[{"data":1,"prerenderedAt":630},["ShallowReactive",2],{"header-counts":3,"footer-counts":6,"model-qwen3-coder":9},{"tools":4,"reviews":5},70,12,{"tools":4,"reviews":5,"playbooks":7,"news":8},15,13,{"id":10,"title":11,"apiCompatible":12,"benchmarks":15,"body":22,"category":593,"contextWindow":594,"description":595,"extension":596,"maxOutput":597,"meta":598,"navigation":188,"path":599,"pricing":600,"published":601,"relatedTools":602,"releaseDate":607,"seo":608,"slug":609,"stem":610,"strengths":611,"updated":601,"useCases":617,"vendor":622,"vendorEn":623,"weaknesses":624,"__hash__":629},"models\u002Fmodels\u002Fqwen3-coder.md","Qwen3-Coder",[13,14],"openai","anthropic",[16,19],{"name":17,"score":18},"SWE-bench Verified","开源 SOTA（对标 Sonnet 4）",{"name":20,"score":21},"预训练 token","7.5T（70% 代码）",{"type":23,"value":24,"toc":578},"minimark",[25,29,44,47,51,111,114,134,138,146,149,153,233,240,244,257,401,404,489,505,508,541,544,574],[26,27,28],"h2",{"id":28},"概述",[30,31,32,33,37,38,43],"p",{},"Qwen3-Coder 是阿里巴巴（通义千问）于 2025 年 7 月 22 日开源的 agentic 编码模型，旗舰版 ",[34,35,36],"strong",{},"Qwen3-Coder-480B-A35B-Instruct"," 是 MoE 架构，发布时在开源模型中 agentic coding、browser-use、tool-use 全面 SOTA，性能对标 ",[39,40,42],"a",{"href":41},"\u002Fmodels\u002Fclaude-sonnet-4.html","Claude Sonnet 4","。Apache 2.0 许可，可商用。",[26,45,46],{"id":46},"核心能力",[48,49,50],"h3",{"id":50},"模型规格",[52,53,54,67],"table",{},[55,56,57],"thead",{},[58,59,60,64],"tr",{},[61,62,63],"th",{},"项目",[61,65,66],{},"参数",[68,69,70,79,87,95,103],"tbody",{},[58,71,72,76],{},[73,74,75],"td",{},"架构",[73,77,78],{},"Mixture-of-Experts (MoE)",[58,80,81,84],{},[73,82,83],{},"总参 \u002F 激活",[73,85,86],{},"480B \u002F 35B",[58,88,89,92],{},[73,90,91],{},"上下文",[73,93,94],{},"256K 原生，YaRN 外推可达 1M",[58,96,97,100],{},[73,98,99],{},"预训练",[73,101,102],{},"7.5T token（70% 代码占比）",[58,104,105,108],{},[73,106,107],{},"许可",[73,109,110],{},"Apache 2.0",[48,112,113],{"id":113},"训练亮点",[115,116,117,124],"ul",{},[118,119,120,123],"li",{},[34,121,122],{},"Code RL","：聚焦「难解但易验证」的任务，通过扩展测试用例提升执行成功率",[118,125,126,129,130,133],{},[34,127,128],{},"Long-Horizon RL（Agent RL）","：为多轮交互（planning→工具→反馈→决策）设计，借助阿里云",[34,131,132],{},"并行运行 2 万个独立环境","做强化学习，在 SWE-bench Verified 上无需 test-time scaling 即达 SOTA",[48,135,137],{"id":136},"agentic-编码","Agentic 编码",[30,139,140,141,145],{},"专为 repo 级数据和动态输入（如 Pull Request）优化，是开源阵营里少有的「真能跑长链路 agent」的编码模型。关于 agent 概念见 ",[39,142,144],{"href":143},"\u002Fwiki\u002Fai-agent.html","AI Agent","。",[26,147,148],{"id":148},"使用方式",[48,150,152],{"id":151},"qwen-code-cli","Qwen Code CLI",[154,155,160],"pre",{"className":156,"code":157,"language":158,"meta":159,"style":159},"language-bash shiki shiki-themes github-light github-dark","npm i -g @qwen-code\u002Fqwen-code\n\nexport OPENAI_API_KEY=\"your_api_key_here\"\nexport OPENAI_BASE_URL=\"https:\u002F\u002Fdashscope-intl.aliyuncs.com\u002Fcompatible-mode\u002Fv1\"\nexport OPENAI_MODEL=\"qwen3-coder-plus\"\n","bash","",[161,162,163,183,190,207,220],"code",{"__ignoreMap":159},[164,165,168,172,176,180],"span",{"class":166,"line":167},"line",1,[164,169,171],{"class":170},"sScJk","npm",[164,173,175],{"class":174},"sZZnC"," i",[164,177,179],{"class":178},"sj4cs"," -g",[164,181,182],{"class":174}," @qwen-code\u002Fqwen-code\n",[164,184,186],{"class":166,"line":185},2,[164,187,189],{"emptyLinePlaceholder":188},true,"\n",[164,191,193,197,201,204],{"class":166,"line":192},3,[164,194,196],{"class":195},"szBVR","export",[164,198,200],{"class":199},"sVt8B"," OPENAI_API_KEY",[164,202,203],{"class":195},"=",[164,205,206],{"class":174},"\"your_api_key_here\"\n",[164,208,210,212,215,217],{"class":166,"line":209},4,[164,211,196],{"class":195},[164,213,214],{"class":199}," OPENAI_BASE_URL",[164,216,203],{"class":195},[164,218,219],{"class":174},"\"https:\u002F\u002Fdashscope-intl.aliyuncs.com\u002Fcompatible-mode\u002Fv1\"\n",[164,221,223,225,228,230],{"class":166,"line":222},5,[164,224,196],{"class":195},[164,226,227],{"class":199}," OPENAI_MODEL",[164,229,203],{"class":195},[164,231,232],{"class":174},"\"qwen3-coder-plus\"\n",[30,234,235,239],{},[39,236,238],{"href":237},"\u002Fcoding\u002Fcli\u002Fqwen-code.html","Qwen Code"," 是 fork 自 Gemini CLI 的研究用途 CLI，针对 Qwen-Coder 的函数调用和提示做了优化。",[48,241,243],{"id":242},"claude-code-cline-集成","Claude Code \u002F Cline 集成",[30,245,246,247,251,252,256],{},"可通过阿里云百炼的 Anthropic \u002F OpenAI 兼容端点接入 ",[39,248,250],{"href":249},"\u002Fcoding\u002Fcli\u002Fclaude-code.html","Claude Code"," 或 ",[39,253,255],{"href":254},"\u002Fcoding\u002Fcli\u002Fcline.html","Cline","：",[154,258,262],{"className":259,"code":260,"language":261,"meta":159,"style":159},"language-python shiki shiki-themes github-light github-dark","from openai import OpenAI\nclient = OpenAI(\n    api_key=os.getenv(\"DASHSCOPE_API_KEY\"),\n    base_url=\"https:\u002F\u002Fdashscope-intl.aliyuncs.com\u002Fcompatible-mode\u002Fv1\",\n)\ncompletion = client.chat.completions.create(\n    model=\"qwen3-coder-plus\",\n    messages=[{\"role\": \"user\", \"content\": \"帮我写一个在线书店网页\"}],\n)\nprint(completion.choices[0].message.content)\n","python",[161,263,264,278,288,305,318,323,334,347,381,386],{"__ignoreMap":159},[164,265,266,269,272,275],{"class":166,"line":167},[164,267,268],{"class":195},"from",[164,270,271],{"class":199}," openai ",[164,273,274],{"class":195},"import",[164,276,277],{"class":199}," OpenAI\n",[164,279,280,283,285],{"class":166,"line":185},[164,281,282],{"class":199},"client ",[164,284,203],{"class":195},[164,286,287],{"class":199}," OpenAI(\n",[164,289,290,294,296,299,302],{"class":166,"line":192},[164,291,293],{"class":292},"s4XuR","    api_key",[164,295,203],{"class":195},[164,297,298],{"class":199},"os.getenv(",[164,300,301],{"class":174},"\"DASHSCOPE_API_KEY\"",[164,303,304],{"class":199},"),\n",[164,306,307,310,312,315],{"class":166,"line":209},[164,308,309],{"class":292},"    base_url",[164,311,203],{"class":195},[164,313,314],{"class":174},"\"https:\u002F\u002Fdashscope-intl.aliyuncs.com\u002Fcompatible-mode\u002Fv1\"",[164,316,317],{"class":199},",\n",[164,319,320],{"class":166,"line":222},[164,321,322],{"class":199},")\n",[164,324,326,329,331],{"class":166,"line":325},6,[164,327,328],{"class":199},"completion ",[164,330,203],{"class":195},[164,332,333],{"class":199}," client.chat.completions.create(\n",[164,335,337,340,342,345],{"class":166,"line":336},7,[164,338,339],{"class":292},"    model",[164,341,203],{"class":195},[164,343,344],{"class":174},"\"qwen3-coder-plus\"",[164,346,317],{"class":199},[164,348,350,353,355,358,361,364,367,370,373,375,378],{"class":166,"line":349},8,[164,351,352],{"class":292},"    messages",[164,354,203],{"class":195},[164,356,357],{"class":199},"[{",[164,359,360],{"class":174},"\"role\"",[164,362,363],{"class":199},": ",[164,365,366],{"class":174},"\"user\"",[164,368,369],{"class":199},", ",[164,371,372],{"class":174},"\"content\"",[164,374,363],{"class":199},[164,376,377],{"class":174},"\"帮我写一个在线书店网页\"",[164,379,380],{"class":199},"}],\n",[164,382,384],{"class":166,"line":383},9,[164,385,322],{"class":199},[164,387,389,392,395,398],{"class":166,"line":388},10,[164,390,391],{"class":178},"print",[164,393,394],{"class":199},"(completion.choices[",[164,396,397],{"class":178},"0",[164,399,400],{"class":199},"].message.content)\n",[26,402,403],{"id":403},"与同类模型怎么选",[52,405,406,421],{},[55,407,408],{},[58,409,410,413,415,418],{},[61,411,412],{},"维度",[61,414,11],{},[61,416,417],{},"MiniMax M2",[61,419,420],{},"Kimi K2 Thinking",[68,422,423,437,450,463,475],{},[58,424,425,428,431,434],{},[73,426,427],{},"定位",[73,429,430],{},"agentic 编码旗舰",[73,432,433],{},"agent\u002F编程性价比",[73,435,436],{},"agent 推理 SOTA",[58,438,439,441,444,447],{},[73,440,66],{},[73,442,443],{},"480B\u002F35B",[73,445,446],{},"230B\u002F10B",[73,448,449],{},"1T\u002F32B",[58,451,452,454,457,460],{},[73,453,91],{},[73,455,456],{},"256K（可扩 1M）",[73,458,459],{},"大",[73,461,462],{},"256K",[58,464,465,467,469,472],{},[73,466,107],{},[73,468,110],{},[73,470,471],{},"MIT",[73,473,474],{},"Modified MIT",[58,476,477,480,484,487],{},[73,478,479],{},"配套 CLI",[73,481,482],{},[39,483,238],{"href":237},[73,485,486],{},"—",[73,488,486],{},[30,490,491,494,495,497,498,501,502,145],{},[34,492,493],{},"建议","：要开源编码旗舰 + 配套 CLI（",[39,496,238],{"href":237},"）选 Qwen3-Coder；成本敏感看 ",[39,499,417],{"href":500},"\u002Fmodels\u002Fminimax-m2.html","；要最强推理看 ",[39,503,420],{"href":504},"\u002Fmodels\u002Fkimi-k2-thinking.html",[26,506,507],{"id":507},"避坑清单",[115,509,510,521,529,535],{},[118,511,512,515,516,520],{},[34,513,514],{},"480B 自部署门槛高","：个人优先用阿里云百炼 API 或 ",[39,517,519],{"href":518},"\u002Fcoding\u002Fapi\u002Fopenrouter.html","OpenRouter","，别硬上本地。",[118,522,523,528],{},[34,524,525,527],{},[39,526,238],{"href":237}," 是研究用途","：fork 自 Gemini CLI，成熟度不及商业 CLI，生产慎用。",[118,530,531,534],{},[34,532,533],{},"国内外端点不同","：国内走 dashscope.aliyuncs.com，海外走 dashscope-intl。",[118,536,537,540],{},[34,538,539],{},"256K 不是默认 1M","：1M 需 YaRN 外推，注意配置。",[26,542,543],{"id":543},"延伸阅读",[115,545,546,556,565],{},[118,547,548,549,551,552,551,554],{},"对比同类：",[39,550,417],{"href":500}," \u002F ",[39,553,420],{"href":504},[39,555,42],{"href":41},[118,557,558,559,551,561,551,563],{},"配套工具：",[39,560,238],{"href":237},[39,562,250],{"href":249},[39,564,255],{"href":254},[118,566,567,568,551,570],{},"概念：",[39,569,144],{"href":143},[39,571,573],{"href":572},"\u002Fwiki\u002Ffunction-calling.html","Function Calling",[575,576,577],"style",{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .s4XuR, html code.shiki .s4XuR{--shiki-default:#E36209;--shiki-dark:#FFAB70}",{"title":159,"searchDepth":192,"depth":192,"links":579},[580,581,586,590,591,592],{"id":28,"depth":185,"text":28},{"id":46,"depth":185,"text":46,"children":582},[583,584,585],{"id":50,"depth":192,"text":50},{"id":113,"depth":192,"text":113},{"id":136,"depth":192,"text":137},{"id":148,"depth":185,"text":148,"children":587},[588,589],{"id":151,"depth":192,"text":152},{"id":242,"depth":192,"text":243},{"id":403,"depth":185,"text":403},{"id":507,"depth":185,"text":507},{"id":543,"depth":185,"text":543},"coding",256000,"阿里 2025 年 7 月开源的 agentic 编码旗舰，480B\u002F35B MoE，Apache 2.0，256K 上下文（可扩 1M），SWE-bench 开源 SOTA，配套 Qwen Code CLI。","md",65536,{},"\u002Fmodels\u002Fqwen3-coder","开源可自部署 · 阿里云百炼 API 按量计费","2026-06-28",[603,604,605,606],"coding\u002Fcli\u002Fqwen-code","coding\u002Fcli\u002Fclaude-code","coding\u002Fcli\u002Fcline","coding\u002Fapi\u002Fopenrouter","2025-07-22",{"title":11,"description":595},"qwen3-coder","models\u002Fqwen3-coder",[612,613,614,615,616],"开源 agentic 编码旗舰，480B\u002F35B MoE，Apache 2.0 可商用","原生 256K 上下文，YaRN 外推可达 1M","SWE-bench Verified 开源 SOTA，对标 Claude Sonnet 4","配套开源 CLI 工具 Qwen Code，原生支持工具调用","7.5T token 预训练（70% 代码），repo 级数据优化",[618,619,620,621],"开源 agentic 编码与 repo 级重构","Browser-Use \u002F Tool-Use agent","需可商用开源权重的私有部署","多轮 planning→工具→反馈循环","阿里巴巴","Alibaba (Qwen)",[625,626,627,628],"480B 自部署门槛高，需多卡","Qwen Code 为研究用途，成熟度不及商业 CLI","国内 API 走阿里云百炼，海外走 dashscope-intl","纯通用对话不是强项，专精编码\u002Fagent","DTJ-JLmAKLNS--28rN2Glnrt15oWlbGNxKDBxPqmKmQ",1782663746804]