[{"data":1,"prerenderedAt":391},["ShallowReactive",2],{"content-query-f9SGmFdlXy":3},{"_path":4,"_dir":5,"_draft":6,"_partial":6,"_locale":7,"title":8,"description":9,"date":10,"cover":11,"type":12,"body":13,"_type":385,"_id":386,"_source":387,"_file":388,"_stem":389,"_extension":390},"/news/zh/2026-5-12","zh",false,"","MindSpore社区 2026 年 4 月份运作报告","2026年4月，昇思MindSpore开源社区持续高速迭代，在版本发布、生态合作、开发者活动等方面取得多项重要成果。","2026-5-12","https://obs-mindspore-file.obs.cn-north-4.myhuaweicloud.com/file/2025/07/25/199b735845bf4106b44b2035dc97bd39.png","news",{"type":14,"children":15,"toc":376},"root",[16,24,31,36,41,46,51,56,62,67,72,77,88,93,98,103,109,114,119,124,131,136,141,146,151,156,161,168,173,178,185,191,196,201,206,211,216,223,228,233,238,245,256,261,266,273,279,284,289,294,299,304,309,316,321,326,331,338,343,348,355,361,366,371],{"type":17,"tag":18,"props":19,"children":21},"element","h1",{"id":20},"mindspore社区-2026-年-4-月份运作报告",[22],{"type":23,"value":8},"text",{"type":17,"tag":25,"props":26,"children":28},"h2",{"id":27},"一概述",[29],{"type":23,"value":30},"一、概述",{"type":17,"tag":32,"props":33,"children":34},"p",{},[35],{"type":23,"value":9},{"type":17,"tag":32,"props":37,"children":38},{},[39],{"type":23,"value":40},"在技术突破方面，本月正式推出MindSpore 2.9版本，新增无图融合（性能提升5%~15%）、Triton Ascend算子及多级绑核能力；发布MindSpore Science科研智能体系统，覆盖端到端科研全流程；推出Model Agent v0.1专治训练“疑难杂症”；Quantum 0.12.0实现张量网络模拟与硬件抽象层升级。",{"type":17,"tag":32,"props":42,"children":43},{},[44],{"type":23,"value":45},"在社区合作方面，携手中国科大发布“灵境造物”智能科研平台，开启全栈自主科研新范式；深度参与《AI for Science创新图谱2026》编写，指引科研新方向；联合北航举办AKG Meetup北京站，产学研聚力共探算子创新。",{"type":17,"tag":32,"props":47,"children":48},{},[49],{"type":23,"value":50},"在社区运作方面，第八届MindSpore Quantum黑客松作为CCF量子挑战赛火热报名中，吸引开发者共赴量子未来。同时，社区持续输出AKG Agent、绑核优化等深度技术分享，从科研智能体到量子计算，昇思MindSpore正携手全球开发者，共同打造人工智能创新之源！",{"type":17,"tag":32,"props":52,"children":53},{},[54],{"type":23,"value":55},"以下是2026年4月昇思MindSpore社区进展详细报告。",{"type":17,"tag":25,"props":57,"children":59},{"id":58},"二社区运作",[60],{"type":23,"value":61},"二、社区运作",{"type":17,"tag":32,"props":63,"children":64},{},[65],{"type":23,"value":66},"截至4月底，MindSpore 开源社区稳健运营、生态持续扩容，始终坚守开放协作、技术普惠、共建共治的核心原则，聚焦 AI 框架技术迭代、生态协同与开发者生态建设，社区组织架构高效运转、技术贡献与活跃度双提升，筑牢 AI 开源生态的坚实底座，推动全场景 AI 框架技术与产业应用深度融合。",{"type":17,"tag":32,"props":68,"children":69},{},[70],{"type":23,"value":71},"社区单位会员达 354 家，累计贡献者5.2万+；",{"type":17,"tag":32,"props":73,"children":74},{},[75],{"type":23,"value":76},"社区累计产生ISSUE共90.1K、PR共127.8K。",{"type":17,"tag":78,"props":79,"children":81},"div",{"style":80},"text-align: center;",[82],{"type":17,"tag":83,"props":84,"children":87},"img",{"src":85,"style":86,"alt":7},"/category/information/news/banner/2026-5-12/1.jpg","display: block;margin: 0 auto;max-width:60%",[],{"type":17,"tag":32,"props":89,"children":90},{},[91],{"type":23,"value":92},"4月份社区治理体系高效运转，开源发展委员会、技术委员会常态化推进决策与技术统筹，各 SIG 小组协同发力，技术贡献与社区活跃度稳步攀升。",{"type":17,"tag":32,"props":94,"children":95},{},[96],{"type":23,"value":97},"4月提交issue 377 个，合入PR 959 个；",{"type":17,"tag":32,"props":99,"children":100},{},[101],{"type":23,"value":102},"新增代码行数超 20.8万行，SIG 专项会议累计召开 7场。",{"type":17,"tag":25,"props":104,"children":106},{"id":105},"三社区大事件",[107],{"type":23,"value":108},"三、社区大事件",{"type":17,"tag":32,"props":110,"children":111},{},[112],{"type":23,"value":113},"1、MindSpore + openJiuwen 携手中国科大发布\"灵境造物\"，开启全栈自主创新科研新纪元",{"type":17,"tag":32,"props":115,"children":116},{},[117],{"type":23,"value":118},"MindSpore与openJiuwen携手中国科大发布“灵境造物”智能科研平台，实现从理论筛选到自动化实验的全流程自主科研闭环。",{"type":17,"tag":32,"props":120,"children":121},{},[122],{"type":23,"value":123},"平台基于昇思MindSpore训练分子力场基础模型AtomBit，封装SOTA模型与仿真软件为标准化Skills；依托openJiuwen构建多智能体协作体系，支持方案自动生成、审核与执行。未来将向高稳定、可演进方向迭代，开启AI驱动的科研新范式。",{"type":17,"tag":78,"props":125,"children":126},{"style":80},[127],{"type":17,"tag":83,"props":128,"children":130},{"src":129,"style":86,"alt":7},"/category/information/news/banner/2026-5-12/2.jpg",[],{"type":17,"tag":32,"props":132,"children":133},{},[134],{"type":23,"value":135},"2、昇思MindSpore深度参与《AI for Science创新图谱2026》编写，与各大权威机构共同指引科研新方向",{"type":17,"tag":32,"props":137,"children":138},{},[139],{"type":23,"value":140},"昇思MindSpore深度参与《AI for Science创新图谱2026》编写，联合权威机构揭示全球AI4S发展态势：国家战略加速布局，学术产出翻倍，生命科学、物理、化学等学科活跃度最高；智能体与具身智能正重构科研模式，科学数据体系初具形态，开源项目成为核心驱动力。",{"type":17,"tag":32,"props":142,"children":143},{},[144],{"type":23,"value":145},"昇思依托MindSpore Science套件，已在生物、化学、地球科学等多领域落地，未来将打造科学智能体加速库，构建干湿闭环全流程RL，持续推动AI4S从工具赋能向范式转型。",{"type":17,"tag":32,"props":147,"children":148},{},[149],{"type":23,"value":150},"3、MindSpore AKG Meetup北京站圆满举办 | 产学研聚力 共探算子技术创新 共建开源生态",{"type":17,"tag":32,"props":152,"children":153},{},[154],{"type":23,"value":155},"MindSpore AKG Meetup北京站由昇思社区与北京航空航天大学联合举办，吸引超3000名开发者线上线下参与。",{"type":17,"tag":32,"props":157,"children":158},{},[159],{"type":23,"value":160},"活动聚焦算子智能生成与大模型编译，发布核心技术成果AKG Agent，多位专家分享了多智能体协同、稀疏大模型优化、CANN Bot等前沿实践。本次Meetup搭建产学研交流平台，推动算子技术创新与开源生态共建，未来将持续落地多地活动。",{"type":17,"tag":78,"props":162,"children":163},{"style":80},[164],{"type":17,"tag":83,"props":165,"children":167},{"src":166,"style":86,"alt":7},"/category/information/news/banner/2026-5-12/3.jpg",[],{"type":17,"tag":32,"props":169,"children":170},{},[171],{"type":23,"value":172},"4、2026年度CCF量子计算编程挑战赛昇思杯·第八届MindSpore Quantum黑客松大赛",{"type":17,"tag":32,"props":174,"children":175},{},[176],{"type":23,"value":177},"2026年度CCF量子计算编程挑战赛“昇思杯·第八届MindSpore Quantum黑客松”火热报名中！大赛面向高校、科研机构及产业界的开发者与研究者，基于新一代量子计算框架MindSpore Quantum，探索量子算法设计、软件工具链开发等前沿方向，推动量子计算从理论走向应用，欢迎共赴量子未来！",{"type":17,"tag":78,"props":179,"children":180},{"style":80},[181],{"type":17,"tag":83,"props":182,"children":184},{"src":183,"style":86,"alt":7},"/category/information/news/banner/2026-5-12/4.jpg",[],{"type":17,"tag":25,"props":186,"children":188},{"id":187},"四技术发布",[189],{"type":23,"value":190},"四、技术发布",{"type":17,"tag":32,"props":192,"children":193},{},[194],{"type":23,"value":195},"1、昇思MindSpore 2.9版本正式发布",{"type":17,"tag":32,"props":197,"children":198},{},[199],{"type":23,"value":200},"4月25日，昇思MindSpore 2.9正式发布，基础框架侧新增无图融合（性能提升5%~15%）、支持Triton Ascend算子降低开发门槛、提供算子调度拦截及进程/线程/NUMA级绑核能力；",{"type":17,"tag":32,"props":202,"children":203},{},[204],{"type":23,"value":205},"2、MindSpore Science科研智能体系统版本发布速览，覆盖端到端科研全流程",{"type":17,"tag":32,"props":207,"children":208},{},[209],{"type":23,"value":210},"MindSpore Science科研智能体系统发布，覆盖文献阅读、实验设计到调优的科研全流程。核心组件包括：MindSpore Science Skills 0.1（提供生物、化学、流体等6大领域300+技能，支持工业软件、SOTA模型、湿实验设备接入及模型自生成）；",{"type":17,"tag":32,"props":212,"children":213},{},[214],{"type":23,"value":215},"MindSpore Science Agent preview（内置6个sub-agent，实现全流程编排与自我纠错）。旨在减少科研环节衔接成本，大幅缩短科研周期，已开放安装并欢迎社区贡献。",{"type":17,"tag":78,"props":217,"children":218},{"style":80},[219],{"type":17,"tag":83,"props":220,"children":222},{"src":221,"style":86,"alt":7},"/category/information/news/banner/2026-5-12/5.jpg",[],{"type":17,"tag":32,"props":224,"children":225},{},[226],{"type":23,"value":227},"3、MindSpore Quantum 0.12.0 发布：张量网络模拟、量子启发式算法族与量子硬件抽象层全面升级",{"type":17,"tag":32,"props":229,"children":230},{},[231],{"type":23,"value":232},"MindSpore Quantum 0.12.0发布，核心升级包括：",{"type":17,"tag":32,"props":234,"children":235},{},[236],{"type":23,"value":237},"mqmps张量网络模拟器（基于矩阵乘积态，以远少于态矢量的内存模拟低纠缠大比特线路）；QAIA算法族新增TSB/USB/LSB三种量化模拟分叉变体，提升组合优化求解效率；QPU硬件抽象层统一接口，仅需实现采样方法即可对接真实量子硬件，大幅降低模拟到部署的迁移成本。新版本全方位扩展了量子算法从验证到硬件的边界。",{"type":17,"tag":78,"props":239,"children":240},{"style":80},[241],{"type":17,"tag":83,"props":242,"children":244},{"src":243,"style":86,"alt":7},"/category/information/news/banner/2026-5-12/6.jpg",[],{"type":17,"tag":246,"props":247,"children":249},"ol",{"start":248},4,[250],{"type":17,"tag":251,"props":252,"children":253},"li",{},[254],{"type":23,"value":255},"AI Infra训练好搭档——MindSpore Model Agent v0.1正式发布，专治模型训练“疑难杂症”",{"type":17,"tag":32,"props":257,"children":258},{},[259],{"type":23,"value":260},"MindSpore Model Agent v0.1正式发布，专治模型训练中的报错、精度偏差、性能瓶颈等“疑难杂症”。它以skills形式沉淀专家经验，提供环境分析、失败分析、精度分析、性能分析、模型迁移等能力，帮助开发者快速定位从环境依赖、框架行为到算子底层的根因。",{"type":17,"tag":32,"props":262,"children":263},{},[264],{"type":23,"value":265},"不同于通用Coding Agent，它聚焦“训练如何跑起来、跑对、跑快”。用户可通过安装mindspore-skills或mindspore-cli体验，并欢迎社区贡献，共同让训练更简单。",{"type":17,"tag":78,"props":267,"children":268},{"style":80},[269],{"type":17,"tag":83,"props":270,"children":272},{"src":271,"style":86,"alt":7},"/category/information/news/banner/2026-5-12/7.jpg",[],{"type":17,"tag":25,"props":274,"children":276},{"id":275},"五技术分享",[277],{"type":23,"value":278},"五、技术分享",{"type":17,"tag":32,"props":280,"children":281},{},[282],{"type":23,"value":283},"1、AKG Agent：大模型驱动的算子自动生成技术探索",{"type":17,"tag":32,"props":285,"children":286},{},[287],{"type":23,"value":288},"AKG Agent是大模型驱动的多Agent协作框架，面向AI Infra与高性能计算场景。核心设计包括：",{"type":17,"tag":32,"props":290,"children":291},{},[292],{"type":23,"value":293},"Skill系统按需加载知识，缩短Prompt；",{"type":17,"tag":32,"props":295,"children":296},{},[297],{"type":23,"value":298},"Trace系统树状记录决策过程，支持断点恢复；",{"type":17,"tag":32,"props":300,"children":301},{},[302],{"type":23,"value":303},"ReAct Agent+工作流平衡灵活性与稳定性。",{"type":17,"tag":32,"props":305,"children":306},{},[307],{"type":23,"value":308},"落地算子自动生成，支持三种工作流（Default/KernelGenOnly/VerifierOnly）及Evolve/Adaptive Search优化策略。已集成OpenCode工作台，提供CLI工具，旨在提升算子开发与优化效率。",{"type":17,"tag":78,"props":310,"children":311},{"style":80},[312],{"type":17,"tag":83,"props":313,"children":315},{"src":314,"style":86,"alt":7},"/category/information/news/banner/2026-5-12/8.jpg",[],{"type":17,"tag":32,"props":317,"children":318},{},[319],{"type":23,"value":320},"2、MindSpore绑核能力持续优化：让关键线程更稳，让大模型训练更快",{"type":17,"tag":32,"props":322,"children":323},{},[324],{"type":23,"value":325},"MindSpore绑核能力完成从进程级到NUMA级的五阶段演进，通过msrun进程级绑核、set_cpu_affinity线程级精细化亲和以及JSON统一配置，形成系统化运行时优化能力。",{"type":17,"tag":32,"props":327,"children":328},{},[329],{"type":23,"value":330},"实测显示，1024卡线性度达99%，真实生产模型4K规模性能提升超20%，典型场景提升10%~18%。该能力已在MindSpore 2.8版本中集成，2.9版本进一步全面升级，有效缓解Host侧瓶颈，为大规模训练提供更稳、更快的整机性能表现。",{"type":17,"tag":78,"props":332,"children":333},{"style":80},[334],{"type":17,"tag":83,"props":335,"children":337},{"src":336,"style":86,"alt":7},"/category/information/news/banner/2026-5-12/9.jpg",[],{"type":17,"tag":32,"props":339,"children":340},{},[341],{"type":23,"value":342},"3、搭建你的专属科研助手——MindSpore Science科研智能体系统应用实践",{"type":17,"tag":32,"props":344,"children":345},{},[346],{"type":23,"value":347},"MindSpore Science科研智能体系统提供Skills（300+开箱即用技能）和Agent（内置6个sub-agent与workflow编排）两大组件，支持湿实验、科学推理、计算仿真等场景。本文以化学领域为例，展示了聚苯胺薄膜合成自动化、电解反应物分析、钙钛矿掺杂仿真三个真实案例，显著降低人工衔接成本。",{"type":17,"tag":78,"props":349,"children":350},{"style":80},[351],{"type":17,"tag":83,"props":352,"children":354},{"src":353,"style":86,"alt":7},"/category/information/news/banner/2026-5-12/10.jpg",[],{"type":17,"tag":25,"props":356,"children":358},{"id":357},"六感谢每一位朋友开发者的支持",[359],{"type":23,"value":360},"六、感谢每一位朋友、开发者的支持",{"type":17,"tag":32,"props":362,"children":363},{},[364],{"type":23,"value":365},"感谢每一位朋友、开发者的温暖相伴图片图片",{"type":17,"tag":32,"props":367,"children":368},{},[369],{"type":23,"value":370},"在这个辛勤耕耘的四月，我们真诚地感谢每一位社区伙伴、可爱的小孢子们以及昇思MindSpore SIG组的成员们。正是因为大家的共同努力与辛勤奉献，昇思MindSpore才能一步步成长、一次次突破。您的每一次代码提交、每一次问题反馈、每一场技术讨论，都是我们前行的光。对于社区中可能存在的不完善之处，我们深表歉意，也衷心感谢您的包容与理解。",{"type":17,"tag":32,"props":372,"children":373},{},[374],{"type":23,"value":375},"未来，昇思MindSpore将继续与您并肩同行，做有温度、有力量的开源社区。我们愿扎根AI技术，使能大模型与科学智能，携手打造人工智能的创新之源，让每一份热爱都得以绽放！",{"title":7,"searchDepth":248,"depth":248,"links":377},[378,380,381,382,383,384],{"id":27,"depth":379,"text":30},2,{"id":58,"depth":379,"text":61},{"id":105,"depth":379,"text":108},{"id":187,"depth":379,"text":190},{"id":275,"depth":379,"text":278},{"id":357,"depth":379,"text":360},"markdown","content:news:zh:2026-5-12.md","content","news/zh/2026-5-12.md","news/zh/2026-5-12","md",1778880473328]