{"id":36627,"date":"2025-01-15T09:00:21","date_gmt":"2025-01-15T01:00:21","guid":{"rendered":"https:\/\/17aitech.com\/?p=36627"},"modified":"2025-01-15T09:00:21","modified_gmt":"2025-01-15T01:00:21","slug":"%e5%ae%8c%e5%85%a8%e5%bc%80%e6%ba%90%e7%9a%84%e4%bb%a3%e7%a0%81%e5%a4%a7%e6%a8%a1%e5%9e%8bopencoder%e6%9d%a5%e4%ba%86%ef%bc%8c%e8%b7%bb%e8%ba%ab%e6%80%a7%e8%83%bd%e7%ac%ac%e4%b8%80%e6%a2%af%e9%98%9f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36627","title":{"rendered":"\u5b8c\u5168\u5f00\u6e90\u7684\u4ee3\u7801\u5927\u6a21\u578bOpenCoder\u6765\u4e86\uff0c\u8dfb\u8eab\u6027\u80fd\u7b2c\u4e00\u68af\u961f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-12-4\" target=\"_blank\">\u5b8c\u5168\u5f00\u6e90\u7684\u4ee3\u7801\u5927\u6a21\u578bOpenCoder\u6765\u4e86\uff0c\u8dfb\u8eab\u6027\u80fd\u7b2c\u4e00\u68af\u961f<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-66557b60de058c5124c6291691e3a652.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-66557b60de058c5124c6291691e3a652.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u6587\u7684\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\u662f\u58a8\u5c14\u672c\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7855\u58eb\u9ec4\u601d\u660e\u548c\u590d\u65e6\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7855\u58eb\u7a0b\u5929\u8c6a\u3002OpenCoder \u9879\u76ee\u662f\u4e8c\u4eba\u5728 INF \u5b9e\u4e60\u671f\u95f4\u4e0e M-A-P \u5f00\u6e90\u9879\u76ee\u5408\u4f5c\u7684\u6210\u679c\uff0c\u7531 INF \u4e3b\u5bfc\uff0cM-A-P \u79ef\u6781\u53c2\u4e0e\uff0c\u901a\u8baf\u4f5c\u8005\u4e3a\u6c6a\u81ea\u529b\u4e0e\u891a\u5d34\u3002\u6765\u81ea INF \u53c2\u4e0e\u8005\u5305\u62ec\uff1a\u90dd\u5609\u7136\uff0c\u5b8b\u5218\u4e00\u6c49\uff0c\u5f90\u9633\uff0c\u6c6a\u81ea\u529b\uff0c\u891a\u5d34\uff0c\u5f90\u76c8\u8f89\uff0c\u6f06\u8fdc\u3002\u6765\u81ea M.A.P \u7684\u53c2\u4e0e\u8005\u5305\u62ec\uff1a\u5f20\u8238\uff0c\u5f20\u6668\u6668\uff0c\u67f4\u6797\u653f\uff0cJ.Yang, J.H.Liu\u3002\u5176\u4f59\u5408\u4f5c\u8005\u6709\uff1aJ.K.Liu\uff1b\u8881\u745e\u5cf0\uff1b\u4ed8\u6770\uff1b\u5218\u4e7e\uff0cTiktok \u7814\u7a76\u5458\uff1b\u5f20\u5146\u7fd4\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u7814\u7a76\u6240\u7814\u7a76\u5458\u3002<\/strong><\/p>\n<p>\u4ee3\u7801\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08CodeLLM) \u5728\u4ee3\u7801\u751f\u6210\u3001\u63a8\u7406\u4efb\u52a1\u548c\u667a\u80fd\u4ee3\u7406\u7cfb\u7edf\u7b49\u591a\u4e2a\u9886\u57df\u5df2\u53d8\u5f97\u4e0d\u53ef\u6216\u7f3a\u3002\u5c3d\u7ba1\u5f00\u6e90\u7684\u4ee3\u7801\u5927\u6a21\u578b\u6027\u80fd\u6b63\u9010\u6b65\u63a5\u8fd1\u4e13\u6709\u6a21\u578b\u7684\u6c34\u5e73\uff0c\u4f46\u9002\u5408\u8fdb\u884c\u79d1\u5b66\u7814\u7a76\u7684\u9ad8\u8d28\u91cf CodeLLM \u4ecd\u7136\u975e\u5e38\u7a00\u7f3a\uff0c\u5c24\u5176\u662f\u6570\u636e\u6e05\u7406\u6d41\u7a0b\u3001\u5408\u6210\u6570\u636e\u3001\u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b\u5168\u90e8\u53ef\u590d\u73b0\u7684\u5168\u65b9\u4f4d\u5f00\u6e90 CodeLLM\u3002\u8fd9\u4e00\u7a00\u7f3a\u6027\u6e90\u4e8e\u591a\u79cd\u6311\u6218\uff0c\u5305\u62ec\u8d44\u6e90\u9650\u5236\u3001\u4f26\u7406\u8003\u91cf\u3001\u4fdd\u6301\u7ade\u4e89\u4f18\u52bf\u7b49\u9700\u6c42\u3002<\/p>\n<p>\u4e3a\u5f25\u8865\u8fd9\u4e00\u5dee\u8ddd\uff0c<strong>\u7814\u7a76\u56e2\u961f\u63a8\u51fa\u4e86 OpenCoder\uff0c\u8fd9\u662f\u4e00\u7cfb\u5217\u80fd\u529b\u8fbe\u5230\u7b2c\u4e00\u68af\u961f\u7684 CodeLLM\uff0c\u4e0d\u4ec5\u5728\u6027\u80fd\u4e0a\u53ef\u4e0e\u9886\u5148\u6a21\u578b\u5ab2\u7f8e\uff0c\u8fd8\u4e3a\u7814\u7a76\u793e\u533a\u63d0\u4f9b\u4e86\u5168\u65b9\u9762\u7684\u6784\u5efa\u7ec6\u8282<\/strong>\u3002\u4e0d\u540c\u4e8e\u5927\u591a\u6570\u4ee5\u5f80\u7684\u5de5\u4f5c\uff0cOpenCoder \u4e0d\u4ec5\u516c\u5f00\u4e86\u6a21\u578b\u6743\u91cd\u548c\u63a8\u7406\u4ee3\u7801\uff0c\u8fd8\u63d0\u4f9b\u4e86\u53ef\u91cd\u590d\u7684\u8bad\u7ec3\u6570\u636e\u3001\u5b8c\u6574\u7684\u6570\u636e\u5904\u7406\u6d41\u7a0b\u3001\u4e25\u8c28\u7684\u5b9e\u9a8c\u6d88\u878d\u7ed3\u679c\u4ee5\u53ca\u8be6\u7ec6\u7684\u8bad\u7ec3\u7ec6\u8282\uff0c\u4e3a\u79d1\u5b66\u7814\u7a76\u5f00\u653e\u4e86\u5168\u9762\u7684\u8d44\u6e90\u3002<\/p>\n<p>\u7814\u7a76\u56e2\u961f\u53d1\u73b0\u6784\u5efa\u9ad8\u8d28\u91cf CodeLLM \u7684\u5173\u952e\u56e0\u7d20\u6709\uff1a\uff081) \u6570\u636e\u8d28\u91cf\u81f3\u5173\u91cd\u8981\uff0c\u4ee3\u7801\u9884\u8bad\u7ec3\u6570\u636e\u9700\u8981\u7cbe\u7ec6\u7684\u542f\u53d1\u5f0f\u89c4\u5219\u6e05\u6d17\u4e0e\u6587\u4ef6\u7c92\u5ea6\u7684\u53bb\u91cd\uff082\uff09\u9884\u8bad\u7ec3\u6570\u636e\u4e2d\u6dfb\u52a0\u4e92\u8054\u7f51\u7f51\u9875\u4e2d\u53ec\u56de\u7684\u4ee3\u7801\u76f8\u5173\u8bed\u6599\uff083\uff09\u5728\u9000\u706b\u548c\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\u4f7f\u7528\u9ad8\u8d28\u91cf\u7684\u5408\u6210\u6570\u636e\u3002<\/p>\n<p>OpenCoder \u56e2\u961f\u5e0c\u671b\u901a\u8fc7\u66f4\u9ad8\u7684\u5f00\u6e90\u7a0b\u5ea6\uff0c\u8ba9\u7814\u7a76\u4eba\u5458\u6df1\u5165\u4e86\u89e3\u4ee3\u7801\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5404\u4e2a\u7ec6\u8282\uff0c\u4f7f OpenCoder \u4e0d\u4ec5\u6210\u4e3a\u5f3a\u5927\u7684\u6a21\u578b\uff0c\u66f4\u6210\u4e3a\u5f00\u653e\u7684\u57fa\u7840\u5e73\u53f0\uff0c\u52a0\u901f\u7814\u7a76\u8fdb\u5c55\uff0c\u63a8\u52a8\u4ee3\u7801 AI \u7684\u53ef\u590d\u73b0\u53d1\u5c55\uff0c\u7f29\u5c0f\u5f00\u6e90\u793e\u533a\u4e0e\u5de5\u4e1a\u754c\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f98b0820e9be173cfd362db5eff39971.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f98b0820e9be173cfd362db5eff39971.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aOpenCoder: The Open Cookbook for Top-Tier Code Large Language Model<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2411.04905<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/opencoder-llm.github.io\/<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\/\u6570\u636e\u96c6\u4e0b\u8f7d\uff1ahttps:\/\/huggingface.co\/OpenCoder-LLM<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/OpenCoder-llm\/OpenCoder-llm<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7994c200b1d547e49bd5c5ce373905db.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7994c200b1d547e49bd5c5ce373905db.png\"><\/a><\/p>\n<p><strong>\u9884\u8bad\u7ec3\u9636\u6bb5<\/strong><\/p>\n<p>\u9884\u8bad\u7ec3\u6570\u636e\u6784\u6210\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\u80fd\u529b\u7684\u57fa\u7840\u3002\u5728\u5f00\u6e90\u793e\u533a\u4e2d\uff0cThe Stack v2 (Lozhkov et al., 2024a) \u63d0\u4f9b\u4e86\u4e00\u4e2a\u6709\u4ef7\u503c\u7684\u4ee3\u7801\u6570\u636e\u96c6\uff0c\u6709\u529b\u5730\u652f\u6301\u4e86\u4ee3\u7801\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u3002\u7136\u800c\uff0cThe Stack v2 \u7684\u8bad\u7ec3\u6570\u636e\u90e8\u5206\u8d28\u91cf\u4e0d\u8db3\uff0c\u65e0\u6cd5\u4f7f\u8bed\u8a00\u6a21\u578b\u8fbe\u5230\u9876\u5c16\u6027\u80fd\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c<strong>\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86 RefineCode\uff0c\u8fd9\u662f\u4e00\u79cd\u9ad8\u8d28\u91cf\u3001\u53ef\u590d\u73b0\u7684\u6570\u636e\u96c6\uff0c\u5305\u542b\u4e86 9600 \u4ebf\u4e2a\u6807\u8bb0 \uff08token\uff09\uff0c\u6db5\u76d6\u4e86 607 \u79cd\u7f16\u7a0b\u8bed\u8a00\uff0c\u5e76\u878d\u5165\u4e86 130 \u591a\u6761\u8bed\u8a00\u7279\u5b9a\u89c4\u5219\u53ca\u5176\u81ea\u5b9a\u4e49\u6743\u91cd\u5206\u914d<\/strong>\u3002\u8be5\u6570\u636e\u96c6\u7531\u4e24\u90e8\u5206\u7ec4\u6210\uff1a\u539f\u59cb\u4ee3\u7801\u548c\u4ee3\u7801\u76f8\u5173\u7684\u7f51\u9875\u6570\u636e\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d5cfdd45edba5eb7bf04f2b045610fb9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d5cfdd45edba5eb7bf04f2b045610fb9.png\"><\/a><\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u56e2\u961f\u4e3b\u8981\u4ece GitHub \u4e0a\u6536\u96c6\u539f\u59cb\u4ee3\u7801\uff08\u622a\u81f3 2023 \u5e74 11 \u6708\uff09\uff0c\u5e76\u7ed3\u5408\u4e86 The Stack v2 \u4e2d\u7684\u975e GitHub \u6570\u636e\u3002\u6b64\u5916\uff0c\u4ee3\u7801\u76f8\u5173\u7684\u7f51\u9875\u6570\u636e\u4e3b\u8981\u6765\u6e90\u4e8e\u7f51\u9875\u8bed\u6599\u5e93\u3002\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u590d\u6742\u7684\u6570\u636e\u5904\u7406\u6d41\u7a0b\u6765\u751f\u6210\u4ee3\u7801\u9884\u8bad\u7ec3\u8bed\u6599\u5e93\uff0c\u5305\u542b\u9884\u5904\u7406\u3001\u53bb\u91cd\u3001\u8f6c\u6362\u3001\u8fc7\u6ee4\u4e0e\u6570\u636e\u91cd\u914d\u6bd4\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u9884\u5904\u7406<\/strong>\uff1a\u6392\u9664\u8d85\u8fc7 8MB \u7684\u6587\u4ef6\uff0c\u4ee5\u907f\u514d\u5c06\u975e\u6587\u672c\u6587\u4ef6\u7eb3\u5165\u6570\u636e\u96c6\uff0c\u540c\u65f6\u4ec5\u4fdd\u7559 607 \u79cd\u7f16\u7a0b\u8bed\u8a00\u76f8\u5173\u6587\u4ef6\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u53bb\u91cd<\/strong>\uff1a\u9996\u5148\u901a\u8fc7 SHA256 \u54c8\u5e0c\u8fdb\u884c\u7cbe\u51c6\u53bb\u91cd\uff0c\u5176\u6b21\u901a\u8fc7 MinHash+LSH \u8fdb\u884c\u6a21\u7cca\u53bb\u91cd\uff0c\u4f18\u5148\u4fdd\u7559 star \u6570\u66f4\u9ad8\u7684\u6587\u4ef6<\/p>\n<\/li>\n<li>\n<p><strong>\u8f6c\u6362<\/strong>\uff1a\u8fdb\u884c\u654f\u611f\u4fe1\u606f\u8bc6\u522b\u68c0\u6d4b<\/p>\n<\/li>\n<li>\n<p><strong>\u8fc7\u6ee4<\/strong>\uff1a\u6839\u636e 130 \u591a\u9879\u542f\u53d1\u5f0f\u8fc7\u6ee4\u89c4\u5219\uff0c\u8fdb\u4e00\u6b65\u7b5b\u9009\u9ad8\u8d28\u91cf\u4ee3\u7801\u6587\u4ef6\uff0c\u786e\u4fdd\u6570\u636e\u7684\u9ad8\u8d28\u91cf<\/p>\n<\/li>\n<li>\n<p><strong>\u6570\u636e\u91cd\u914d\u6bd4<\/strong>\uff1a\u5728\u786e\u8ba4\u4fdd\u6301\u539f\u59cb\u5206\u5e03\u7684\u60c5\u51b5\u4e0b\uff0c\u5bf9 HTML \u548c Java \u4e24\u7c7b\u6570\u91cf\u8f83\u4e3a\u5e9e\u5927\u7684\u7f16\u7a0b\u8bed\u8a00\u8fdb\u884c\u4e0b\u91c7\u6837<\/p>\n<\/li>\n<li>\n<p>\u5728\u4ee5\u4e0a\u4e00\u6574\u5957\u9488\u5bf9\u4ee3\u7801\u6e05\u6d17\u6d41\u7a0b\u540e\uff0cRefineCode \u4fdd\u7559\u4e86<strong>\u7ea6 730B \u7684 token \u6570\u91cf<\/strong>\u3002<\/p>\n<\/li>\n<\/ul>\n<p>OpenCoder \u9996\u6b21\u63d0\u51fa\u4e00\u5957\u9488\u5bf9\u4e0d\u540c\u7f16\u7a0b\u8bed\u8a00\u7684\u8be6\u7ec6\u8fc7\u6ee4\u89c4\u5219\uff0c\u5e76\u5c06\u4ee3\u7801\u3001\u8c03\u6574\u53c2\u6570\u5b8c\u5168\u5f00\u6e90\u3002\u542f\u53d1\u5f0f\u89c4\u5219\u8bbe\u8ba1\u51c6\u5219\u5982\u4e0b\uff1a1) \u8fc7\u6ee4\u6389 self-contained \u7a0b\u5ea6\u8fc7\u4f4e\u7684\u4ee3\u7801\uff1b2) \u8fc7\u6ee4\u6389\u903b\u8f91\u7ed3\u6784\u5dee\u6216\u7ed3\u6784\u6781\u7b80\u7684\u6587\u4ef6\uff1b3) \u79fb\u9664\u663e\u8457\u504f\u79bb\u6807\u51c6\u4ee3\u7801\u683c\u5f0f\u7684\u6587\u4ef6\u3002<\/p>\n<p>\u53ef\u4ee5\u6ce8\u610f\u5230\uff0c\u5f53\u4f7f\u7528 PCA \u5bf9\u6bd4 The Stack V2 \u548c RefineCode \u7684 codebert embedding \u65f6\uff0c\u89c2\u5bdf\u5230\u8fd9\u4e24\u4e2a\u6570\u636e\u96c6\u4e4b\u95f4\u6709\u660e\u663e\u7684\u533a\u522b\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5728\u56fe 3 \u4e2d\uff0cThe Stack V2 \u6570\u636e\u663e\u793a\u51fa\u66f4\u591a\u7684\u79bb\u7fa4\u70b9\uff0c\u800c RefineCode \u7684\u5d4c\u5165\u5219\u66f4\u4e3a\u7d27\u5bc6\u5730\u805a\u96c6\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u5bf9\u79bb\u7fa4\u6570\u636e\u7684\u5206\u6790\uff0cOpenCoder \u53d1\u73b0\u8fd9\u4e9b\u79bb\u7fa4\u70b9\u901a\u5e38\u8868\u73b0\u51fa\u8bb8\u591a\u4f4e\u8d28\u91cf\u7684\u7279\u5f81\uff0c\u4f8b\u5982\u7eaf\u6587\u672c\u6ce8\u91ca\u3001\u4ec5\u5305\u542b\u5341\u516d\u8fdb\u5236\u6570\u636e\uff0c\u4ee5\u53ca\u7f3a\u4e4f\u8ba1\u7b97\u903b\u8f91\u7684\u6781\u77ed\u4ee3\u7801\uff0c\u8fd9\u4e9b\u7279\u5f81\u4f1a\u6270\u4e71\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u5206\u5e03\uff0c\u6700\u7ec8\u5f71\u54cd\u9884\u8bad\u7ec3\u7684\u6548\u7387\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-df355ad71ad28674881425007944127c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-df355ad71ad28674881425007944127c.png\"><\/a><\/p>\n<p>OpenCoder \u540c\u6837\u4ece Common Crawl \u6570\u636e\u96c6\u4e2d\u6536\u96c6\u9ad8\u8d28\u91cf\u4ee3\u7801\u76f8\u5173\u6570\u636e\uff0c\u901a\u8fc7\u4e09\u8f6e FastText \u8bad\u7ec3\u3001\u53ec\u56de\u3001\u624b\u5de5\u7f51\u9875\u6807\u6ce8\uff0c\u6700\u7ec8\u6210\u529f\u83b7\u53d6\u4e86 330G \u4ee3\u7801\u76f8\u5173\u7f51\u9875\u6570\u636e\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-28091274651758edb15f01da641d9aba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-28091274651758edb15f01da641d9aba.png\"><\/a><\/p>\n<p>OpenCoder \u91c7\u7528\u4e86 WSD\uff08Warmup, Steady, Decay\uff09\u5b66\u4e60\u7387\u8c03\u5ea6\u7b56\u7565\uff0c\u4ee5\u5728\u4e0d\u540c\u8bad\u7ec3\u9636\u6bb5\u4e2d\u786e\u4fdd\u6a21\u578b\u7684\u7a33\u5b9a\u6027\u4e0e\u9ad8\u6548\u6027\u3002\u5728\u8bad\u7ec3\u521d\u671f\uff0c\u6a21\u578b\u901a\u8fc7 2000 \u6b65\u7684 warmup \u9636\u6bb5\u9010\u6b65\u63d0\u5347\u5b66\u4e60\u7387\uff0c\u8fbe\u5230\u5cf0\u503c\u540e\u8fdb\u5165\u7a33\u5b9a\u9636\u6bb5\uff0c\u4fdd\u6301\u8f83\u957f\u65f6\u95f4\u7684\u56fa\u5b9a\u5b66\u4e60\u7387\u3002\u6700\u540e\uff0c\u5728\u9000\u706b\u9636\u6bb5\u9010\u6b65\u964d\u4f4e\u5b66\u4e60\u7387\uff0c\u5b9e\u73b0\u6a21\u578b\u7684\u5feb\u901f\u7cbe\u7ec6\u8c03\u4f18\u3002\u5728\u9000\u706b\u9636\u6bb5\u4e2d\uff0c\u9664\u539f\u59cb\u5206\u5e03 RefineCode \u5916\uff0cOpenCoder \u52a0\u5165\u4e86\u7b97\u6cd5\u76f8\u5173\u8bed\u6599\u5e93\uff0c\u540c\u65f6\u5408\u6210\u4e86\u9ad8\u8d28\u91cf\u4ee3\u7801\u6bb5\u4e0e\u4ee3\u7801\u6559\u79d1\u4e66\u4e24\u79cd\u5f62\u5f0f\u7684\u6570\u636e\uff0c\u901a\u8fc7\u6dfb\u52a0\u7b97\u6cd5\u76f8\u5173\u6570\u636e\u4ee5\u53ca\u5bf9\u7b97\u6cd5\u77e5\u8bc6\u8fdb\u884c\u53cd\u590d\u6539\u5199\u6765\u8fdb\u4e00\u6b65\u589e\u5f3a\u6765\u63d0\u9ad8\u6a21\u578b\u7684\u4ee3\u7801\u903b\u8f91\u80fd\u529b\u3002<\/p>\n<p><strong>\u6307\u4ee4\u5fae\u8c03\u9636\u6bb5<\/strong><\/p>\n<p><strong>1. \u6570\u636e\u7ec4\u6210<\/strong><\/p>\n<p>\u9664\u5f00\u6e90\u4ee3\u7801\u6307\u4ee4\u6570\u636e (Evol-Instruct, Infinity-Instruct, MCEVal) \u5916\uff0cOpenCoder \u4ece wildChat\uff0cShareGPT \u4e2d\u91c7\u6837\u4e86\u4ee3\u7801\u76f8\u5173\u7684\u771f\u5b9e\u7528\u6237\u6307\u4ee4\u6570\u636e\u3002\u6b64\u5916\u7814\u7a76\u56e2\u961f\u8fd8\u72ec\u7acb\u5408\u6210\u4e86\u5927\u89c4\u6a21\u591a\u6837\u6307\u4ee4\u6570\u636e\u3001\u6559\u80b2\u610f\u4e49\u6307\u4ee4\u6570\u636e\u96c6\u4e0e\u5916\u90e8\u5e93\u8c03\u7528\u6307\u4ee4\u6570\u636e\u96c6\uff0c\u8fdb\u4e00\u6b65\u589e\u5f3a\u4e86\u6307\u4ee4\u5fae\u8c03\u6570\u636e\u7684\u8d28\u91cf\u4e0e\u591a\u6837\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2de72b20b4ce3e063f52eb3a0a4511fd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2de72b20b4ce3e063f52eb3a0a4511fd.png\"><\/a><\/p>\n<p><strong>2. \u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565<\/strong><\/p>\n<p>OpenCoder \u5728\u6307\u4ee4\u5fae\u8c03\u671f\u95f4\u4f7f\u7528\u4e86\u4e24\u9636\u6bb5\u7684\u8bad\u7ec3\u7b56\u7565\u3002\u5728\u5fae\u8c03\u8fc7\u7a0b\u7684\u7b2c\u4e00\u9636\u6bb5\uff0c\u91cd\u70b9\u662f\u5e7f\u6cdb\u7684\u771f\u5b9e\u7528\u6237\u6307\u4ee4\u4e0e\u8ba1\u7b97\u673a\u79d1\u5b66\u7406\u8bba\u76f8\u5173\u77e5\u8bc6\u3002\u7b2c\u4e00\u9636\u6bb5\u7684\u5fae\u8c03\u4f7f OpenCoder \u80fd\u591f\u7406\u89e3\u548c\u54cd\u5e94\u5404\u79cd\u771f\u5b9e\u7684\u7528\u6237\u9700\u6c42\u3002\u8fd9\u4e9b\u6307\u4ee4\u6db5\u76d6\u4e86\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u5404\u4e2a\u65b9\u9762\uff0c\u4ece\u57fa\u7840\u7f16\u7a0b\u5230\u9ad8\u7ea7\u7b97\u6cd5\u8bbe\u8ba1\uff0c\u518d\u5230\u590d\u6742\u7684\u6570\u636e\u7ed3\u6784\u64cd\u4f5c\u3002\u7531\u4e8e\u6db5\u76d6\u4e86\u5e7f\u6cdb\u7684\u4ee3\u7801\u76f8\u5173\u6307\u4ee4\uff0cOpenCoder \u5728\u5904\u7406\u4e0d\u540c\u7c7b\u578b\u7684\u7f16\u7a0b\u95ee\u9898\u65f6\u8868\u73b0\u51fa\u5353\u8d8a\u7684\u9002\u5e94\u6027\uff0c\u80fd\u591f\u7075\u6d3b\u5e94\u5bf9\u591a\u79cd\u573a\u666f\u4e0b\u7684\u7f16\u7801\u9700\u6c42\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u663e\u8457\u4f18\u52bf\u662f\u63d0\u5347\u4e86\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002\u9762\u5bf9\u7528\u6237\u7684\u4e0d\u540c\u8868\u8ff0\u548c\u4e60\u60ef\u7528\u8bed\uff0cOpenCoder \u80fd\u591f\u5feb\u901f\u7406\u89e3\u610f\u56fe\u5e76\u751f\u6210\u9002\u5207\u7684\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u79cd\u5e7f\u8986\u76d6\u7684\u8bad\u7ec3\u4f7f\u6a21\u578b\u4e0d\u4ec5\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u8fd8\u80fd\u5728\u591a\u6837\u5316\u7684\u7f16\u7a0b\u9700\u6c42\u4e2d\u63d0\u4f9b\u51c6\u786e\u3001\u9ad8\u6548\u7684\u5e2e\u52a9\u3002<\/p>\n<p>\u5728\u6307\u4ee4\u5fae\u8c03\u7684\u7b2c\u4e8c\u9636\u6bb5\uff0cOpenCoder \u4f7f\u7528\u9ad8\u8d28\u91cf\u7684\u4e0b\u6e38\u4efb\u52a1\u76f8\u5173\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u786e\u4fdd\u6a21\u578b\u63a5\u89e6\u5230\u73b0\u5b9e\u4e16\u754c\u4e2d\u7ef4\u62a4\u826f\u597d\u3001\u683c\u5f0f\u89c4\u8303\u7684\u4ee3\u7801\u5b9e\u4f8b\uff0c\u4e14\u80fd\u5728\u5177\u4f53\u4e0b\u6e38\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u3002\u8fd9\u79cd\u4e24\u9636\u6bb5\u7684\u5fae\u8c03\u65b9\u6cd5\u4f7f\u6a21\u578b\u5728\u7406\u8bba\u77e5\u8bc6\u548c\u5b9e\u9645\u7f16\u7a0b\u4efb\u52a1\u4e0a\u90fd\u8868\u73b0\u51fa\u8272\uff0c\u907f\u514d\u4e86\u53ea\u5173\u6ce8\u67d0\u4e00\u65b9\u9762\u7684\u5c40\u9650\u6027\u3002<\/p>\n<p><strong>\u6d88\u878d\u5206\u6790<\/strong><\/p>\n<p><strong>1<strong>.\u00a0<\/strong>File-level \u53bb\u91cd\u662f\u4ee3\u7801\u6570\u636e\u53bb\u91cd\u7684\u6700\u4f18\u9009\u62e9<\/strong><\/p>\n<p>OpenCoder \u5728\u5168\u91cf Github \u4e0a 485 \u767e\u4e07\u4e2a Python \u6587\u4ef6\u4e0a\u8fdb\u884c\u4e86 repo-level\uff0cfile-level \u7684\u53bb\u91cd\u5904\u7406\uff0c\u5e76\u5728\u76f8\u540c\u53c2\u6570\u4e0b\u8bad\u7ec3\u4e86\u4e24\u4e2a 1.5B \u5927\u5c0f\u7684 LLM\u3002\u9996\u5148 repo-level \u53bb\u91cd\u4fdd\u7559\u7684 token \u6570\u91cf\u8fd1\u4e4e\u662f file-level \u7684\u4e09\u500d\uff0c\u5176\u6b21\u4ece\u4e0b\u6e38\u6570\u636e\u96c6\u6027\u80fd\u8868\u73b0\u53d1\u73b0 file-level \u53bb\u91cd\u6548\u679c\u663e\u8457\u4f18\u4e8e repo-level<\/p>\n<p>\u5bf9\u4e8e repo-level \u7684\u53bb\u91cd\uff0c\u8fdb\u4e00\u6b65\u7814\u7a76\u53d1\u73b0\u7ea6\u6709 52B \u6587\u4ef6\u5b58\u5728\u5b8c\u5168\u76f8\u540c\u7684\u53e6\u4e00\u4efd\u6587\u4ef6\uff0c\u4e14\u7ea6 68B token\uff08\u7ea6\u5360\u6570\u636e\u7684 68.4%\uff09\u53ef\u4ee5\u88ab\u8fdb\u4e00\u6b65 file-level \u53bb\u91cd\uff0c\u8fd9\u8bf4\u660e\u4e86 repo-level \u53bb\u91cd\u5e76\u4e0d\u5145\u5206\u3002\u7efc\u4e0a\uff0c\u5bf9\u4e8e\u5927\u89c4\u6a21\u4ee3\u7801\u6570\u636e\u96c6\uff0c\u9996\u5148\u6267\u884c\u7cbe\u786e\u53bb\u91cd\uff0c\u5176\u6b21\u8fdb\u884c\u6587\u4ef6\u5c42\u9762\u7684 MinHash \u53bb\u91cd\u662f\u4e00\u79cd\u9ad8\u6548\u4e14\u8282\u7701 CPU \u7684\u65b9\u6848\u3002<\/p>\n<p><strong>2. \u9ad8\u8d28\u91cf\u5408\u6210\u6570\u636e\u5bf9\u4e8e\u6027\u80fd\u63d0\u5347\u81f3\u5173\u91cd\u8981<\/strong><\/p>\n<p>\u5728\u9000\u706b\u9636\u6bb5\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u6d88\u878d\u4e86\u9ad8\u8d28\u91cf\u5408\u6210\u6570\u636e\u7684\u5f71\u54cd\u3002\u4ece\u4e0b\u6e38 Benchmark \u6027\u80fd\u53ef\u53d1\u73b0\uff0c\u5f53\u9ad8\u8d28\u91cf\u8bad\u7ec3\u6570\u636e\u88ab\u79fb\u9664\u540e\uff0c\u6a21\u578b\u6027\u80fd\u660e\u663e\u4e0b\u964d\uff0c\u8fd9\u8868\u660e\u9ad8\u8d28\u91cf\u6570\u636e\u5728\u9000\u706b\u9636\u6bb5\u5177\u6709\u663e\u8457\u7684\u6709\u6548\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c77bd745bf75d798f216c5f637f80cac.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c77bd745bf75d798f216c5f637f80cac.png\"><\/a><\/p>\n<p><strong>3<strong>.\u00a0<\/strong>Github Star \u6570\u5e76\u4e0d\u662f\u597d\u7684\u8fc7\u6ee4\u6807\u51c6<\/strong><\/p>\n<p>\u4ece\u76f4\u89c9\u89d2\u5ea6\u8bb2\uff0c\u66f4\u9ad8 Star \u7684\u4ee3\u7801\u5f80\u5f80\u5177\u6709\u66f4\u6e05\u6670\u7684\u6ce8\u91ca\uff0c\u66f4\u4f18\u79c0\u7684\u4ee3\u7801\u7ec4\u7ec7\u65b9\u5f0f\u3002\u7814\u7a76\u56e2\u961f\u8bad\u7ec3\u4e86\u4e24\u4e2a 1.5B \u7684 LLM\uff0c\u5176\u4e2d\u4e00\u4e2a\u4f7f\u7528\u539f\u59cb\u6570\u636e\u8bad\u7ec3\uff0c\u53e6\u4e00\u4e2a\u5219\u4f7f\u7528 GitHub \u661f\u7ea7\uff08\u661f\u7ea7 &gt;=5\uff09\u8fc7\u6ee4\u540e\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u4e8c\u8005\u7684 Benchmark \u8868\u73b0\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-12f7da50895f2a7a6f89c1352410890e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-12f7da50895f2a7a6f89c1352410890e.png\"><\/a><\/p>\n<p>\u53ef\u4ee5\u53d1\u73b0\u4f7f\u7528\u539f\u59cb\u6570\u636e\u8bad\u7ec3\u7684 LLM \u4f18\u4e8e\u4f7f\u7528\u8fc7\u6ee4\u6570\u636e\u8bad\u7ec3\u7684 LLM\uff0c\u8fd9\u4e00\u7ed3\u679c\u4e0e SantaCoder \u7684\u7814\u7a76\u7ed3\u679c\u4e00\u81f4\u3002\u6b64\u5916\uff0c\u7814\u7a76\u56e2\u961f\u8fdb\u4e00\u6b65\u5c55\u793a\u4e86\u8fd9\u4e24\u4e2a LLM \u7684\u8bad\u7ec3\u635f\u5931\uff0c\u53ef\u4ee5\u89c2\u5bdf\u5230\u4f7f\u7528\u8fc7\u6ee4\u6570\u636e\u8bad\u7ec3\u7684 LLM \u7684\u635f\u5931\u4f4e\u4e8e\u4f7f\u7528\u539f\u59cb\u6570\u636e\u8bad\u7ec3\u7684 LLM\u3002\u5bf9\u6b64\u73b0\u8c61\uff0c\u7814\u7a76\u56e2\u961f\u63a8\u6d4b\u4f7f\u7528\u661f\u7ea7\u4f5c\u4e3a\u8fc7\u6ee4\u4fe1\u53f7\u80fd\u591f\u63d0\u5347\u6570\u636e\u8d28\u91cf\uff0c\u4f46\u76f8\u8f83\u4e8e\u539f\u59cb\u6570\u636e\uff0c\u6570\u636e\u7684\u591a\u6837\u6027\u6709\u6240\u9650\u5236\u3002\u901a\u8fc7\u5bf9\u4e8c\u8005\u6570\u636e\u5206\u5e03\u7684\u53ef\u89c6\u5316\u5206\u6790\uff0c\u56e2\u961f\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u661f\u7ea7\u8fc7\u6ee4\u663e\u8457\u5f71\u54cd\u4e86\u6574\u4f53\u6570\u636e\u5206\u5e03\uff0c\u524a\u5f31\u4e86\u6570\u636e\u591a\u6837\u6027\u8fd9\u4e00\u63a8\u65ad\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u901a\u8fc7\u4eba\u5de5\u68c0\u67e5\u88ab\u8fc7\u6ee4\u90e8\u5206\u7684\u6570\u636e\u53ef\u4ee5\u53d1\u73b0\u5176\u4ecd\u5305\u542b\u5927\u91cf\u7ed3\u6784\u826f\u597d\u4e14\u5177\u6709\u7b97\u6cd5\u4e30\u5bcc\u6027\u7684\u4ee3\u7801\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u8ba4\u4e3a\u661f\u7ea7\u4f5c\u4e3a\u8fc7\u6ee4\u6807\u51c6\u5e76\u975e\u6700\u4f73\u9009\u62e9\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2a59e4dd6e5baa91bb21b045665e81b5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2a59e4dd6e5baa91bb21b045665e81b5.png\"><\/a><\/p>\n<p><strong>4. \u4e24\u9636\u6bb5 SFT \u65b9\u6cd5\u5728 Benchmark \u548c\u5b9e\u9645\u5e94\u7528\u4e2d\u53d6\u5f97\u53cc\u91cd\u6536\u76ca<\/strong><\/p>\n<p>\u7814\u7a76\u56e2\u961f\u5728 1.5B \u6a21\u578b\u4e0a\u9a8c\u8bc1\u4e86\u4e24\u9636\u6bb5 SFT \u7684\u6536\u76ca\u3002\u901a\u8fc7\u89c2\u5bdf\u53d1\u73b0\uff0cStage 1 \u7684\u6570\u636e\u5c55\u73b0\u51fa\u663e\u8457\u7684\u591a\u6837\u6027\uff0c\u4f46\u5e73\u5747\u8d28\u91cf\u76f8\u5bf9\u8f83\u4f4e\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cStage 2 \u7684\u6570\u636e\u7531\u9ad8\u8d28\u91cf\u7684\u4ee3\u7801\u7279\u5b9a SFT \u6570\u636e\u7ec4\u6210\u3002\u8be5\u4e24\u9636\u6bb5 SFT \u7b56\u7565\u4f7f\u5f97\u6a21\u578b\u5728 Stage 1 \u4e2d\u83b7\u5f97\u5e7f\u6cdb\u7684\u80fd\u529b\uff0c\u968f\u540e\u5728 Stage 2 \u4e2d\u9488\u5bf9\u4ee3\u7801\u76f8\u5173\u4efb\u52a1\u8fdb\u884c\u9488\u5bf9\u6027\u63d0\u5347\u3002\u6b64\u5916\uff0c\u7c7b\u4f3c\u4e8e Chatbot Arena\uff0c\u7814\u7a76\u56e2\u961f\u91c7\u7528\u5305\u542b\u8fd1 400 \u4e2a\u4eba\u5de5\u521b\u5efa\u6837\u672c\u7684 Code Arena \u6d4b\u8bd5\u96c6\uff0c\u4ee5\u6a21\u62df\u771f\u5b9e\u73af\u5883\u4e2d\u7684\u7528\u6237\u4ee3\u7801\u76f8\u5173\u63d0\u793a\u3002Code Arena \u4ee5 GPT-4 \u4f5c\u4e3a\u57fa\u51c6\uff0c\u5e76\u7528 GPT-4 \u6765\u5224\u65ad\u54ea\u4e2a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5177\u6709\u66f4\u597d\u7684\u54cd\u5e94\u80fd\u529b\uff0c\u62a5\u544a\u7684\u7ed3\u679c\u4e3a\u76f8\u5bf9\u4e8e GPT-4 \u7684\u80dc\u7387\u3002\u7ed3\u679c\u5c55\u793a\u4e86\u4e24\u9636\u6bb5 SFT \u8bad\u7ec3\u7b56\u7565\u5728\u4e0b\u6e38 Benchmark \u4e0a\u4e0e\u4f53\u73b0\u771f\u5b9e\u5e94\u7528\u80fd\u529b\u7684 Code Arena \u4e0a\u7686\u6709\u6536\u76ca\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0d3f4ef3e73045d4b2ba10786c49d06e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0d3f4ef3e73045d4b2ba10786c49d06e.png\"><\/a><\/p>\n<p><strong>\u8bc4\u4f30\u7ed3\u679c<\/strong><\/p>\n<p>OpenCoder \u6a21\u578b\u5728 HumanEval\u3001MBPP \u4e24\u4e3b\u6d41\u6a21\u578b\u8bc4\u4f30\u4efb\u52a1\u4e0a\u663e\u8457\u8d85\u8fc7\u4e86\u73b0\u6709\u5f00\u6e90\u6a21\u578b\uff0c\u9a8c\u8bc1\u4e86\u5176\u6570\u636e\u5904\u7406\u6d41\u7a0b\u4e0e\u5408\u6210\u6570\u636e\u7684\u6709\u6548\u6027\u3002<\/p>\n<p>\u4e3a\u4e86\u68c0\u9a8c OpenCoder \u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b\uff0c\u7814\u7a76\u56e2\u961f\u5728\u591a\u4e2a\u57fa\u51c6\u4e0a\u5c06\u5b83\u4e0e\u5176\u4ed6\u6d41\u884c\u7684\u5f00\u6e90\u6a21\u578b\uff08\u5982 StarCoder2 \u3001Qwen2.5-Coder \u7b49\uff09\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u5305\u62ec HumanEval\u3001MBPP\u3001BigCodeBench \u548c LiveCodeBench\u3002\u7ed3\u679c\u8868\u660e\uff0cOpenCoder \u5728\u8fd9\u4e9b\u8bc4\u4f30\u4e2d\u8fbe\u5230\u4e86\u5f00\u6e90\u6a21\u578b\u7684\u4e00\u6d41\u6c34\u51c6\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5728\u591a\u8bed\u8a00\u4ee3\u7801\u751f\u6210\u8bc4\u4f30\u57fa\u51c6 MultiPL-E \uff0c\u7efc\u5408\u591a\u8bed\u8a00\u4ee3\u7801\u8bc4\u4f30\u57fa\u51c6 McEval \u548c\u591a\u8bed\u8a00\u4ee3\u7801\u8c03\u8bd5\u57fa\u51c6 MdEval \u4e2d\uff0cOpenCoder \u8868\u73b0\u4e5f\u540c\u6837\u7a81\u51fa\uff0c\u8bc1\u5b9e\u4e86\u5176\u51fa\u8272\u7684\u591a\u8bed\u8a00\u6027\u80fd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1285c29975d9070cd2705e6da59e001e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1285c29975d9070cd2705e6da59e001e.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b04d3b9b5aa44d7c733ffff6a75df7d1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b04d3b9b5aa44d7c733ffff6a75df7d1.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-94a2a405aba5b22320c3670d403aeb4f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-94a2a405aba5b22320c3670d403aeb4f.png\"><\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e16df8374437ca204061dee615868d79.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e16df8374437ca204061dee615868d79.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9645\u4f7f\u7528<\/strong><\/section>\n<section><\/section>\n<section>\u4ee5\u4e0b\u662f\u7531 OpenCoder-8b-Instruct \u751f\u6210\u7684\u8d2a\u5403\u86c7 demo\u3002\u4f7f\u7528\u7684 prompt \u4e3a \u201cWrite a greedy snake game with randomly generated obstacles using pygame\u201d\u3002\u53ef\u4ee5\u770b\u5230\u751f\u6210\u7684\u4ee3\u7801\u53ef\u4ee5\u4e0d\u7ecf\u8fc7\u4efb\u4f55\u4fee\u6539\u6b63\u5e38\u8fd0\u884c\uff0c\u4e14\u7b26\u5408 prompt \u4e2d\u7684\u8bbe\u8ba1\u8981\u6c42\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1d0fb2f535b19754574847225e090ecb.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1d0fb2f535b19754574847225e090ecb.gif\"><\/a><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-12-4\" target=\"_blank\">\u5b8c\u5168\u5f00\u6e90\u7684\u4ee3\u7801\u5927\u6a21\u578bOpenCoder\u6765\u4e86\uff0c\u8dfb\u8eab\u6027\u80fd\u7b2c\u4e00\u68af\u961f<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5b8c\u5168\u5f00\u6e90\u7684\u4ee3\u7801\u5927\u6a21\u578bO [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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