u7d22\u5f15\u64ce\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u53cd\u5e94\u771f\u5b9e\u7528\u6237\u7684\u67e5\u8be2\u4e60\u60ef\u3002<\/p>\n\n\n\n<p>7. \u4ee3\u7801\u7ea0\u9519\uff08Code Refinement\uff09\u3002 \u7ed9\u5b9a\u4e00\u6bb5\u6709 bug \u6216\u8005\u590d\u6742\u7684\u4ee3\u7801\u4f5c\u4e3a\u8f93\u5165\uff0c\u8be5\u4efb\u52a1\u8981\u6c42\u751f\u6210\u88ab\u4f18\u5316\u540e\u7684\u4ee3\u7801\u3002\u8be5\u4efb\u52a1\u4e2d\u4f7f\u7528\u4e86\u4e00\u4e2a\u5916\u90e8\u516c\u5f00\u7684\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p>8. \u4ee3\u7801\u751f\u6210\uff08Text-to-code Generation\uff09\u3002\u7ed9\u5b9a\u81ea\u7136\u8bed\u8a00\u6ce8\u91ca\u4f5c\u4e3a\u8f93\u5165\uff0c\u8be5\u4efb\u52a1\u8981\u6c42\u81ea\u52a8\u751f\u6210\u51fd\u6570\u7684\u6e90\u4ee3\u7801\u3002\u8be5\u4efb\u52a1\u4e2d\u4f7f\u7528\u4e86\u5916\u90e8\u7684\u516c\u5f00\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p>9. \u4ee3\u7801\u6ce8\u91ca\u751f\u6210\uff08Code Summarization\uff09\u3002\u7ed9\u5b9a\u4e00\u6bb5\u51fd\u6570\u4ee3\u7801\u4f5c\u4e3a\u8f93\u5165\uff0c\u8be5\u4efb\u52a1\u8981\u6c42\u81ea\u52a8\u751f\u6210\u5bf9\u5e94\u7684\u81ea\u7136\u8bed\u8a00\u6ce8\u91ca\u3002\u8be5\u4efb\u52a1\u4e2d\u4f7f\u7528\u4e86\u5916\u90e8\u516c\u5f00\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p>10. \u6587\u6863\u7ffb\u8bd1\uff08Documentation Translation\uff09\u3002\u8be5\u4efb\u52a1\u7684\u76ee\u7684\u662f\u81ea\u52a8\u5c06\u4ee3\u7801\u6587\u6863\u4ece\u4e00\u79cd\u81ea\u7136\u8bed\u8a00\u7ffb\u8bd1\u5230\u53e6\u4e00\u79cd\u81ea\u7136\u8bed\u8a00\uff0c\u5982\u4ece\u82f1\u6587\u7ffb\u8bd1\u5230\u4e2d\u6587\u3002\u8be5\u4efb\u52a1\u4e2d\u6784\u5efa\u4e86\u65b0\u7684\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p>CodeXGLUE \u53d1\u5e03\u5728 GitHub \u4e0a\uff0c\u53c2\u8d5b\u8005\u53ef\u9996\u5148\u901a\u8fc7 Git Clone \u547d\u4ee4\u4e0b\u8f7d\u5168\u90e8\u8d44\u6e90\u3002\u6700\u5916\u5c42\u76ee\u5f55\u5bf9\u5e94\u4e86\u56db\u4e2a\u4efb\u52a1\u5206\u7c7b\uff0c\u5373 Code-code\u3001 Code-text\u3001Text-code \u548c Text-text\u3002\u7814\u7a76\u5458\u4eec\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u548c\u6570\u636e\u96c6\u90fd\u521b\u5efa\u4e86\u5b50\u6587\u4ef6\u5939\uff0c\u5176\u4e2d\u5305\u62ec\u6570\u636e\u3001\u4ee3\u7801\u3001\u8bc4\u6d4b\u811a\u672c\u4ee5\u53ca\u8bf4\u660e\u6587\u6863\u3002\u5bf9\u4e8e\u6765\u81ea\u5916\u90e8\u7684\u516c\u5f00\u6570\u636e\u96c6\uff0c\u5219\u63d0\u4f9b\u4e86\u6570\u636e\u4e0b\u8f7d\u7684\u811a\u672c\uff1b\u540c\u65f6\uff0c\u5bf9\u4e8e\u9700\u8981\u505a\u9884\u5904\u7406\u7684\u90e8\u5206\u6570\u636e\uff0c\u4e5f\u63d0\u4f9b\u4e86\u9884\u5904\u7406\u7684\u811a\u672c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"624\" height=\"353\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-2.png\" alt=\"GitHub\u4ed3\u5e93\" class=\"wp-image-1064427\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-2.png 624w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-2-300x170.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-2-240x136.png 240w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e09\u5927\u57fa\u7ebf\u7cfb\u7edf\u6a21\u578b-codebert-encoder-decoder\u548ccodegpt\">\u4e09\u5927\u57fa\u7ebf\u7cfb\u7edf\u6a21\u578b\uff1aCodeBERT\u3001Encoder-Decoder\u548cCodeGPT<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u53c2\u8d5b\u8005\u66f4\u5bb9\u6613\u53c2\u4e0e\u5230 CodeXGLUE \u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u642d\u5efa\u4e86\u76ee\u524d\u8f83\u4e3a\u6d41\u884c\u7684\u3001\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u57fa\u7ebf\u7cfb\u7edf\uff08Baseline\uff09\u3002\u8fd9\u4e9b\u57fa\u7ebf\u7cfb\u7edf\u53ef\u4ee5\u88ab\u5f52\u4e3a\u4e09\u7c7b\uff1a\u7b2c\u4e00\u7c7b\u662f\u57fa\u4e8e CodeBERT \u9884\u8bad\u7ec3\u6a21\u578b\u7684\u7cfb\u7edf\uff0c\u80fd\u591f\u652f\u6301\u5982\u5206\u7c7b\u3001\u68c0\u7d22\u7b49\u4ee3\u7801\u7406\u89e3\u4efb\u52a1\uff1b\u7b2c\u4e8c\u7c7b\u662f\u57fa\u4e8e CodeGPT \u9884\u8bad\u7ec3\u6a21\u578b\u7684\u7cfb\u7edf\uff0c\u80fd\u591f\u652f\u6301\u4ee3\u7801\u8865\u5168\u548c\u4ee3\u7801\u751f\u6210\u4efb\u52a1\uff1b\u7b2c\u4e09\u7c7b\u662f\u7f16\u7801\u5668-\u89e3\u7801\u5668\u6a21\u578b\uff08Encoder-Decoder\uff09\uff0c\u80fd\u591f\u66f4\u597d\u5730\u652f\u6491\u5982\u4ee3\u7801\u7ffb\u8bd1\u3001\u4ee3\u7801\u7ea0\u9519\u7b49\u751f\u6210\u4efb\u52a1\u3002\u4e0b\u56fe\u7ed9\u51fa\u4e86\u4e09\u7c7b\u57fa\u7ebf\u7cfb\u7edf\u7684\u603b\u51b5\uff0c\u63a5\u4e0b\u6765\u5c06\u5206\u522b\u5bf9\u6bcf\u4e2a\u57fa\u7ebf\u7cfb\u7edf\u8fdb\u884c\u4ecb\u7ecd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"624\" height=\"351\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-3.png\" alt=\"diagram\" class=\"wp-image-1064430\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-3.png 624w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-3-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-3-240x135.png 240w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><\/figure>\n\n\n\n<p>\u57fa\u4e8e CodeBERT \u9884\u8bad\u7ec3\u6a21\u578b\u7684\u7cfb\u7edf\uff1a\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\uff0cBERT \u5728\u8bf8\u591a\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u4efb\u52a1\u4e2d\u90fd\u5c55\u73b0\u4e86\u975e\u5e38\u51fa\u8272\u7684\u6027\u80fd\u3002BERT \u7684\u57fa\u672c\u601d\u60f3\u662f\u628a\u6a21\u578b\u7684\u5b66\u4e60\u8fc7\u7a0b\u5206\u4e3a\u9884\u8bad\u7ec3\uff08Pre-training\uff09\u548c\u5fae\u8c03\uff08Fine-tuning\uff09\u4e24\u4e2a\u6b65\u9aa4\u3002\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0cBERT \u4f1a\u4ece\u6d77\u91cf\u65e0\u6807\u6ce8\u7684\u6587\u672c\u4e2d\u901a\u8fc7\u81ea\u76d1\u7763\u4f18\u5316\u76ee\u6807\uff0c\u5982\u8bed\u8a00\u6a21\u578b\u548c\u63a9\u7801\u8bed\u8a00\u6a21\u578b\uff0c\u5b66\u4e60\u901a\u7528\u7684\u8bcd\u6c47\u4e0a\u4e0b\u6587\u8bed\u4e49\u8868\u793a\uff1b\u5728\u5fae\u8c03\u9636\u6bb5\uff0c\u5df2\u7ecf\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u53c2\u6570\u4f1a\u5728\u4e0b\u6e38\u4efb\u52a1\u7684\u6807\u6ce8\u6570\u636e\u4e0a\u8fdb\u884c\u5fae\u8c03\u3002\u53d7 BERT \u7684\u542f\u53d1\uff0c\u7814\u7a76\u5458\u4eec\u4e3a\u53c2\u8d5b\u8005\u63d0\u4f9b\u4e86 CodeBERT \u6a21\u578b\uff0c\u5373\u9762\u5411\u7f16\u7a0b\u8bed\u8a00\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u3002<\/p>\n\n\n\n<p>CodeXGLUE \u4e2d\u7684\u5f88\u591a\u4efb\u52a1\u540c\u65f6\u6d89\u53ca\u5230\u6587\u672c\u548c\u4ee3\u7801\uff0c\u56e0\u6b64\u8be5\u7cfb\u7edf\u63d0\u4f9b\u4e86\u5728 code-text pair \u4e0a\u9884\u8bad\u7ec3\u7684 CodeBERT \u6a21\u578b\u3002\u8be5\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u540c\u65f6\u4f1a\u628a\u4ee3\u7801\u548c\u6587\u672c\u4f5c\u4e3a\u8f93\u5165\uff0c\u8fd9\u6837\u7684\u8bbe\u7f6e\u53ef\u4fc3\u8fdb\u6a21\u578b\u5b66\u4e60\u6587\u672c\u548c\u4ee3\u7801\u4e4b\u95f4\u7684\u8bed\u4e49\u4ea4\u4e92\uff08\u76f8\u5173\u8bba\u6587\uff1aCodeBERT: A Pre-Trained Model for Programming and Natural Languages\uff0chttps:\/\/arxiv.org\/abs\/2002.08155\uff09\u3002\u7531\u4e8e\u4ee3\u7801\u4e25\u683c\u9075\u5faa\u7f16\u7a0b\u8bed\u8a00\u7684\u8bed\u6cd5\u89c4\u8303\uff0c\u6240\u4ee5\u4ee3\u7801\u7684\u5185\u5bb9\u5177\u6709\u5f88\u5f3a\u7684\u7ed3\u6784\u6027\uff0c\u57fa\u4e8e\u8fd9\u70b9\u8003\u8651\uff0c\u7814\u7a76\u4eba\u5458\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86\u4e00\u79cd\u878d\u5408\u4ee3\u7801\u7ed3\u6784\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002\u5177\u4f53\u6765\u8bf4\u5c31\u662f\u5229\u7528\u4ee3\u7801\u7684\u6570\u636e\u6d41\u4fe1\u606f\uff0c\u5e76\u56f4\u7ed5\u6570\u636e\u6d41\u63d0\u51fa\u4e86\u4e24\u79cd\u65b0\u7684\u9884\u8bad\u7ec3\u4efb\u52a1\u3002\u6a21\u578b\u7684\u5177\u4f53\u7ec6\u8282\u53ef\u53c2\u89c1\u8bba\u6587\uff1aGraphCodeBERT: Pre-training Code Representations with Data Flow \uff08https:\/\/arxiv.org\/abs\/2009.08366 \uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"624\" height=\"350\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-4.png\" alt=\"diagram\" class=\"wp-image-1064433\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-4.png 624w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-4-300x168.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-4-240x135.png 240w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><\/figure>\n\n\n\n<p>\u57fa\u4e8e CodeGPT \u9884\u8bad\u7ec3\u6a21\u578b\u7684\u7cfb\u7edf\uff1aGPT \u6a21\u578b\u5728\u81ea\u7136\u8bed\u8a00\u751f\u6210\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u975e\u5e38\u51fa\u8272\u7684\u6548\u679c\uff0c\u4e5f\u6709\u5b66\u8005\u53d1\u73b0\u5728\u7f16\u7a0b\u8bed\u8a00\u4e0a\u9884\u8bad\u7ec3 GPT \u6a21\u578b\u5728\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u4e0a\u8868\u73b0\u5f97\u5f88\u4e0d\u9519\u3002\u4e3a\u4e86\u5e2e\u52a9\u53c2\u8d5b\u8005\u66f4\u5feb\u5730\u642d\u5efa\u6a21\u578b\uff0c\u7814\u7a76\u5458\u4eec\u5206\u522b\u5728 Python \u548c Java \u4e24\u79cd\u7f16\u7a0b\u8bed\u8a00\u4e0a\u9884\u8bad\u7ec3\u4e86 GPT \u6a21\u578b\uff0c\u79f0\u4e4b\u4e3a CodeGPT\uff08\u5982\u4e0b\u56fe\u6240\u793a\uff09\u3002\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u6765\u81eaCodeSearchNet\uff0c\u8bad\u7ec3\u76ee\u6807\u662f\u4f20\u7edf\u7684\u8bed\u8a00\u6a21\u578b\u3002\u53c2\u8d5b\u8005\u53ea\u9700\u5728\u4e0b\u6e38\u4efb\u52a1\u4e2d\u5bf9 CodeGPT \u8fdb\u884c\u5fae\u8c03\uff0c\u5373\u53ef\u5728\u4ee3\u7801\u751f\u6210\u548c\u8865\u5168\u4efb\u52a1\u4e0a\u53d6\u5f97\u5f53\u524d\u6700\u597d\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"624\" height=\"339\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-5.png\" alt=\"diagram\" class=\"wp-image-1064436\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-5.png 624w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-5-300x163.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-5-240x130.png 240w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><\/figure>\n\n\n\n<p>\u7f16\u7801\u5668-\u89e3\u7801\u5668\u6a21\u578b\u7cfb\u7edf\uff1a\u4e3a\u4e86\u652f\u6301\u5982\u4ee3\u7801\u7ffb\u8bd1\u3001\u4ee3\u7801\u7ea0\u9519\u7b49 Sequence-to-sequence \u751f\u6210\u95ee\u9898\uff0c\u8be5\u7cfb\u7edf\u63d0\u4f9b\u4e86\u57fa\u4e8e Transformer \u7684 Encoder-Decoder \u6846\u67b6\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u4e00\u4e2a C++ \u5230 Python \u7684\u4ee3\u7801\u7ffb\u8bd1\u6837\u4f8b\uff0cEncoder \u7aef\u63a5\u6536\u4e86 C++ \u7684\u4ee3\u7801\u4f5c\u4e3a\u8f93\u5165\uff0cDecoder \u7aef\u5e8f\u5217\u5316\u5730\u8f93\u51fa\u4e86 Python \u4ee3\u7801\u3002\u6a21\u578b\u7684\u6846\u67b6\u4e5f\u652f\u6301\u5728 Encoder \u7aef\u4f7f\u7528 CodeBERT \u521d\u59cb\u5316\u6a21\u578b\u53c2\u6570\uff0c\u4ee5\u66f4\u597d\u5730\u8868\u793a\u4ee3\u7801\u7684\u8bed\u4e49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"624\" height=\"342\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-6.png\" alt=\"diagram\" class=\"wp-image-1064439\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-6.png 624w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-6-300x164.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-6-240x132.png 240w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><\/figure>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u5728\u4e24\u4e2a P100 GPU \u4e0a\u8ba1\u7b97\u4e86\u6bcf\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u65f6\u95f4\uff0c\u5982\u4e0b\u8868\u6240\u793a\u3002\u53ef\u4ee5\u770b\u51fa\uff0c\u6a21\u578b\u8bad\u7ec3\u65f6\u957f\u5728\u4e00\u5c0f\u65f6\u5230\u4e09\u5341\u5c0f\u65f6\u5185\uff0c\u63a8\u7406\u7684\u8fc7\u7a0b\u5219\u66f4\u5feb\uff0c\u6700\u5feb\u7684\u6570\u636e\u4ec5\u9700\u8981\u51e0\u5206\u949f\uff0c\u6700\u8017\u65f6\u7684\u9700\u8981\u4e24\u4e2a\u5c0f\u65f6\u3002\u8fd9\u6837\u7684\u8d44\u6e90\u6d88\u8017\u901a\u5e38\u662f\u53ef\u4ee5\u88ab\u5927\u90e8\u5206\u53c2\u8d5b\u8005\u6240\u63a5\u53d7\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"624\" height=\"346\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-7.png\" alt=\"table\" class=\"wp-image-1064442\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-7.png 624w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-7-300x166.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-7-240x133.png 240w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5168\u65b0\u8bc4\u6d4b\u6307\u6807codebleu-\u5b9a\u4e49\u6a21\u578b\u4f18\u52a3\u6807\u51c6\">\u5168\u65b0\u8bc4\u6d4b\u6307\u6807CodeBLEU\uff0c\u5b9a\u4e49\u6a21\u578b\u4f18\u52a3\u6807\u51c6<\/h2>\n\n\n\n<p>\u8bc4\u6d4b\u6307\u6807\u7684\u9009\u53d6\u81f3\u5173\u91cd\u8981\uff0c\u5b83\u5b9a\u4e49\u4e86\u533a\u5206\u6a21\u578b\u4f18\u52a3\u7684\u6807\u51c6\u3002\u76ee\u524d\uff0c\u4e1a\u754c\u5927\u591a\u4f7f\u7528 BLEU \u8bc4\u4ef7\u751f\u6210\u4ee3\u7801\u7684\u8d28\u91cf\uff0c\u5176\u57fa\u672c\u601d\u60f3\u662f\u8ba1\u7b97\u751f\u6210\u4ee3\u7801\u548c\u6807\u51c6\u7b54\u6848\u4ee3\u7801 ngram \u7684\u5339\u914d\u7a0b\u5ea6\u3002\u7136\u800c\uff0c\u4ee3\u7801\u8574\u542b\u7740\u4e30\u5bcc\u7684\u8bed\u6cd5\u548c\u8bed\u4e49\u7ed3\u6784\uff0cBLEU \u65e0\u6cd5\u6355\u6349\u4ee3\u7801\u7684\u7ed3\u6784\u7279\u6027\u3002\u56e0\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 CodeBLEU \u6765\u66f4\u597d\u5730\u8bc4\u4ef7\u81ea\u52a8\u751f\u6210\u4ee3\u7801\u7684\u8d28\u91cf\u3002CodeBLEU \u7684\u57fa\u672c\u601d\u60f3\u662f\u4e0d\u4ec5\u4f7f\u7528\u5b57\u7b26\u7684 ngram \u5339\u914d\u7a0b\u5ea6\uff0c\u8fd8\u8981\u540c\u65f6\u8003\u8651\u4ee3\u7801\u7684\u5173\u952e\u5b57\u4fe1\u606f\u3001AST \u7ed3\u6784\u5316\u5b50\u6811\u4fe1\u606f\u4ee5\u53ca\u4ee3\u7801\u53d8\u91cf\u4e4b\u95f4\u7684\u6570\u636e\u6d41\u4fe1\u606f\u3002CodeBLEU \u7684\u6700\u7ec8\u7ed3\u679c\u7531\u5404\u4e2a\u5b50\u90e8\u5206\u52a0\u6743\u6c42\u548c\u83b7\u5f97\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"624\" height=\"348\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-8.png\" alt=\"diagram\" class=\"wp-image-1064445\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-8.png 624w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-8-300x167.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-8-240x134.png 240w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1 CodeBLEU \u6307\u6807\u7684\u6709\u6548\u6027\uff0c\u7814\u7a76\u4eba\u5458\u5206\u522b\u5728\u4ee3\u7801\u751f\u6210\u3001\u4ee3\u7801\u7ffb\u8bd1\u548c\u4ee3\u7801\u7ea0\u9519\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002\u4e0d\u4ec5\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u63d0\u4f9b\u4e86\u591a\u4e2a\u7cfb\u7edf\u7684\u6a21\u578b\u8f93\u51fa\uff0c\u5e76\u5206\u522b\u4f7f\u7528 BLEU\u3001CodeBLEU \u8bc4\u6d4b\u5404\u4e2a\u7cfb\u7edf\uff0c\u6b64\u5916\u8fd8\u8bf7\u4e86\u719f\u6089\u7f16\u7a0b\u8bed\u8a00\u7684\u4eba\u5de5\u6807\u6ce8\u4eba\u5458\u4e3a\u6bcf\u4e2a\u6a21\u578b\u7684\u8f93\u51fa\u6253\u5206\u3002\u901a\u8fc7\u4e0b\u56fe\u53ef\u4ee5\u770b\u51fa\uff0cCodeBLEU \u4e0e\u6807\u6ce8\u4eba\u5458\u6253\u5206\u7684\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570\u66f4\u9ad8\uff0c\u4ece\u800c\u9a8c\u8bc1\u4e86\u8be5\u6307\u6807\u7684\u6709\u6548\u6027\u3002\u66f4\u591a\u7ec6\u8282\uff0c\u8bf7\u53c2\u89c1\u8bba\u6587\uff1aCodeBLEU: a Method for Automatic Evaluation of Code Synthesis \uff08https:\/\/arxiv.org\/abs\/2009.10297 \uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"624\" height=\"353\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-9.png\" alt=\"table\" class=\"wp-image-1064448\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-9.png 624w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-9-300x170.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/codexglue-9-240x136.png 240w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u65b9\u4fbf\u7814\u7a76\u4eba\u5458\u4f7f\u7528\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u8fd8\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u548c\u6570\u636e\u96c6\u63d0\u4f9b\u4e86\u57fa\u7ebf\u7cfb\u7edf\u3002\u6b22\u8fce\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u7684\u540c\u884c\u6765\u4e86\u89e3\u548c\u4f7f\u7528 CodeXGLUE\uff0c\u4e5f\u6b22\u8fce\u5927\u5bb6\u63d0\u4f9b\u5b9d\u8d35\u7684\u610f\u89c1\u548c\u5efa\u8bae\u3002<\/p>\n\n\n\n<p><em>CodeXGLUE\u56e2\u961f\u6210\u5458:<\/em><br><em>Alexey Svyatkovskiy, Ambrosio Blanco, Colin Clement, Dawn Drain, Daxin Jiang, Daya Guo, Duyu Tang, Junjie Huang, Lidong Zhou, Linjun Shou, Long Zhou, Michele Tufano, Ming Gong, Ming Zhou, Nan Duan, Neel Sundaresan, Shao Kun Deng, Shengyu Fu, Shuai Lu, Shujie Liu, and Shuo Ren.<\/em><\/p>\n\n\n\n<p>CodeXGLUE\uff1ahttps:\/\/github.com\/microsoft\/CodeXGLUE<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u4ee3\u7801\u667a\u80fd\uff08code intelligence\uff09\u76ee\u7684\u662f\u8ba9\u8ba1\u7b97\u673a\u5177\u5907\u7406\u89e3\u548c\u751f\u6210\u4ee3\u7801\u7684\u80fd\u529b\uff0c\u5e76\u5229\u7528\u7f16\u7a0b\u8bed\u8a00\u77e5\u8bc6\u548c\u4e0a\u4e0b\u6587\u8fdb\u884c\u63a8\u7406\uff0c\u652f\u6301\u4ee3\u7801\u68c0\u7d22\u3001\u8865\u5168\u3001\u7ffb\u8bd1\u3001\u7ea0\u9519\u3001\u95ee\u7b54\u7b49\u573a\u666f\u3002\u4ee5\u6df1\u5ea6\u5b66\u4e60\u4e3a\u4ee3\u8868\u7684\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\uff0c\u8fd1\u5e74\u6765\u5728\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u4e0a\u53d6\u5f97\u4e86\u98de\u8dc3\u5f0f\u7684\u7a81\u7834\uff0c\u4ee3\u7801\u667a\u80fd\u4e5f\u56e0\u6b64\u83b7\u5f97\u4e86\u8d8a\u6765\u8d8a\u591a\u7684\u5173\u6ce8\u3002\u8be5\u9886\u57df\u4e00\u65e6\u6709\u7a81\u7834\uff0c\u5c06\u5927\u5e45\u5ea6\u63a8\u52a8 AI \u5728\u8f6f\u4ef6\u5f00\u53d1\u573a\u666f\u7684\u843d\u5730\u3002 \u4e00\u76f4\u4ee5\u6765\uff0c\u5fae\u8f6f\u79c9\u627f\u4e3a\u5f00\u53d1\u8005\u8d4b\u80fd\u7684\u4f7f\u547d\u3002\u57282020\u5e74 Build \u5927\u4f1a\u4e0a\uff0c\u5fae\u8f6f\u9996\u5e2d\u6267\u884c\u5b98 Satya Nadella \u8868\u793a\uff0c\u201cGitHub \u62e5\u6709\u8d85\u8fc75000\u4e07\u7528\u6237\uff0cVisual Studio Code \u662f\u6700\u53d7\u5f00\u53d1\u8005\u6b22\u8fce\u7684\u4ee3\u7801\u7f16\u8f91\u5668\u3002\u5fae\u8f6f\u5c06\u4e3a\u5f00\u53d1\u8005\u6253\u9020\u6700\u5b8c\u6574\u7684\u5f00\u53d1\u5de5\u5177\u94fe\uff0c\u7ed3\u5408 GitHub\u3001Visual Studio \u548c Azure\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5b9e\u73b0\u4ece\u60f3\u6cd5\u5230\u4ee3\u7801\u3001\u4ece\u4ee3\u7801\u5230\u4e91\u7684\u8f6c\u5316\u3002\u201d\u540c\u65f6\uff0c\u5fae\u8f6f\u5728\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u548c\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u6709\u7740\u6df1\u539a\u7684\u79ef\u7d2f\uff0c\u4e0d\u53ea\u6709\u5927\u6570\u636e\u3001\u5927\u6a21\u578b\u3001\u5f3a\u7b97\u529b\u652f\u6491\u7740\u6a21\u578b\u7684\u8bad\u7ec3\uff0c\u8fd8\u6709\u4e30\u5bcc\u7684\u6a21\u578b\u90e8\u7f72\u53ca\u4f18\u5316\u7ecf\u9a8c\uff0c\u5e2e\u52a9\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u771f\u6b63\u843d\u5730\u5230\u4ea7\u54c1\u4e2d\u3002 \u57fa\u51c6\u6570\u636e\uff08Benchmark Dataset\uff09\u5bf9\u4e00\u4e2a\u9886\u57df\u7684\u53d1\u5c55\u81f3\u5173\u91cd\u8981\u3002\u4f8b\u5982\uff0cImageNet\uff08\u65af\u5766\u798f\u5927\u5b66\uff09\u6781\u5927\u5730\u63a8\u52a8\u4e86\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u53d1\u5c55\uff0c\u7c7b\u4f3c\u5305\u542b\u591a\u79cd\u4efb\u52a1\u7684 GLUE\uff08\u7ebd\u7ea6\u5927\u5b66\uff09\u548c XGLUE\uff08https:\/\/microsoft.github.io\/XGLUE\/\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u81ea\u7136\u8bed\u8a00\u8ba1\u7b97\u7ec4\uff09\u6570\u636e\u96c6\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u4e5f\u4ea7\u751f\u4e86\u975e\u5e38\u6df1\u8fdc\u7684\u5f71\u54cd\u3002\u8fd1\u5e74\u6765\uff0c\u7edf\u8ba1\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u5c24\u5176\u662f\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u5728\u5f88\u591a\u4ee3\u7801\u667a\u80fd\u4efb\u52a1\uff08\u5982\u4ee3\u7801\u68c0\u7d22\u3001\u4ee3\u7801\u8865\u5168\u3001\u4ee3\u7801\u7ea0\u9519\uff09\u4e0a\u90fd\u53d6\u5f97\u4e86\u4e0d\u9519\u7684\u8fdb\u5c55\uff0c\u4f46\u662f\uff0c\u4ee3\u7801\u667a\u80fd\u9886\u57df\u4ecd\u7f3a\u5c11\u4e00\u4e2a\u80fd\u8986\u76d6\u591a\u79cd\u4efb\u52a1\u7684\u57fa\u51c6\u6570\u636e\uff0c\u4ee5\u4fbf\u4ece\u4e0d\u540c\u89d2\u5ea6\u8861\u91cf\u6a21\u578b\u7684\u4f18\u52a3\u3002 \u8fd1\u671f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff08\u81ea\u7136\u8bed\u8a00\u8ba1\u7b97\u7ec4\uff09\u8054\u5408 Visual Studio \u548c\u5fc5\u5e94\u641c\u7d22\u53d1\u5e03\u4e86\u4ee3\u7801\u667a\u80fd\u9886\u57df\u9996\u4e2a\u5927\u89c4\u6a21\u591a\u4efb\u52a1\u7684\u65b0\u57fa\u51c6\u2014\u2014CodeXGLUE\uff08https:\/\/github.com\/microsoft\/CodeXGLUE\uff09\u3002\u8be5\u57fa\u51c6\u53ef\u8986\u76d6 code-code\u3001code-text\u3001text-code\u3001text-text \u56db\u4e2a\u7c7b\u522b\uff0c\u5305\u542b10\u4e2a\u4efb\u52a1\u53ca14\u4e2a\u6570\u636e\u96c6\uff0c\u5177\u4f53\u6709\uff1a\u4ee3\u7801\u514b\u9686\u68c0\u6d4b\u3001\u4ee3\u7801\u7f3a\u9677\u68c0\u6d4b\u3001\u4ee3\u7801\u5b8c\u5f62\u586b\u7a7a\u3001\u4ee3\u7801\u8865\u5168\u3001\u4ee3\u7801\u7ea0\u9519\u3001\u4ee3\u7801\u7ffb\u8bd1\u3001\u4ee3\u7801\u68c0\u7d22\u3001\u4ee3\u7801\u751f\u6210\u3001\u4ee3\u7801\u6ce8\u91ca\u751f\u6210\u3001\u4ee3\u7801\u6587\u6863\u7ffb\u8bd1\u5341\u9879\u4efb\u52a1\u3002\u5176\u4e2d\uff0c\u6709\u81ea\u5efa\u6570\u636e\u96c6\uff0c\u4e5f\u6709\u5728\u4e1a\u754c\u5df2\u6709\u5f71\u54cd\u529b\u7684\u6570\u636e\u96c6\u3002 \u5177\u4f53\u6765\u8bf4\uff0cCodeXGLUE \u4e2d\u5305\u542b\u5982\u4e0b\u5341\u9879\u4efb\u52a1\uff1a 1. \u4ee3\u7801\u514b\u9686\u68c0\u6d4b\uff08Clone Detection\uff09\u3002\u8be5\u4efb\u52a1\u662f\u4e3a\u4e86\u68c0\u6d4b\u4ee3\u7801\u4e0e\u4ee3\u7801\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\uff0c\u5305\u542b\u4e24\u4e2a\u5916\u90e8\u516c\u5f00\u6570\u636e\u96c6\uff0c\u4f46\u4efb\u52a1\u5b9a\u4e49\u7a0d\u6709\u4e0d\u540c\u3002\u5728\u7b2c\u4e00\u4e2a\u6570\u636e\u96c6\u4e2d\uff0c\u7ed9\u5b9a\u4e24\u4e2a\u4ee3\u7801\u4f5c\u4e3a\u8f93\u5165\uff0c\u8981\u6c42\u505a0\/1\u4e8c\u5143\u5206\u7c7b\uff0c1\u8868\u793a\u4e24\u6bb5\u4ee3\u7801\u8bed\u4e49\u76f8\u540c\uff0c0\u8868\u793a\u4e24\u6bb5\u4ee3\u7801\u8bed\u4e49\u4e0d\u540c\u3002\u5728\u7b2c\u4e8c\u4e2a\u6570\u636e\u96c6\u4e2d\uff0c\u5219\u7ed9\u5b9a\u4e00\u6bb5\u4ee3\u7801\u4f5c\u4e3a\u8f93\u5165\uff0c\u4efb\u52a1\u662f\u4ece\u7ed9\u5b9a\u7684\u4ee3\u7801\u5e93\u4e2d\u68c0\u7d22\u4e0e\u8f93\u5165\u4ee3\u7801\u8bed\u4e49\u76f8\u540c\u7684\u4ee3\u7801\u3002 2. \u4ee3\u7801\u7f3a\u9677\u68c0\u6d4b\uff08Defect Detection\uff09\u3002\u8be5\u4efb\u52a1\u662f\u68c0\u6d4b\u4e00\u6bb5\u4ee3\u7801\u662f\u5426\u5305\u542b\u53ef\u4ee5\u5bfc\u81f4\u8f6f\u4ef6\u7cfb\u7edf\u53d7\u5230\u653b\u51fb\u7684\u4e0d\u53ef\u9760\u4ee3\u7801\uff0c\u4f8b\u5982\u8d44\u6e90\u6cc4\u9732\u3001UAF \u6f0f\u6d1e\u548c DoS \u653b\u51fb\u7b49\u3002\u8be5\u4efb\u52a1\u4e2d\u4f7f\u7528\u4e86\u5916\u90e8\u516c\u5f00\u6570\u636e\u96c6\u3002 3. \u4ee3\u7801\u5b8c\u5f62\u586b\u7a7a\uff08Cloze Test\uff09\u3002\u5148\u7ed9\u5b9a\u4e00\u6bb5\u4ee3\u7801\uff0c\u4f46\u4ee3\u7801\u4e2d\u7684\u90e8\u5206\u5185\u5bb9\u88ab\u63a9\u76d6\u4f4f\uff0c\u8be5\u4efb\u52a1\u8981\u6c42\u9884\u6d4b\u51fa\u88ab\u63a9\u76d6\u7684\u4ee3\u7801\u3002\u7814\u7a76\u5458\u4eec\u5c06\u8be5\u4efb\u52a1\u5b9a\u4e49\u4e3a\u591a\u9879\u9009\u62e9\u9898\u7684\u5f62\u5f0f\uff0c\u5e76\u6784\u5efa\u4e86\u4e24\u4e2a\u6570\u636e\u96c6\u3002\u5728\u7b2c\u4e00\u4e2a\u6570\u636e\u96c6\u4e2d\uff0c\u88ab\u63a9\u76d6\u4f4f\u7684\u4ee3\u7801\u53ef\u4ee5\u6765\u81ea\u4e8e\u4ee3\u7801\u4e2d\u7684\u4efb\u610f\u5b57\u7b26\uff1b\u5728\u7b2c\u4e8c\u4e2a\u6570\u636e\u96c6\u4e2d\uff0c\u5219\u8bd5\u56fe\u66f4\u6709\u9488\u5bf9\u6027\u5730\u6d4b\u8bd5\u7cfb\u7edf\u5bf9\u4ee3\u7801 max\u3001min \u51fd\u6570\u7684\u7406\u89e3\u80fd\u529b\u3002 4. \u4ee3\u7801\u8865\u5168\uff08Code Completion\uff09\uff0c\u4e5f\u5c31\u662f\u7ed9\u5b9a\u5df2\u7ecf\u5199\u597d\u7684\u90e8\u5206\u4ee3\u7801\u3002\u8be5\u4efb\u52a1\u80fd\u591f\u81ea\u52a8\u9884\u6d4b\u51fa\u540e\u7eed\u7684\u4ee3\u7801\uff0c\u5177\u4f53\u5305\u542b\u4e24\u4e2a\u8bbe\u7f6e\uff0c\u5206\u522b\u662f\u8bcd\u6c47\u7ea7\u522b\uff08Token-level\uff09\u548c\u884c\u7ea7\u522b\uff08Line-level\uff09\u7684\u8865\u5168\u3002\u987e\u540d\u601d\u4e49\uff0c\u524d\u8005\u7684\u4efb\u52a1\u662f\u8865\u5168\u4e0b\u4e00\u4e2a\u8bcd\u6c47\uff0c\u800c\u540e\u8005\u7684\u4efb\u52a1\u662f\u8865\u5168\u4e00\u6574\u884c\u4ee3\u7801\u3002\u8bcd\u6c47\u7ea7\u4efb\u52a1\u4f7f\u7528\u4e86\u4e24\u4e2a\u88ab\u5916\u90e8\u5e7f\u6cdb\u4f7f\u7528\u7684\u6570\u636e\u3002\u884c\u7ea7\u522b\u7684\u4efb\u52a1\u5219\u662f\u5728\u8bcd\u6c47\u7ea7\u522b\u4efb\u52a1\u7684\u6570\u636e\u4e0a\u81ea\u52a8\u6784\u5efa\u7684\u6570\u636e\u3002 5. \u4ee3\u7801\u7ffb\u8bd1\uff08Code Translation\uff09\u3002\u8be5\u4efb\u52a1\u662f\u628a\u4ee3\u7801\u4ece\u4e00\u79cd\u7f16\u7a0b\u8bed\u8a00\u7ffb\u8bd1\u5230\u53e6\u4e00\u79cd\u7f16\u7a0b\u8bed\u8a00\u3002\u7814\u7a76\u5458\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a Java \u5230 C# \u7684\u4ee3\u7801\u7ffb\u8bd1\u6570\u636e\u96c6\u3002 6. 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