{"id":3006,"date":"2024-11-13T16:34:43","date_gmt":"2024-11-13T08:34:43","guid":{"rendered":"https:\/\/www.ihub1.com\/?p=3006"},"modified":"2024-11-13T16:37:30","modified_gmt":"2024-11-13T08:37:30","slug":"%e6%9c%80%e5%bc%ba%e5%bc%80%e6%ba%90codellm%e6%a8%a1%e5%9e%8b%e6%b7%b1%e5%a4%9c%e6%9d%a5%e8%a2%ad%ef%bc%8c320%e4%ba%bf%e5%8f%82%e6%95%b0%ef%bc%8cqwen2-5-coder%e6%96%b0%e6%a8%a1%e5%9e%8b%e8%b6%85","status":"publish","type":"post","link":"https:\/\/www.ihub1.com\/index.php\/2024\/11\/13\/%e6%9c%80%e5%bc%ba%e5%bc%80%e6%ba%90codellm%e6%a8%a1%e5%9e%8b%e6%b7%b1%e5%a4%9c%e6%9d%a5%e8%a2%ad%ef%bc%8c320%e4%ba%bf%e5%8f%82%e6%95%b0%ef%bc%8cqwen2-5-coder%e6%96%b0%e6%a8%a1%e5%9e%8b%e8%b6%85\/","title":{"rendered":"\u6700\u5f3a\u5f00\u6e90CodeLLM\u6a21\u578b\u6df1\u591c\u6765\u88ad\uff0c320\u4ebf\u53c2\u6570\uff0cQwen2.5-Coder\u65b0\u6a21\u578b\u8d85\u8d8aGPT-4o"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3006\" class=\"elementor elementor-3006\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1d4e12d e-flex e-con-boxed e-con e-parent\" data-id=\"1d4e12d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-70e5ae9 elementor-widget elementor-widget-text-editor\" data-id=\"70e5ae9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4e00\u591c\u4e4b\u95f4\uff0cAI\u7f16\u7a0b\u6a21\u578b\u7684\u5f00\u6e90\u738b\u5ea7\u6613\u4e3b\u4e86\uff01<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_6d1654e40dd94ec2ad4e7ed4fe42abe3@000000_oswg420900oswg1080oswg1080_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>Qwen2.5-Coder-32B\u6b63\u5f0f\u53d1\u5e03\uff0c<strong>\u9738\u6c14\u62ff\u4e0b\u591a\u4e2a\u4e3b\u6d41\u57fa\u51c6\u6d4b\u8bd5SOTA<\/strong>\uff0c\u5f7b\u5e95\u767b\u4e0a\u5168\u7403\u6700\u5f3a\u5f00\u6e90\u7f16\u7a0b\u6a21\u578b\u5b9d\u5ea7\u3002<\/p><p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5728\u4ee3\u7801\u80fd\u529b\u768412\u4e2a\u4e3b\u6d41\u57fa\u51c6\u4e0a\uff0cQwen2.5-Coder-32B\u4e0eGPT-4o\u5bf9\u51b3\uff0c<strong>\u65a9\u83b79\u80dc<\/strong>\uff0c\u4e00\u4e3e\u6380\u7ffb\u95ed\u6e90\u7f16\u7a0b\u6a21\u578b\u7684\u7edd\u5bf9\u7edf\u6cbb\u3002<\/p><p>\u4e0d\u7528\u4e00\u884c\u4ee3\u7801\uff0c\u53ea\u8981\u8f93\u5165\u6700\u76f4\u63a5\u3001\u591f\u8be6\u7ec6\u7684\u81ea\u7136\u8bed\u8a00prompt\uff0c\u5b83\u5c31\u80fd\u7ed9\u4f60\u6574\u5168\u5957\uff1a<\/p><p>\u6bd4\u5982\uff0c\u505a\u4e2a\u7b80\u5355\u7684\u6a21\u62df\u4e09\u4f53\u8fd0\u52a8\u7684HTML\u7f51\u9875\u5427\uff01<\/p><p>\u751f\u6210\u4e2agame of life\u7684\u5c0f\u6e38\u620f\uff0c\u4e5f\u662f\u624b\u62ff\u628a\u6390\uff1a<\/p><p>\u54ea\u6015\u662f\u5b8c\u5168\u4e0d\u61c2\u7f16\u7a0b\u7684\u5c0f\u767d\uff0c\u4e5f\u80fd\u8f7b\u677e\u4e0a\u624b\u3002\u6bd4\u5982\u6211\u4eec\u4f53\u9a8c\u4e86\u4e00\u628a\u7528\u4e00\u53e5\u5927\u767d\u8bdd\u751f\u6210\u8ba1\u7b97\u5668\uff1a<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_72535567d3aa4992a6a472e605bd75bb@000000_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u5f88\u5feb\u5c31\u641e\u5b9a\u4e86\uff0c\u8ba1\u7b97\u5668\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_5791718dc3c64385bf9641246478f24b@000000_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u8fd8\u6709\u66f4\u591a\u597d\u73a9\u53c8\u5b9e\u7528\u7684\u5e94\u7528\uff0c\u6bd4\u5982\u4e0d\u523020\u79d2\u751f\u6210\u4e00\u4e2a\u97f3\u4e50\u64ad\u653e\u5668\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_6a255c74a661426b97b23144fd0de59a@000000_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u505a\u7b80\u5386\u4e5f\u6613\u5982\u53cd\u638c\uff1a<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_a1459647006c4bc297a2e3f11823aef6@000000_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u602a\u4e0d\u5f97\u5f00\u53d1\u8005\u4eec\u90fd\u8bf4\uff0c\u592a\u6050\u6016\u4e86\uff0c<strong>\u8d85\u8d8a\u4e864o\uff0c\u4e0eSonnet\u3001o1\u90fd\u80fd\u63b0\u624b\u8155<\/strong>\uff01<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_3d52b1f876bb45f6bb731acd68a91f97@000000_oswg639664oswg1080oswg554_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_e3a6b6c3df004dfb92a1dee6947a667a@000000_oswg298315oswg1080oswg300_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_8c25a6eb230741d7a3cf906a2a8a9f4e@000000_oswg385933oswg1080oswg568_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_c0f4c677b00748afba8590c678e31dcb@000000_oswg174349oswg1024oswg310_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u66f4\u8ba9\u4eba\u60ca\u559c\u7684\u662f\uff0c\u8fd9\u6b21Qwen2.5-Coder\u4e0a\u65b0\uff0c<strong>\u5171\u5f00\u6e900.5B\/1.5B\/3B\/7B\/14B\/32B\u51716\u4e2a\u5c3a\u5bf8\u7684\u5168\u7cfb\u5217\u6a21\u578b<\/strong>\uff0c\u6bcf\u79cd\u5c3a\u5bf8\u90fd\u53d6\u5f97\u540c\u89c4\u6a21\u4e0b<strong>SOTA<\/strong>\u3002<\/p><p>\u800c\u4e14\u5927\u90e8\u5206\u7248\u672c\u90fd\u662f\u91c7\u7528\u975e\u5e38\u5bbd\u677e\u7684<strong>Apache 2.0\u8bb8\u53ef<\/strong>\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_9cc2fe8c4a8e43d6b7834716e580db30@000000_oswg58600oswg1080oswg491_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p class=\"img-desc\">\u25b3<\/p><p>\u8981\u77e5\u9053\uff0c\u81ea\u4eceCodeQwen1.5\u63a8\u51fa\u4ee5\u6765\uff0c\u8be5\u7cfb\u5217\u6a21\u578b\u5c31\u6210\u4e3a\u5f00\u53d1\u8005\u793e\u533a\u6700\u5173\u6ce8\u7684\u5f00\u6e90\u7f16\u7a0b\u6a21\u578b\u4e4b\u4e00\u3002<\/p><p>9\u6708\u53d1\u5e03\u7684Qwen2.5-Coder-7B\u7248\u672c\uff0c\u66f4\u662f\u4e00\u9a91\u7edd\u5c18\uff0c\u4e0d\u5c11\u4eba\u8868\u793a\u5b83\u8db3\u4ee5\u66ff\u4ee3GPT-4\u548cSonnet 3.5\u6210\u4e3a\u65e5\u5e38\u4e3b\u529b\u5de5\u5177\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_18f990583da048e2b831bbee3487a939@000000_oswg195249oswg1080oswg355_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u5f53\u65f6\u8fd8\u9884\u544a\u4e8632B\u7684\u53d1\u5e03\uff0c\u4ece\u6b64\uff0c\u7f51\u53cb\u4e00\u76f4\u50ac\u66f4\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_979b2d971e9d49948d24013de3d90df8@000000_oswg293550oswg1080oswg461_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u8fd9\u6b21\uff0c32B\u548c\u66f4\u591a\u5c3a\u5bf8\u7684\u5168\u7cfb\u5217Qwen2.5-Coder\u5982\u7ea6\u800c\u81f3\uff0c\u8fd9\u4e2a\u770b\u8d77\u6765\u80fd\u7528code\u751f\u4e07\u7269\u7684\u6700\u5f3a\u5f00\u6e90\u4ee3\u7801\u6a21\u578b\uff0c\u5230\u5e95\u5389\u5bb3\u5728\u54ea\u513f\u5462\uff1f<\/p><h2><strong>\u8d85\u8d8aGPT-4o\uff0c\u4eba\u4eba\u90fd\u80fd\u7528<\/strong><\/h2><p>\u9996\u5148\uff0c\u6211\u4eec\u4e3a\u4ec0\u4e48\u5173\u6ce8\u7f16\u7a0b\u6a21\u578b\uff1f\u56e0\u4e3a\u4ee3\u7801\u80fd\u529b\u5bf9\u5927\u6a21\u578b\u7684\u63a8\u7406\u5f88\u91cd\u8981\uff0c<strong>\u5927\u6a21\u578b\u5bf9\u4ee3\u7801\u7684\u7406\u89e3\u901a\u5e38\u88ab\u8ba4\u4e3a\u662f\u5176\u903b\u8f91\u80fd\u529b\u7684\u57fa\u7840\u6765\u6e90\u4e4b\u4e00<\/strong>\u3002<\/p><p>\u4ee3\u7801\u601d\u7ef4\u94fe(program-of-thought)\u00a0\u5c06\u590d\u6742\u95ee\u9898\u5206\u89e3\u4e3a\u53ef\u6267\u884c\u7684\u4ee3\u7801\u7247\u6bb5\uff0c\u5e76\u4e14\u5229\u7528\u4ee3\u7801\u6267\u884c\u5668\u9010\u6b65\u89e3\u51b3\u5b50\u95ee\u9898\uff0c\u53ef\u4ee5\u8f83\u5927\u7a0b\u5ea6\u63d0\u5347\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002<\/p><p>DeepMind\u65af\u5766\u798fUC\u4f2f\u514b\u5229\u8054\u624b\u53d1\u8868\u7684\u4e00\u9879\u7814\u7a76\u4e2d\u63d0\u5230\uff0c\u4f7f\u7528\u4ee3\u7801\u94fe\uff08Chain of Code\uff09\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u63d0\u5347\u6a21\u578b\u57fa\u4e8e\u4ee3\u7801\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4e5f\u7ed9\u6a21\u578b\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\u3001\u6570\u5b66\u8ba1\u7b97\u65b9\u9762\u5e26\u6765\u79ef\u6781\u5f71\u54cd\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_393d65fa72da4ce29ed5b541effc39ea@000000_oswg119301oswg1080oswg330_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p class=\"img-desc\">\u25b3<\/p><p>Qwen2.5-Coder\u4e5f\u91c7\u7528\u4e86\u7c7b\u4f3c\u539f\u7406\u3002\u5b83\u57fa\u4e8eQwen2.5\u57fa\u7840\u5927\u6a21\u578b\u8fdb\u884c\u521d\u59cb\u5316\uff0c\u4f7f\u7528\u6e90\u4ee3\u7801\u3001\u6587\u672c\u4ee3\u7801\u6df7\u5408\u6570\u636e\u3001\u5408\u6210\u6570\u636e\u7b495.5T tokens\u7684\u6570\u636e\u6301\u7eed\u8bad\u7ec3\uff0c\u5b9e\u73b0\u4e86\u4ee3\u7801\u751f\u6210\u3001\u4ee3\u7801\u63a8\u7406\u3001\u4ee3\u7801\u4fee\u590d\u7b49\u6838\u5fc3\u4efb\u52a1\u6027\u80fd\u7684\u663e\u8457\u63d0\u5347\u3002<\/p><p>\u6700\u65b0\u53d1\u5e03\u4e2d\uff0c<strong>Qwen2.5-Coder\u5168\u7cfb\u5217\u5171\u5f00\u6e906\u4e2a\u5c3a\u5bf8\u6a21\u578b<\/strong>\uff0c\u6bcf\u4e2a\u89c4\u6a21\u5305\u542bbase\u548cInstruct\u4e24\u4e2a\u7248\u672c\u3002<\/p><p>Base\u6a21\u578b\u4e3a\u5f00\u53d1\u8005\u53ef\u4ee5\u81ea\u884c\u5fae\u8c03\u7684\u57fa\u5ea7\u6a21\u578b\uff0cInstruct\u6a21\u578b\u662f\u53ef\u4ee5\u76f4\u63a5\u804a\u5929\u7684\u5b98\u65b9\u5bf9\u9f50\u6a21\u578b\u3002<\/p><p>\u56e2\u961f\u8bc4\u4f30\u4e86\u4e0d\u540c\u5c3a\u5bf8Qwen2.5-Coder\u5728\u6240\u6709\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\uff0c\u4e0d\u4f46\u5747\u53d6\u5f97\u540c\u7b49\u89c4\u6a21\u4e0b\u6700\u4f73\u6027\u80fd\uff08\u65e0\u8bba\u5f00\u95ed\u6e90\uff09\uff0c\u5e76\u4e14\u8fd8\u9a8c\u8bc1\u4e86Scaling Law\u4f9d\u65e7\u594f\u6548\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_47eccf76d3c8486daae67aa17679e2b3@000000_oswg19492oswg1080oswg271_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u5176\u4e2d\uff0c<strong>Qwen2.5-Coder-32B-Instruct\u662f\u672c\u6b21\u5f00\u6e90\u7684\u65d7\u8230\u6a21\u578b<\/strong>\u3002<\/p><p>\u5728\u7f16\u7a0b\u5927\u6a21\u578b\u4e3b\u8981\u5173\u6ce8\u76845\u4e2a\u65b9\u9762\u4e0a\uff0c\u5b83\u90fd\u5b9e\u73b0\u4e86\u5bf9GPT-4o\u7684\u8d85\u8d8a\uff1a<\/p><ul><li>\u4ee3\u7801\u751f\u6210<\/li><li>\u4ee3\u7801\u4fee\u590d<\/li><li>\u4ee3\u7801\u63a8\u7406<\/li><li>\u591a\u7f16\u7a0b\u8bed\u8a00<\/li><li>\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50<\/li><\/ul><p>\u9996\u5148\u6765\u770b\u7f16\u7a0b\u6a21\u578b\u6700\u6838\u5fc3\u7684\u80fd\u529b\u2014\u2014<strong>\u4ee3\u7801\u751f\u6210<\/strong>\u3002<\/p><p>Qwen2.5-Coder-32B-Instruct\u5728\u591a\u4e2a\u6d41\u884c\u7684\u4ee3\u7801\u751f\u6210\u57fa\u51c6\u4e0a\u90fd\u53d6\u5f97\u4e86\u5f00\u6e90SOTA\u3002<\/p><p>\u800c\u4e14\u5728HumanEval\u3001McEval\u3001Spider\u3001EvalPlus\u3001BigCodeBench\u7b49\u57fa\u51c6\u4e0a\uff0c\u90fd\u8d85\u8d8a\u4e86\u95ed\u6e90\u7684GPT-4o\u548cClaude 3.5 Sonnet\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_878fe170339744b4bf713bafcc9eb7cf@000000_oswg188953oswg1080oswg538_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u5176\u6b21\uff0c<strong>\u4ee3\u7801\u4fee\u590d<\/strong>\u65b9\u9762\uff0c\u5728\u4e3b\u6d41\u57fa\u51c6Aider\u4e0a\uff0cQwen2.5-Coder-32B-Instruct\u7565\u80dcGPT-4o\u3002<\/p><p>\u7b2c\u4e09\uff0c<strong>\u4ee3\u7801\u63a8\u7406<\/strong>\u65b9\u9762\uff0c\u5728CRUXEval\u57fa\u51c6\u4e0a\uff0c32B\u7248\u672c\u8f837B\u7248\u672c\u6709\u4e86\u660e\u663e\u63d0\u5347\uff0c\u751a\u81f3\u8fbe\u5230\u4e86\u548cGPT-4o\u3001Claude 3 Opus\u76f8\u5f53\u7684\u6c34\u5e73\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_0894f9601ed540828d9ca1ad3f311b4c@000000_oswg88042oswg1080oswg514_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u7b2c\u56db\uff0c\u5728\u5bf9\u591a\u7f16\u7a0b\u8bed\u8a00\u7684\u638c\u63e1\u4e0a\uff0cQwen2.5-Coder\u652f\u6301<strong>92\u79cd<\/strong>\u7f16\u7a0b\u8bed\u8a00\u3002Qwen2.5-Coder-32B-Instruct\u5728\u5176\u4e2d40\u591a\u79cd\u8bed\u8a00\u4e0a\u8868\u73b0\u51fa\u8272\u3002<\/p><p>\u5728Haskell\u3001Racket\u7b49\u8bed\u8a00\u4e0a\u8868\u73b0\u683c\u5916\u7a81\u51fa\uff0c<strong>\u6253\u8d254o\u7b49\u95ed\u6e90\u6a21\u578b\u540c\u65f6\u53d6\u5f97\u4e86\u8d85\u9ad8\u5206\u6570<\/strong>\u3002<\/p><p>\u901a\u8fc7\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u8fdb\u884c\u72ec\u7279\u6570\u636e\u6e05\u6d17\u548c\u914d\u6bd4\uff0c\u5b83\u5728McEval\u4e0a\u53d6\u5f9765.9\u5206\uff0c<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_6615326812184d1eba090a8493adce1d@000000_oswg164984oswg720oswg720_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u5728\u591a\u7f16\u7a0b\u8bed\u8a00\u7684\u4ee3\u7801\u4fee\u590d\u57fa\u51c6MdEval\u4e0a\uff0c\u540c\u6837\u8868\u73b0\u7a81\u51fa\uff0c\u53d6\u5f9775.2\u5206\uff0c\u4f4d\u5217\u6240\u6709\u5f00\u6e90\u6a21\u578b\u7b2c\u4e00\u3002<\/p><p>\u6700\u540e\uff0c\u4e3a\u4e86\u68c0\u9a8cQwen2.5-Coder-32B-Instruct\u5728<strong>\u4eba\u7c7b\u504f\u597d\u4e0a\u7684\u5bf9\u9f50\u8868\u73b0<\/strong>\u3002\u901a\u4e49\u5343\u95ee\u56e2\u961f\u8fd8\u6784\u5efa\u4e86\u4e00\u4e2a\u6765\u81ea\u5185\u90e8\u6807\u6ce8\u7684\u4ee3\u7801\u504f\u597d\u8bc4\u4f30\u57fa\u51c6Code Arena\uff0c\u53ef\u4ee5\u7406\u89e3\u4e3a\u7f16\u7a0b\u5927\u6a21\u578b\u7ade\u6280\u573a\u3002<\/p><p>\u8fd9\u4e00\u90e8\u5206\uff0cQwen2.5-Coder-32B-Instruct\u548c\u95ed\u6e90\u6a21\u578b\u6b63\u9762PK\uff0c\u901a\u8fc7\u8ba9\u4e24\u4e2a\u6a21\u578b\u5728\u540c\u6837\u95ee\u9898\u4e0bPK\uff0c\u8ba1\u7b97\u6700\u7ec8\u80dc\u8d1f\u6bd4\uff0c\u4ee5\u6b64\u6765\u8bc4\u5224\u6a21\u578b\u8868\u73b0\u3002<\/p><p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cClaude 3.5 Sonnet\u6218\u7ee9\u6700\u597d\uff0cQwen2.5-Coder-32B-Instruct\u548cGPT-4o\u6c34\u5e73\u76f8\u5f53\uff0c\u80dc\u7387\u4e3a68.9%\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_5954d4f6efea49d3ad0374165bc97257@000000_oswg125084oswg1080oswg540_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u603b\u7684\u6765\u770b\uff0cQwen2.5-Coder-32B-Instruct\u6beb\u65e0\u7591\u95ee\u662f\u5f00\u6e90\u6700\u4f73\uff0c\u5e76\u4e14\u771f\u6b63\u62c9\u5e73\u751a\u81f3\u90e8\u5206\u8d85\u51fa\u4e86\u6709\u6700\u5f3a\u4ee3\u7801\u80fd\u529b\u7684\u95ed\u6e90\u6a21\u578b\u3002<\/p><p>\u5728\u5b9e\u9645\u5e94\u7528\u4e0a\uff0c\u901a\u4e49\u5343\u95ee\u56e2\u961f\u6f14\u793a\u4e86\u57fa\u4e8eQwen2.5-Coder\u6253\u9020\u7684\u667a\u80fd\u4ee3\u7801\u52a9\u624b\uff0c\u5e76\u4e0a\u7ebf\u4e86\u4e00\u4e2a<strong>Artifacts\u5e94\u7528<\/strong>\u3002<\/p><p>\u76ee\u524d\u667a\u80fd\u4ee3\u7801\u52a9\u624b\u9886\u57df\u4e3b\u8981\u4ee5\u95ed\u6e90\u6a21\u578b\u4e3a\u4e3b\uff0cQwen2.5-Coder\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u5f00\u6e90\u9009\u62e9\u3002<\/p><p>\u5b83\u5728\u51e0\u4e2a\u53ef\u4ee5\u8bc4\u4f30\u6a21\u578b\u8f85\u52a9\u7f16\u7a0b\u7684\u57fa\u51c6\u4e0a\uff08CrossCodeEval\u3001CrossCodeEval\u3001CrossCodeLongEval\u3001RepoEval\u3001SAFIM\uff09\u90fd\u53d6\u5f97\u4e86SOTA\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_69f237497e4d4de8aa58ae18bc454927@000000_oswg85627oswg1080oswg402_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u65b0\u7684Qwen2.5-Coder\uff0c\u5bf9\u7f16\u7a0b\u5c0f\u767d\u4e5f\u5f88\u53cb\u597d\uff0c\u4e00\u53e5\u8bdd\u5c31\u80fd\u5f00\u53d1\u5c0f\u5e94\u7528\/\u6e38\u620f\u3002<\/p><p>\u6bd4\u5982\u73b0\u573a\u81ea\u52a8\u505a\u4e00\u4e2a2048\u5c0f\u6e38\u620f\uff0c\u51e0\u5341\u79d2\u641e\u5b9a\uff0c\u7acb\u523b\u5c31\u80fd\u73a9\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_1cb95778a03e4678be90bed258591a1d@000000_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u6216\u8005\u662f\u751f\u6210\u4e00\u4e2a\u56fe\u6587\u5e76\u8302\u7684\u82f1\u8bed\u5355\u8bcd\u5361\u9875\u9762\uff0c\u901f\u5ea6\u90fd\u975e\u5e38\u5feb\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_3689d33d55374f1b919baaa6b3f076b6@000000_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><h2><strong>\u88ab\u5168\u7403\u5f00\u53d1\u8005\u8ffd\u6367\u7684\u4e2d\u56fd\u5f00\u6e90\u6a21\u578b<\/strong><\/h2><p>Qwen2.5-Coder-32B\u7684\u5feb\u901f\u63a8\u51fa\u53ef\u4ee5\u8bf4\u662f\u4f17\u671b\u6240\u5f52\u3002<\/p><p>\u5c31\u5728\u524d\u6bb5\u65f6\u95f4\uff0cReddit\u8fd8\u6709\u5e16\u5b50\u63d0\u95ee\uff0c\u600e\u4e4832B\u7248\u672c\u8fd8\u4e0d\u6765\uff1f<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_385df13ff1d8486ebda51b4754f20564@000000_oswg348162oswg1080oswg587_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u6bd5\u7adf\uff0c\u4e0d\u5c11\u4eba\u90fd\u57fa\u4e8e9\u6708\u5f00\u6e90\u7684Qwen2.5-Coder-1.5B\u548c7B\u7248\u672c\uff0c\u6253\u9020\u51fa\u4e86\u70ed\u5ea6\u9887\u9ad8\u7684\u5e94\u7528\u3002<\/p><p>\u6bd4\u5982<strong>Qwen Code Interpreter<\/strong>\u3002\u8fd9\u662f\u4e00\u4e2a\u7c7b\u4f3c\u4e8eChatGPT\u7684\u4ee3\u7801\u89e3\u91ca\u5668\uff0c\u53ef\u5b8c\u5168\u5728\u672c\u5730\/\u6d4f\u89c8\u5668\u4e0a\u8fd0\u884c\uff0c\u57fa\u4e8eQwen2.5-Coder-1.5B\u6253\u9020\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_b7235ca8ba6f4a90b2baff5fe1057e0a@000000_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u53ea\u7528\u5c0f\u6a21\u578b\u8fd8\u5b9e\u73b0\u4e86\u975e\u5e38\u597d\u7684\u6548\u679c\uff0c\u8fd9\u7acb\u523b\u5f15\u53d1\u4e0d\u5c11\u7f51\u53cb\u7684\u5173\u6ce8\uff0c\u4e00\u4e2a\u968f\u624b\u63a8\u8350\u5e16\u5c31\u6709\u8fd1\u5343\u4eba\u70b9\u8d5e\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_e6c9a13584b14ff5802ccac56f659059@000000_oswg392953oswg720oswg869_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_c0a5ffc8b95a4d9aaa21b32ae7a167df@000000_oswg404849oswg1080oswg567_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p>\u8fd8\u6709\u4eba\u57fa\u4e8eQwen2.5-Coder\u6253\u9020\u4e86<strong>\u4e13\u95e8\u7528\u4e8erust\u8bed\u8a00\u7684\u7f16\u7a0b\u52a9\u624b<\/strong>\u3002<\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_b6a3dc11b6ad45f5939f769135d5945b@000000_oswg464908oswg720oswg939_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" 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class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_c98aaf6d7de44a0882df5493e777d867@000000_oswg61044oswg998oswg316_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" \/><\/p><p class=\"image-wrapper\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20241112\/v2_28e7efc3859e4af6a1c1a628d6dc974c@000000_oswg427082oswg1080oswg614_img_000?x-oss-process=image\/format,jpg\/interlace,1\/format,jpg\/interlace,1\" data-img-size-val=\"\" 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