{"id":13339,"date":"2024-11-16T02:33:05","date_gmt":"2024-11-15T18:33:05","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=13339"},"modified":"2024-11-15T20:40:04","modified_gmt":"2024-11-15T12:40:04","slug":"qwen25-coder-quanxi","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/qwen25-coder-quanxi\/","title":{"rendered":"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13340\" title=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/4935e38f3adedb2.jpg\" alt=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-1\" width=\"769\" height=\"769\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/4935e38f3adedb2.jpg 2500w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/4935e38f3adedb2-300x300.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/4935e38f3adedb2-1024x1024.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/4935e38f3adedb2-768x768.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/4935e38f3adedb2-1536x1536.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/4935e38f3adedb2-2048x2048.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/4935e38f3adedb2-12x12.jpg 12w\" sizes=\"auto, (max-width: 769px) 100vw, 769px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u7b80\u4ecb<\/h2>\n<p>\u4eca\u5929\uff0c\u6211\u4eec\u5f88\u9ad8\u5174\u5f00\u6e90\u300c\u5f3a\u5927\u300d\u3001\u300c\u591a\u6837\u300d\u3001\u300c\u5b9e\u7528\u300d\u7684 Qwen2.5-Coder \u5168\u7cfb\u5217\u6a21\u578b\uff0c\u81f4\u529b\u4e8e\u6301\u7eed\u63a8\u52a8 Open CodeLLMs \u7684\u53d1\u5c55\u3002<\/p>\n<ul>\n<li><strong>\u5f3a\u5927<\/strong>\uff1aQwen2.5-Coder-32B-Instruct \u6210\u4e3a\u76ee\u524d SOTA \u7684\u5f00\u6e90\u4ee3\u7801\u6a21\u578b\uff0c\u4ee3\u7801\u80fd\u529b\u8ffd\u5e73 GPT-4o\uff0c\u5c55\u73b0\u51fa\u5f3a\u5927\u4e14\u5168\u9762\u7684\u4ee3\u7801\u80fd\u529b\uff0c\u540c\u65f6\u5177\u5907\u826f\u597d\u7684\u901a\u7528\u548c\u6570\u5b66\u80fd\u529b\u3002<\/li>\n<li><strong>\u591a\u6837<\/strong>\uff1a\u4e0a\u4e2a\u6708\u6211\u4eec\u5f00\u6e90\u4e86 1.5B\u30017B \u4e24\u4e2a\u5c3a\u5bf8\uff0c\u672c\u6b21\u5f00\u6e90\u53c8\u5e26\u6765 0.5B\u30013B\u300114B\u300132B \u56db\u4e2a\u5c3a\u5bf8\uff0c\u622a\u81f3\u76ee\u524d\uff0c Qwen2.5-Coder \u5df2\u7ecf\u8986\u76d6\u4e86\u4e3b\u6d41\u7684\u516d\u4e2a\u6a21\u578b\u5c3a\u5bf8\uff0c\u4ee5\u6ee1\u8db3\u4e0d\u540c\u5f00\u53d1\u8005\u7684\u9700\u8981\u3002<\/li>\n<li><strong>\u5b9e\u7528<\/strong>\uff1a\u6211\u4eec\u63a2\u7d22\u4e86 Qwen2.5-Coder \u5728\u4ee3\u7801\u52a9\u624b\u548c Artifacts \u4e24\u79cd\u573a\u666f\u4e0b\u7684\u5b9e\u7528\u6027\uff0c\u5e76\u7528\u4e00\u4e9b\u6837\u4f8b\u6765\u5c55\u793a Qwen2.5-Coder \u5728\u5b9e\u9645\u573a\u666f\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5f3a\u5927\uff1a\u4ee3\u7801\u80fd\u529b\u8fbe\u5230\u5f00\u6e90\u6a21\u578b SOTA<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13341\" title=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/58ac3ed96e182a0.png\" alt=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-2\" width=\"952\" height=\"475\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/58ac3ed96e182a0.png 3376w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/58ac3ed96e182a0-300x150.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/58ac3ed96e182a0-1024x511.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/58ac3ed96e182a0-768x383.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/58ac3ed96e182a0-1536x767.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/58ac3ed96e182a0-2048x1022.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/58ac3ed96e182a0-18x9.png 18w\" sizes=\"auto, (max-width: 952px) 100vw, 952px\" \/><\/p>\n<ul>\n<li><strong>\u4ee3\u7801\u751f\u6210<\/strong>\uff1aQwen2.5-Coder-32B-Instruct \u4f5c\u4e3a\u672c\u6b21\u5f00\u6e90\u7684\u65d7\u8230\u6a21\u578b\uff0c\u5728\u591a\u4e2a\u6d41\u884c\u7684\u4ee3\u7801\u751f\u6210\u57fa\u51c6\uff08\u5982EvalPlus\u3001LiveCodeBench\u3001BigCodeBench\uff09\u4e0a\u90fd\u53d6\u5f97\u4e86\u5f00\u6e90\u6a21\u578b\u4e2d\u7684\u6700\u4f73\u8868\u73b0\uff0c\u5e76\u4e14\u8fbe\u5230\u548c GPT-4o \u6709\u7ade\u4e89\u529b\u7684\u8868\u73b0\u3002<\/li>\n<li><strong>\u4ee3\u7801\u4fee\u590d<\/strong>\uff1a\u4ee3\u7801\u4fee\u590d\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u7f16\u7a0b\u80fd\u529b\u3002Qwen2.5-Coder-32B-Instruct \u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u4fee\u590d\u4ee3\u7801\u4e2d\u7684\u9519\u8bef\uff0c\u8ba9\u7f16\u7a0b\u66f4\u52a0\u9ad8\u6548\u3002Aider \u662f\u6d41\u884c\u7684\u4ee3\u7801\u4fee\u590d\u7684\u57fa\u51c6\uff0cQwen2.5-Coder-32B-Instruct \u8fbe\u5230 73.7 \u5206\uff0c\u5728 Aider \u4e0a\u7684\u8868\u73b0\u4e0e GPT-4o \u76f8\u5f53\u3002<\/li>\n<li><strong>\u4ee3\u7801\u63a8\u7406<\/strong>\uff1a\u4ee3\u7801\u63a8\u7406\u662f\u6307\u6a21\u578b\u80fd\u5426\u5b66\u4e60\u4ee3\u7801\u6267\u884c\u7684\u8fc7\u7a0b\uff0c\u51c6\u786e\u5730\u9884\u6d4b\u6a21\u578b\u7684\u8f93\u5165\u4e0e\u8f93\u51fa\u3002\u4e0a\u4e2a\u6708\u53d1\u5e03\u7684 Qwen2.5-Coder-7B-Instruct \u5df2\u7ecf\u5728\u4ee3\u7801\u63a8\u7406\u80fd\u529b\u4e0a\u5c55\u73b0\u51fa\u4e86\u4e0d\u4fd7\u7684\u8868\u73b0\uff0c32B \u6a21\u578b\u7684\u8868\u73b0\u66f4\u8fdb\u4e00\u6b65\u3002<img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13342\" title=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/a7832a402a4cc1e.png\" alt=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-3\" width=\"969\" height=\"461\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/a7832a402a4cc1e.png 3326w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/a7832a402a4cc1e-300x143.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/a7832a402a4cc1e-1024x487.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/a7832a402a4cc1e-768x366.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/a7832a402a4cc1e-1536x731.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/a7832a402a4cc1e-2048x975.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/a7832a402a4cc1e-18x9.png 18w\" sizes=\"auto, (max-width: 969px) 100vw, 969px\" \/><\/li>\n<li><strong>\u591a\u7f16\u7a0b\u8bed\u8a00<\/strong>\uff1a\u667a\u80fd\u7f16\u7a0b\u52a9\u624b\u5e94\u8be5\u719f\u6089\u6240\u6709\u7f16\u7a0b\u8bed\u8a00\uff0cQwen2.5-Coder-32B-Instruct \u5728 40 \u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u5728 McEval \u4e0a\u53d6\u5f97\u4e86 65.9 \u5206\uff0c\u5176\u4e2d Haskell\u3001Racket \u7b49\u8bed\u8a00\u8868\u73b0\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff0c\u8fd9\u5f97\u76ca\u4e8e\u6211\u4eec\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u72ec\u7279\u7684\u6570\u636e\u6e05\u6d17\u548c\u914d\u6bd4\u3002<img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13343\" title=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/9f1fbe4d1516a98.jpg\" alt=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-4\" width=\"773\" height=\"772\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/9f1fbe4d1516a98.jpg 1214w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/9f1fbe4d1516a98-300x300.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/9f1fbe4d1516a98-1024x1024.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/9f1fbe4d1516a98-768x767.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/9f1fbe4d1516a98-12x12.jpg 12w\" sizes=\"auto, (max-width: 773px) 100vw, 773px\" \/><\/li>\n<\/ul>\n<p>\u53e6\u5916\uff0cQwen2.5-Coder-32B-Instruct \u7684\u591a\u7f16\u7a0b\u8bed\u8a00\u4ee3\u7801\u4fee\u590d\u80fd\u529b\u540c\u6837\u4ee4\u4eba\u60ca\u559c\uff0c\u8fd9\u5c06\u6709\u52a9\u4e8e\u7528\u6237\u7406\u89e3\u548c\u4fee\u6539\u81ea\u5df1\u719f\u6089\u7684\u7f16\u7a0b\u8bed\u8a00\uff0c\u6781\u5927\u7f13\u89e3\u964c\u751f\u8bed\u8a00\u7684\u5b66\u4e60\u6210\u672c\u3002<\/p>\n<p>\u4e0e McEval \u7c7b\u4f3c\uff0cMdEval \u662f\u591a\u7f16\u7a0b\u8bed\u8a00\u7684\u4ee3\u7801\u4fee\u590d\u57fa\u51c6\uff0cQwen2.5-Coder-32B-Instruct \u5728 MdEval \u4e0a\u53d6\u5f97\u4e86 75.2 \u5206\uff0c\u5728\u6240\u6709\u5f00\u6e90\u6a21\u578b\u4e2d\u6392\u540d\u7b2c\u4e00\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13344\" title=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/00268f135c32036.jpg\" alt=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-5\" width=\"826\" height=\"390\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/00268f135c32036.jpg 2023w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/00268f135c32036-300x142.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/00268f135c32036-1024x483.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/00268f135c32036-768x363.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/00268f135c32036-1536x725.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/00268f135c32036-18x8.jpg 18w\" sizes=\"auto, (max-width: 826px) 100vw, 826px\" \/><\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li><strong>\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50<\/strong>\uff1a\u4e3a\u4e86\u68c0\u9a8c Qwen2.5-Coder-32B-Instruct \u5728\u4eba\u7c7b\u504f\u597d\u4e0a\u7684\u5bf9\u9f50\u8868\u73b0\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u6765\u81ea\u5185\u90e8\u6807\u6ce8\u7684\u4ee3\u7801\u504f\u597d\u8bc4\u4f30\u57fa\u51c6 Code Arena\uff08\u7c7b\u4f3c Arena Hard\uff09\u3002\u6211\u4eec\u91c7\u7528 GPT-4o \u4f5c\u4e3a\u504f\u597d\u5bf9\u9f50\u7684\u8bc4\u6d4b\u6a21\u578b\uff0c\u91c7\u7528 \u201cA vs. B win\u201d \u7684\u8bc4\u6d4b\u65b9\u5f0f\u2014\u2014\u5373\u5728\u6d4b\u8bd5\u96c6\u5b9e\u4f8b\u4e2d\uff0c\u6a21\u578b A \u7684\u5206\u6570\u8d85\u8fc7\u6a21\u578b B \u7684\u767e\u5206\u6bd4\u3002\u4e0b\u56fe\u7ed3\u679c\u8868\u73b0\u51fa Qwen2.5-Coder-32B-Instruct \u5728\u504f\u597d\u5bf9\u9f50\u65b9\u9762\u7684\u4f18\u52bf\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13345\" title=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/298ed77fe81a5f8.jpg\" alt=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-6\" width=\"788\" height=\"394\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/298ed77fe81a5f8.jpg 2560w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/298ed77fe81a5f8-300x150.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/298ed77fe81a5f8-1024x512.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/298ed77fe81a5f8-768x384.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/298ed77fe81a5f8-1536x768.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/298ed77fe81a5f8-2048x1024.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/298ed77fe81a5f8-18x9.jpg 18w\" sizes=\"auto, (max-width: 788px) 100vw, 788px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u591a\u6837\uff1a\u4e30\u5bcc\u7684\u6a21\u578b\u5c3a\u5bf8<\/h2>\n<p>Qwen2.5-Coder \u5f00\u6e90\u6a21\u578b\u5bb6\u65cf\u5305\u542b 0.5B\u30011.5B\u30013B\u30017B\u300114B\u300132B \u516d\u4e2a\u5c3a\u5bf8\uff0c\u4e0d\u4ec5\u80fd\u591f\u6ee1\u8db3\u5f00\u53d1\u8005\u5728\u4e0d\u540c\u8d44\u6e90\u573a\u666f\u4e0b\u7684\u9700\u6c42\uff0c\u8fd8\u80fd\u7ed9\u7814\u7a76\u793e\u533a\u63d0\u4f9b\u826f\u597d\u7684\u5b9e\u9a8c\u573a\u3002\u4e0b\u8868\u662f\u8be6\u7ec6\u7684\u6a21\u578b\u4fe1\u606f\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>Models<\/th>\n<th>Params<\/th>\n<th>Non-Emb Params<\/th>\n<th>Layers<\/th>\n<th>Heads (KV)<\/th>\n<th>Tie Embedding<\/th>\n<th>Context Length<\/th>\n<th>License<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Qwen2.5-Coder-0.5B<\/td>\n<td>0.49B<\/td>\n<td>0.36B<\/td>\n<td>24<\/td>\n<td>14 \/ 2<\/td>\n<td>Yes<\/td>\n<td>32K<\/td>\n<td>Apache 2.0<\/td>\n<\/tr>\n<tr>\n<td>Qwen2.5-Coder-1.5B<\/td>\n<td>1.54B<\/td>\n<td>1.31B<\/td>\n<td>28<\/td>\n<td>12 \/ 2<\/td>\n<td>Yes<\/td>\n<td>32K<\/td>\n<td>Apache 2.0<\/td>\n<\/tr>\n<tr>\n<td>Qwen2.5-Coder-3B<\/td>\n<td>3.09B<\/td>\n<td>2.77B<\/td>\n<td>36<\/td>\n<td>16 \/ 2<\/td>\n<td>Yes<\/td>\n<td>32K<\/td>\n<td>Qwen Research<\/td>\n<\/tr>\n<tr>\n<td>Qwen2.5-Coder-7B<\/td>\n<td>7.61B<\/td>\n<td>6.53B<\/td>\n<td>28<\/td>\n<td>28 \/ 4<\/td>\n<td>No<\/td>\n<td>128K<\/td>\n<td>Apache 2.0<\/td>\n<\/tr>\n<tr>\n<td>Qwen2.5-Coder-14B<\/td>\n<td>14.7B<\/td>\n<td>13.1B<\/td>\n<td>48<\/td>\n<td>40 \/ 8<\/td>\n<td>No<\/td>\n<td>128K<\/td>\n<td>Apache 2.0<\/td>\n<\/tr>\n<tr>\n<td>Qwen2.5-Coder-32B<\/td>\n<td>32.5B<\/td>\n<td>31.0B<\/td>\n<td>64<\/td>\n<td>40 \/ 8<\/td>\n<td>No<\/td>\n<td>128K<\/td>\n<td>Apache 2.0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6211\u4eec\u4e00\u76f4\u76f8\u4fe1 <a href=\"https:\/\/www.kdjingpai.com\/pt\/chinchilla-shikeyu\/\">Scaling Law<\/a> \u54f2\u5b66\u3002\u6211\u4eec\u8bc4\u4f30\u4e86\u4e0d\u540c\u5c3a\u5bf8\u7684 Qwen2.5-Coder \u6a21\u578b\u5728\u6240\u6709\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\uff0c\u4ee5\u9a8c\u8bc1 Scaling \u5728 Code LLMs \u4e0a\u7684\u6709\u6548\u6027\u3002<\/p>\n<p>\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u5c3a\u5bf8\uff0c\u6211\u4eec\u90fd\u5f00\u6e90\u4e86 Base \u548c Instruct \u6a21\u578b\uff0c\u5176\u4e2d\uff0c Base \u6a21\u578b\u53ef\u4f5c\u4e3a\u5f00\u53d1\u8005\u5fae\u8c03\u6a21\u578b\u7684\u57fa\u5ea7\uff0cInstruct \u6a21\u578b\u662f\u53ef\u4ee5\u76f4\u63a5\u804a\u5929\u7684\u5b98\u65b9\u5bf9\u9f50\u6a21\u578b\uff0c<\/p>\n<p>\u4e0b\u9762\u662f\u4e0d\u540c\u5c3a\u5bf8 Base \u6a21\u578b\u7684\u8868\u73b0\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13346\" title=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-7\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/e65c7a93ea3ab95.png\" alt=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-7\" width=\"1004\" height=\"481\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/e65c7a93ea3ab95.png 3413w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/e65c7a93ea3ab95-300x144.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/e65c7a93ea3ab95-1024x491.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/e65c7a93ea3ab95-768x368.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/e65c7a93ea3ab95-1536x736.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/e65c7a93ea3ab95-2048x981.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/e65c7a93ea3ab95-18x9.png 18w\" sizes=\"auto, (max-width: 1004px) 100vw, 1004px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u4e0b\u9762\u662f\u4e0d\u540c\u5c3a\u5bf8 Instruct \u6a21\u578b\u7684\u8868\u73b0\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13347\" title=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-8\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/56130e9aa5a4b12.png\" alt=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-8\" width=\"996\" height=\"466\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/56130e9aa5a4b12.png 3360w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/56130e9aa5a4b12-300x140.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/56130e9aa5a4b12-1024x479.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/56130e9aa5a4b12-768x360.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/56130e9aa5a4b12-1536x719.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/56130e9aa5a4b12-2048x959.png 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/56130e9aa5a4b12-18x8.png 18w\" sizes=\"auto, (max-width: 996px) 100vw, 996px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u4e3a\u4e86\u66f4\u52a0\u76f4\u89c2\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u4e0d\u540c\u5c3a\u5bf8 Qwen2.5-Coder \u6a21\u578b\u548c\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\u5728\u6838\u5fc3\u6570\u636e\u96c6\u4e0a\u7684\u5bf9\u6bd4\u3002<\/p>\n<ul>\n<li>\u9488\u5bf9 Base \u6a21\u578b\uff0c\u6211\u4eec\u9009\u62e9 MBPP-3shot \u4f5c\u4e3a\u8bc4\u4f30\u6307\u6807\uff0c\u6211\u4eec\u5927\u91cf\u7684\u5b9e\u9a8c\u8868\u660e\uff0cMBPP-3shot \u66f4\u9002\u5408\u8bc4\u4f30\u57fa\u7840\u6a21\u578b\uff0c\u4e14\u80fd\u591f\u548c\u6a21\u578b\u7684\u771f\u5b9e\u6548\u679c\u6709\u8f83\u597d\u7684\u76f8\u5173\u6027\u3002<\/li>\n<li>\u9488\u5bf9 Instruct \u6a21\u578b\uff0c\u6211\u4eec\u9009\u62e9 LiveCodeBench \u6700\u8fd1 4 \u4e2a\u6708\uff082024.07 &#8211; 2024.11\uff09\u7684\u9898\u76ee\u4f5c\u4e3a\u8bc4\u4f30\uff0c\u8fd9\u4e9b\u6700\u65b0\u516c\u5e03\u7684\u3001\u4e0d\u53ef\u80fd\u6cc4\u9732\u5230\u8bad\u7ec3\u96c6\u7684\u9898\u76ee\u80fd\u591f\u53cd\u6620\u6a21\u578b\u7684 OOD \u80fd\u529b\u3002<\/li>\n<\/ul>\n<p>\u6a21\u578b\u5c3a\u5bf8\u548c\u6a21\u578b\u6548\u679c\u4e4b\u95f4\u5b58\u5728\u9884\u671f\u4e2d\u7684\u6b63\u76f8\u5173\u5173\u7cfb\uff0c\u5e76\u4e14\uff0c Qwen2.5-Coder \u5728\u6240\u6709\u5c3a\u5bf8\u4e0b\u90fd\u53d6\u5f97\u4e86 SOTA \u8868\u73b0\uff0c\u8fd9\u9f13\u52b1\u6211\u4eec\u7ee7\u7eed\u63a2\u7d22\u66f4\u5927\u5c3a\u5bf8\u7684 Coder \u6a21\u578b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13348\" title=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-9\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/93074048af18df5.jpg\" alt=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-9\" width=\"1059\" height=\"267\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u5b9e\u7528\uff1a\u9047\u89c1 Cursor \u548c Artifacts<\/h2>\n<p>\u5b9e\u7528\u7684 Coder \u4e00\u76f4\u662f\u6211\u4eec\u7684\u613f\u666f\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u63a2\u7d22\u4e86 Qwen2.5-Coder \u6a21\u578b\u5728\u4ee3\u7801\u52a9\u624b\u548c Artifacts \u573a\u666f\u4e0b\u7684\u5b9e\u9645\u5e94\u7528\u3002<\/p>\n<h3>Qwen2.5-Coder \ud83e\udd1d Cursor<\/h3>\n<p>\u667a\u80fd\u4ee3\u7801\u52a9\u624b\u5df2\u7ecf\u5f97\u5230\u5e7f\u6cdb\u5e94\u7528\uff0c\u4f46\u76ee\u524d\u5927\u591a\u4f9d\u8d56\u95ed\u6e90\u6a21\u578b\uff0c\u6211\u4eec\u5e0c\u671b Qwen2.5-Coder \u7684\u51fa\u73b0\u80fd\u591f\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e00\u4e2a\u53cb\u597d\u4e14\u5f3a\u5927\u7684\u9009\u62e9\u3002<\/p>\n<p><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" \/><\/p>\n<p>\u53e6\u5916\uff0cQwen2.5-Coder-32B \u5728\u9884\u8bad\u7ec3\u6a21\u578b\u4e0a\u5c31\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u4ee3\u7801\u8865\u5168\u80fd\u529b\uff0c\u5728 Humaneval-Infilling\u3001CrossCodeEval\u3001CrossCodeLongEval\u3001RepoEval\u3001SAFIM \u7b49 5 \u4e2a\u8bc4\u6d4b\u96c6\u4e0a\u90fd\u53d6\u5f97\u4e86 SOTA \u8868\u73b0\u3002<\/p>\n<p>\u4e3a\u4e86\u4fdd\u6301\u516c\u5e73\u5bf9\u6bd4\uff0c\u6211\u4eec\u5c06\u6700\u5927\u5e8f\u5217\u957f\u5ea6\u63a7\u5236\u5728 8k\uff0c\u91c7\u7528 Fill-in-the-Middle \u6a21\u5f0f\u8fdb\u884c\u6d4b\u8bd5\u3002\u5728 CrossCodeEval\u3001CrossCodeLongEval\u3001RepoEval\u3001Humaneval-Infilling 4 \u4e2a\u8bc4\u6d4b\u96c6\u4e2d\uff0c\u6211\u4eec\u8bc4\u4f30\u4e86\u751f\u6210\u5185\u5bb9\u4e0e\u771f\u5b9e\u6807\u7b7e\u662f\u5426\u7edd\u5bf9\u76f8\u7b49\uff08Exact Match\uff09\uff1b\u5728 SAFIM \u4e2d\uff0c\u6211\u4eec\u91c7\u7528 1 \u6b21\u6267\u884c\u6210\u529f\u7387\uff08Pass@1\uff09\u8fdb\u884c\u8bc4\u4ef7\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-13349\" title=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-10\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/57784fd5079b74a.jpg\" alt=\"Qwen2.5-Coder \u5168\u7cfb\u5217: \u5f3a\u5927\u3001\u591a\u6837\u3001\u5b9e\u7528\u3002-10\" width=\"881\" height=\"329\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3>Qwen2.5-Coder \ud83e\udd1d Artifacts<\/h3>\n<p>Artifacts \u662f\u4ee3\u7801\u751f\u6210\u7684\u91cd\u8981\u5e94\u7528\u4e4b\u4e00\uff0c\u80fd\u591f\u5e2e\u52a9\u7528\u6237\u521b\u4f5c\u4e00\u4e9b\u9002\u5408\u53ef\u89c6\u5316\u7684\u4f5c\u54c1\uff0c\u6211\u4eec\u9009\u62e9\u00a0<a href=\"https:\/\/www.kdjingpai.com\/pt\/openwebui\/\">Open WebUI<\/a>\u00a0\u63a2\u7d22 Qwen2.5-Coder \u5728 Artifacts \u573a\u666f\u4e0b\u7684\u6f5c\u529b\uff0c\u4e0b\u9762\u662f\u4e00\u4e9b\u5177\u4f53\u7684\u4f8b\u5b50\uff1a<\/p>\n<div style=\"width: 640px;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-13339-1\" width=\"640\" height=\"360\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"https:\/\/qianwen-res.oss-cn-beijing.aliyuncs.com\/Qwen2.5\/Qwen2.5-Coder-Family\/cases\/final-3body.mp4?_=1\" \/><a href=\"https:\/\/qianwen-res.oss-cn-beijing.aliyuncs.com\/Qwen2.5\/Qwen2.5-Coder-Family\/cases\/final-3body.mp4\">https:\/\/qianwen-res.oss-cn-beijing.aliyuncs.com\/Qwen2.5\/Qwen2.5-Coder-Family\/cases\/final-3body.mp4<\/a><\/video><\/div>\n<p>\u6211\u4eec\u5373\u5c06\u5728\u901a\u4e49\u5b98\u7f51\u00a0https:\/\/tongyi.aliyun.com\u00a0\u4e0a\u7ebf\u4ee3\u7801\u6a21\u5f0f\uff0c\u652f\u6301\u4e00\u53e5\u8bdd\u751f\u6210\u7f51\u7ad9\u3001\u5c0f\u6e38\u620f\u548c\u6570\u636e\u56fe\u8868\u7b49\u5404\u7c7b\u53ef\u89c6\u5316\u5e94\u7528\u3002\u6b22\u8fce\u5927\u5bb6\u4f53\u9a8c\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; \u7b80\u4ecb \u4eca\u5929\uff0c\u6211\u4eec\u5f88\u9ad8\u5174\u5f00\u6e90\u300c\u5f3a\u5927\u300d\u3001\u300c\u591a\u6837\u300d\u3001\u300c\u5b9e\u7528\u300d\u7684 Qwen2.5-Coder \u5168\u7cfb\u5217\u6a21\u578b\uff0c\u81f4\u529b\u4e8e\u6301\u7eed\u63a8\u52a8 Open CodeLLMs \u7684\u53d1\u5c55\u3002 \u5f3a\u5927\uff1aQwen2.5-Coder-32B-Instruct \u6210\u4e3a\u76ee\u524d SO&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"class_list":["post-13339","post","type-post","status-publish","format-standard","hentry","category-tool"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/13339","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=13339"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/13339\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=13339"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=13339"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=13339"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}