[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"similar-flyteorg--flyte":3,"tool-flyteorg--flyte":64},[4,17,27,35,43,56],{"id":5,"name":6,"github_repo":7,"description_zh":8,"stars":9,"difficulty_score":10,"last_commit_at":11,"category_tags":12,"status":16},3808,"stable-diffusion-webui","AUTOMATIC1111\u002Fstable-diffusion-webui","stable-diffusion-webui 是一个基于 Gradio 构建的网页版操作界面，旨在让用户能够轻松地在本地运行和使用强大的 Stable Diffusion 图像生成模型。它解决了原始模型依赖命令行、操作门槛高且功能分散的痛点，将复杂的 AI 绘图流程整合进一个直观易用的图形化平台。\n\n无论是希望快速上手的普通创作者、需要精细控制画面细节的设计师，还是想要深入探索模型潜力的开发者与研究人员，都能从中获益。其核心亮点在于极高的功能丰富度：不仅支持文生图、图生图、局部重绘（Inpainting）和外绘（Outpainting）等基础模式，还独创了注意力机制调整、提示词矩阵、负向提示词以及“高清修复”等高级功能。此外，它内置了 GFPGAN 和 CodeFormer 等人脸修复工具，支持多种神经网络放大算法，并允许用户通过插件系统无限扩展能力。即使是显存有限的设备，stable-diffusion-webui 也提供了相应的优化选项，让高质量的 AI 艺术创作变得触手可及。",162132,3,"2026-04-05T11:01:52",[13,14,15],"开发框架","图像","Agent","ready",{"id":18,"name":19,"github_repo":20,"description_zh":21,"stars":22,"difficulty_score":23,"last_commit_at":24,"category_tags":25,"status":16},1381,"everything-claude-code","affaan-m\u002Feverything-claude-code","everything-claude-code 是一套专为 AI 编程助手（如 Claude Code、Codex、Cursor 等）打造的高性能优化系统。它不仅仅是一组配置文件，而是一个经过长期实战打磨的完整框架，旨在解决 AI 代理在实际开发中面临的效率低下、记忆丢失、安全隐患及缺乏持续学习能力等核心痛点。\n\n通过引入技能模块化、直觉增强、记忆持久化机制以及内置的安全扫描功能，everything-claude-code 能显著提升 AI 在复杂任务中的表现，帮助开发者构建更稳定、更智能的生产级 AI 代理。其独特的“研究优先”开发理念和针对 Token 消耗的优化策略，使得模型响应更快、成本更低，同时有效防御潜在的攻击向量。\n\n这套工具特别适合软件开发者、AI 研究人员以及希望深度定制 AI 工作流的技术团队使用。无论您是在构建大型代码库，还是需要 AI 协助进行安全审计与自动化测试，everything-claude-code 都能提供强大的底层支持。作为一个曾荣获 Anthropic 黑客大奖的开源项目，它融合了多语言支持与丰富的实战钩子（hooks），让 AI 真正成长为懂上",138956,2,"2026-04-05T11:33:21",[13,15,26],"语言模型",{"id":28,"name":29,"github_repo":30,"description_zh":31,"stars":32,"difficulty_score":23,"last_commit_at":33,"category_tags":34,"status":16},2271,"ComfyUI","Comfy-Org\u002FComfyUI","ComfyUI 是一款功能强大且高度模块化的视觉 AI 引擎，专为设计和执行复杂的 Stable Diffusion 图像生成流程而打造。它摒弃了传统的代码编写模式，采用直观的节点式流程图界面，让用户通过连接不同的功能模块即可构建个性化的生成管线。\n\n这一设计巧妙解决了高级 AI 绘图工作流配置复杂、灵活性不足的痛点。用户无需具备编程背景，也能自由组合模型、调整参数并实时预览效果，轻松实现从基础文生图到多步骤高清修复等各类复杂任务。ComfyUI 拥有极佳的兼容性，不仅支持 Windows、macOS 和 Linux 全平台，还广泛适配 NVIDIA、AMD、Intel 及苹果 Silicon 等多种硬件架构，并率先支持 SDXL、Flux、SD3 等前沿模型。\n\n无论是希望深入探索算法潜力的研究人员和开发者，还是追求极致创作自由度的设计师与资深 AI 绘画爱好者，ComfyUI 都能提供强大的支持。其独特的模块化架构允许社区不断扩展新功能，使其成为当前最灵活、生态最丰富的开源扩散模型工具之一，帮助用户将创意高效转化为现实。",107662,"2026-04-03T11:11:01",[13,14,15],{"id":36,"name":37,"github_repo":38,"description_zh":39,"stars":40,"difficulty_score":23,"last_commit_at":41,"category_tags":42,"status":16},3704,"NextChat","ChatGPTNextWeb\u002FNextChat","NextChat 是一款轻量且极速的 AI 助手，旨在为用户提供流畅、跨平台的大模型交互体验。它完美解决了用户在多设备间切换时难以保持对话连续性，以及面对众多 AI 模型不知如何统一管理的痛点。无论是日常办公、学习辅助还是创意激发，NextChat 都能让用户随时随地通过网页、iOS、Android、Windows、MacOS 或 Linux 端无缝接入智能服务。\n\n这款工具非常适合普通用户、学生、职场人士以及需要私有化部署的企业团队使用。对于开发者而言，它也提供了便捷的自托管方案，支持一键部署到 Vercel 或 Zeabur 等平台。\n\nNextChat 的核心亮点在于其广泛的模型兼容性，原生支持 Claude、DeepSeek、GPT-4 及 Gemini Pro 等主流大模型，让用户在一个界面即可自由切换不同 AI 能力。此外，它还率先支持 MCP（Model Context Protocol）协议，增强了上下文处理能力。针对企业用户，NextChat 提供专业版解决方案，具备品牌定制、细粒度权限控制、内部知识库整合及安全审计等功能，满足公司对数据隐私和个性化管理的高标准要求。",87618,"2026-04-05T07:20:52",[13,26],{"id":44,"name":45,"github_repo":46,"description_zh":47,"stars":48,"difficulty_score":23,"last_commit_at":49,"category_tags":50,"status":16},2268,"ML-For-Beginners","microsoft\u002FML-For-Beginners","ML-For-Beginners 是由微软推出的一套系统化机器学习入门课程，旨在帮助零基础用户轻松掌握经典机器学习知识。这套课程将学习路径规划为 12 周，包含 26 节精炼课程和 52 道配套测验，内容涵盖从基础概念到实际应用的完整流程，有效解决了初学者面对庞大知识体系时无从下手、缺乏结构化指导的痛点。\n\n无论是希望转型的开发者、需要补充算法背景的研究人员，还是对人工智能充满好奇的普通爱好者，都能从中受益。课程不仅提供了清晰的理论讲解，还强调动手实践，让用户在循序渐进中建立扎实的技能基础。其独特的亮点在于强大的多语言支持，通过自动化机制提供了包括简体中文在内的 50 多种语言版本，极大地降低了全球不同背景用户的学习门槛。此外，项目采用开源协作模式，社区活跃且内容持续更新，确保学习者能获取前沿且准确的技术资讯。如果你正寻找一条清晰、友好且专业的机器学习入门之路，ML-For-Beginners 将是理想的起点。",84991,"2026-04-05T10:45:23",[14,51,52,53,15,54,26,13,55],"数据工具","视频","插件","其他","音频",{"id":57,"name":58,"github_repo":59,"description_zh":60,"stars":61,"difficulty_score":10,"last_commit_at":62,"category_tags":63,"status":16},3128,"ragflow","infiniflow\u002Fragflow","RAGFlow 是一款领先的开源检索增强生成（RAG）引擎，旨在为大语言模型构建更精准、可靠的上下文层。它巧妙地将前沿的 RAG 技术与智能体（Agent）能力相结合，不仅支持从各类文档中高效提取知识，还能让模型基于这些知识进行逻辑推理和任务执行。\n\n在大模型应用中，幻觉问题和知识滞后是常见痛点。RAGFlow 通过深度解析复杂文档结构（如表格、图表及混合排版），显著提升了信息检索的准确度，从而有效减少模型“胡编乱造”的现象，确保回答既有据可依又具备时效性。其内置的智能体机制更进一步，使系统不仅能回答问题，还能自主规划步骤解决复杂问题。\n\n这款工具特别适合开发者、企业技术团队以及 AI 研究人员使用。无论是希望快速搭建私有知识库问答系统，还是致力于探索大模型在垂直领域落地的创新者，都能从中受益。RAGFlow 提供了可视化的工作流编排界面和灵活的 API 接口，既降低了非算法背景用户的上手门槛，也满足了专业开发者对系统深度定制的需求。作为基于 Apache 2.0 协议开源的项目，它正成为连接通用大模型与行业专有知识之间的重要桥梁。",77062,"2026-04-04T04:44:48",[15,14,13,26,54],{"id":65,"github_repo":66,"name":67,"description_en":68,"description_zh":69,"ai_summary_zh":69,"readme_en":70,"readme_zh":71,"quickstart_zh":72,"use_case_zh":73,"hero_image_url":74,"owner_login":75,"owner_name":76,"owner_avatar_url":77,"owner_bio":78,"owner_company":79,"owner_location":79,"owner_email":80,"owner_twitter":75,"owner_website":81,"owner_url":82,"languages":83,"stars":120,"forks":121,"last_commit_at":122,"license":123,"difficulty_score":124,"env_os":125,"env_gpu":126,"env_ram":127,"env_deps":128,"category_tags":135,"github_topics":136,"view_count":23,"oss_zip_url":79,"oss_zip_packed_at":79,"status":16,"created_at":156,"updated_at":157,"faqs":158,"releases":159},3789,"flyteorg\u002Fflyte","flyte","Dynamic, resilient AI orchestration. Coordinate data, models, and compute as you build AI workflows. Flyte 2 now available locally: https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte-sdk","Flyte 是一款专为构建生产级数据与机器学习流水线而设计的开源编排平台。它旨在解决 AI 工作流在规模化扩展、版本复现及跨环境部署时面临的复杂难题，让团队能够轻松协调数据、模型与计算资源。\n\n无论是机器学习工程师、数据科学家还是后端开发者，都可以利用 Flyte 强大的 Python SDK，用熟悉的语言编写代码并定义清晰的工作流。其核心亮点在于基于 Kubernetes 构建，天然具备弹性伸缩能力，支持将任务无缝部署从本地开发环境到云端或私有集群，实现高效的分布式处理。Flyte 独特的类型引擎确保了数据流转的严谨性，而内置的版本控制机制则保证了实验结果的可复现性，极大降低了运维门槛。\n\n随着 Flyte 2 的推出，用户现在可以通过全新的 flyte-sdk 更便捷地在本地启动和测试流程。如果你正在寻找一个既能满足简单脚本运行，又能支撑大规模复杂 AI 任务的可靠基础设施，Flyte 将是一个成熟且友好的选择，帮助你将算法模型稳定地转化为实际生产力。","> [!IMPORTANT]\n> ## Looking for Flyte 2?\n>\n> - **Use Flyte locally?** Head to **[flyte-sdk](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte-sdk)** — the new Python SDK for Flyte 2.\n> - **Want to contribute to the distributed backend?** See the **[`v2` branch](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Ftree\u002Fv2)** of this repo.\n>\n> **The README below is for Flyte 1.x.**\n\n---\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_085e420cffe4.png\" alt=\"Flyte and LF AI & Data Logo\" width=\"250\">\n\u003C\u002Fp>\n\n\u003Ch1 align=\"center\">\n  Flyte\n\u003C\u002Fh1>\n\n\u003Cp align=\"center\">\n  :building_construction: :rocket: :chart_with_upwards_trend:\n\u003C\u002Fp>\n\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Freleases\u002Flatest\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Frelease\u002Fflyteorg\u002Fflyte.svg?style=for-the-badge\" alt=\"Current Release label\" \u002F>\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Factions\u002Fworkflows\u002Fsandbox.yml\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Factions\u002Fworkflow\u002Fstatus\u002Fflyteorg\u002Fflyte\u002Fsandbox.yml?label=Sandbox%20docker%20image&style=for-the-badge\" alt=\"Sandbox Status label\" \u002F>\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Factions\u002Fworkflows\u002Ftests.yml\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Factions\u002Fworkflow\u002Fstatus\u002Fflyteorg\u002Fflyte\u002Ftests.yml?label=tests&style=for-the-badge\" alt=\"Test Status label\" \u002F>\u003C\u002Fa>\n  \u003Ca href=\"http:\u002F\u002Fwww.apache.org\u002Flicenses\u002FLICENSE-2.0.html\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FLICENSE-Apache2.0-ff69b4.svg?style=for-the-badge\" alt=\"License label\" \u002F>\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fbestpractices.coreinfrastructure.org\u002Fprojects\u002F4670\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fopenssf%20best%20practices-passing-green?style=for-the-badge\" alt=\"OpenSSF Best Practices label\" \u002F>\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fartifacthub.io\u002Fpackages\u002Fsearch?repo=flyte\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fendpoint?style=for-the-badge&url=https:\u002F\u002Fartifacthub.io\u002Fbadge\u002Frepository\u002Fflyte\" alt=\"Flyte Helm Chart label\" \u002F>\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002Fflyteorg\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FX-000000.svg?style=for-the-badge&logo=X&logoColor=white\" height=30px\u002F>\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fslack.flyte.org\" alt=\"Twitter, formerly X logo label\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FSlack-Chat-pink?style=for-the-badge&logo=slack\" alt=\"Flyte Slack label\" \u002F>\u003C\u002Fa>\n\u003C\u002Fp>\n\nFlyte is an open-source orchestrator that facilitates building production-grade data and ML pipelines. It is built for scalability and reproducibility, leveraging Kubernetes as its underlying platform. With Flyte, user teams can construct pipelines using the Python SDK, and seamlessly deploy them on both cloud and on-premises environments, enabling distributed processing and efficient resource utilization.\n\n\u003Ch2 align=\"center\">\n  Build\n\u003C\u002Fh2>\n\u003Cp>\nWrite code in Python or any other language and leverage a robust type engine.\n\u003C\u002Fp>\n\n\u003Cimg alt=\"Getting started with Flyte\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_ca90e53c1b14.gif\" style=\"width: 60%; height: auto;\" \u002F>\n\n\u003Ch2 align=\"center\">\n Deploy & Scale\n \u003C\u002Fh2>\n \u003Cp>\nEither locally or on a remote cluster, execute your models with ease.\n\u003C\u002Fp>\n\u003Cimg alt=\"Getting started with Flyte\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_feca3b51d7c5.gif\" style=\"width: 60%; height: auto;\" \u002F>\n\n\n\u003Ch3 align=\"center\">\n  \u003Ca href=\"#quick-start\">Get Started\u003C\u002Fa>\n  \u003Cspan> · \u003C\u002Fspan>\n  \u003Ca href=\"https:\u002F\u002Fdocs.flyte.org\u002F\">Documentation\u003C\u002Fa>\n  \u003Cspan> · \u003C\u002Fspan>\n  \u003Ca href=\"#how-to-stay-involved\">Resources\u003C\u002Fa>\n\u003C\u002Fh3>\n\n## Table of contents\n* [Quick start](#quick-start)\n* [Tutorials](#tutorials)\n* [Features](#features)\n* [Who uses Flyte](#whos-using-flyte)\n* [How to stay involved](#how-to-stay-involved)\n* [How to contribute](#how-to-contribute)\n---\n## Quick start\n\n1. Install Flyte's Python SDK\n```bash\npip install flytekit\n```\n2. Create a workflow (see [example](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflytesnacks\u002Fblob\u002Fmaster\u002Fexamples\u002Fbasics\u002Fbasics\u002Fhello_world.py))\n3. Run it locally with:\n```bash\npyflyte run hello_world.py hello_world_wf\n```\n**Ready to try a Flyte cluster?**\n\n1. Create a new sandbox cluster, running as a Docker container:\n```bash\nflytectl demo start\n```\n2. Now execute your workflows on the cluster:\n```bash\npyflyte run --remote hello_world.py hello_world_wf\n```\n\u003Cimg alt=\"Getting started with Flyte, showing the welcome screen and Flyte dashboard\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_5f009bdfe653.gif\" style=\"width: 100%; height: auto;\" \u002F>\n\n**Do you want to see more but don't want to install anything?**\n\n[Try out the Union platform](https:\u002F\u002Fsignup.union.ai) built on top of Flyte, and get free access to GPUs, data lineage, and more!\n\n**Ready to productionize?**\n\nGo to the [Deployment guide](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fdeployment\u002Fdeployment\u002Findex.html) for instructions to install Flyte on different environments\n\n## Tutorials\n- [Fine-tune Code Llama on the Flyte codebase](https:\u002F\u002Fgithub.com\u002Funionai-oss\u002Fllm-fine-tuning\u002Ftree\u002Fmain\u002Fflyte_llama#readme)\n- [Forecast sales with Horovod and Spark](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fflytesnacks\u002Fexamples\u002Fforecasting_sales\u002Findex.html)\n- [Nucleotide Sequence Querying with BLASTX](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fflytesnacks\u002Fexamples\u002Fblast\u002Findex.html)\n\n## Features\n🚀 **Strongly typed interfaces**: Validate your data at every step of the workflow by defining data guardrails using Flyte types.\u003Cbr>\n🌐 **Any language**: Write code in any language using raw containers, or choose [Python](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflytekit), [Java](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflytekit-java), [Scala](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflytekit-java) or [JavaScript](https:\u002F\u002Fgithub.com\u002FNotMatthewGriffin\u002Fpterodactyl) SDKs to develop your Flyte workflows. \u003Cbr \u002F>\n🔒 **Immutability**: Immutable executions help ensure reproducibility by preventing any changes to the state of an execution. \u003Cbr \u002F>\n🧬 **Data lineage**: Track the movement and transformation of data throughout the lifecycle of your data and ML workflows. \u003Cbr \u002F>\n📊 **Map tasks**: Achieve parallel code execution with minimal configuration using [map tasks](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fadvanced_composition\u002Fmap_tasks.html). \u003Cbr \u002F>\n🌎 **Multi-tenancy**: Multiple users can share the same platform while maintaining their own distinct data and configurations. \u003Cbr \u002F>\n🌟 **Dynamic workflows**: [Build flexible and adaptable workflows](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fadvanced_composition\u002Fdynamic_workflows.html) that can change and evolve as needed, making it easier to respond to changing requirements. \u003Cbr \u002F>\n⏯️ [Wait](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fadvanced_composition\u002Fwaiting_for_external_inputs.html) for **external inputs** before proceeding with the execution. \u003Cbr \u002F>\n🌳 **Branching**: [Selectively execute branches](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fadvanced_composition\u002Fconditionals.html) of your workflow based on static or dynamic data produced by other tasks or input data. \u003Cbr \u002F>\n📈 **Data visualization**: Visualize data, monitor models and view training history through plots. \u003Cbr \u002F>\n📂 **FlyteFile & FlyteDirectory**: Transfer [files](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fdata_types_and_io\u002Fflytefile.html) and [directories](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fdata_types_and_io\u002Fflytedirectory.html) between local and cloud storage. \u003Cbr \u002F>\n🗃️ **Structured dataset**: Convert dataframes between types and enforce column-level type checking using the abstract 2D representation provided by [Structured Dataset](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fdata_types_and_io\u002Fstructureddataset.html). \u003Cbr \u002F>\n🛡️ **Recover from failures**: Recover only the failed tasks. \u003Cbr \u002F>\n🔁 **Rerun a single task**: Rerun workflows at the most granular level without modifying the previous state of a data\u002FML workflow. \u003Cbr \u002F>\n🔍 **Cache outputs**: Cache task outputs by passing `cache=True` to the task decorator. \u003Cbr \u002F>\n🚩 **Intra-task checkpointing**: [Checkpoint progress](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fadvanced_composition\u002Fintratask_checkpoints.html) within a task execution. \u003Cbr \u002F>\n⏰ **Timeout**: Define a timeout period, after which the task is marked as failure. \u003Cbr \u002F>\n🏭 **Dev to prod**: As simple as changing your [domain](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fconcepts\u002Fdomains.html) from development or staging to production. \u003Cbr \u002F>\n💸 **Spot or preemptible instances**: Schedule your workflows on spot instances by setting `interruptible` to `True` in the task decorator. \u003Cbr \u002F>\n☁️ **Cloud-native deployment**: Deploy Flyte on AWS, GCP, Azure and other cloud services. \u003Cbr \u002F>\n📅 **Scheduling**: [Schedule](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fproductionizing\u002Fschedules.html) your data and ML workflows to run at a specific time. \u003Cbr \u002F>\n📢 **Notifications**: Stay informed about changes to your workflow's state by configuring [notifications](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fproductionizing\u002Fnotifications.html) through Slack, PagerDuty or email. \u003Cbr \u002F>\n⌛️ **Timeline view**: Evaluate the duration of each of your Flyte tasks and identify potential bottlenecks. \u003Cbr \u002F>\n💨 **GPU acceleration**: Enable and control your tasks’ GPU demands by requesting resources in the task decorator. \u003Cbr \u002F>\n🐳 **Dependency isolation via containers**: Maintain separate sets of dependencies for your tasks so no dependency conflicts arise. \u003Cbr \u002F>\n🔀 **Parallelism**: Flyte tasks are inherently parallel to optimize resource consumption and improve performance. \u003Cbr \u002F>\n💾 **Allocate resources dynamically** at the task level. \u003Cbr \u002F>\n\n\n## Who's using Flyte\nJoin the likes of LinkedIn, Spotify, Freenome, Pachama, Warner Bros. and many others in adopting Flyte for mission-critical use cases. For a full list of adopters and information on how to add your organization or project, please visit our [ADOPTERS](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fcommunity\u002Fblob\u002Fmain\u002FADOPTERS.md) page.\n\n\n## How to stay involved\n👥 [Monthly community sync](https:\u002F\u002Fwww.addevent.com\u002Fevent\u002FEA7823958): Happening the first Tuesday of every month, this is where the Flyte team provides updates on the project, and community members can share their progress and ask questions. \u003Cbr>\n💬 [Slack](https:\u002F\u002Fslack.flyte.org\u002F): Join the Flyte community on Slack to chat with other users, ask questions, and get help. \u003Cbr>\n⚠️ [Newsletter](https:\u002F\u002Flists.lfaidata.foundation\u002Fg\u002Fflyte-announce\u002Fjoin): join this group to receive the Flyte Monthly newsletter. \u003Cbr>\n📹 [Youtube](https:\u002F\u002Fwww.youtube.com\u002Fchannel\u002FUCNduEoLOToNo3nFVly-vUTQ): Tune into panel discussions, customer success stories, community updates and feature deep dives. \u003Cbr>\n📄 [Blog](https:\u002F\u002Fflyte.org\u002Fblog): Here, you can find tutorials and feature deep dives to help you learn more about Flyte. \u003Cbr>\n💡 [RFCs](rfc\u002F.): RFCs are used for proposing new ideas and features to improve Flyte. You can refer to them to stay updated on the latest developments and contribute to the growth of the platform.\n\n\n## How to contribute\nThere are many ways to get involved in Flyte, including:\n\n- Submitting [bugs](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fissues\u002Fnew?assignees=&labels=bug%2Cuntriaged&template=bug_report.yaml&title=%5BBUG%5D+) and [feature requests](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fissues\u002Fnew?assignees=&labels=enhancement%2Cuntriaged&template=feature_request.yaml&title=%5BCore+feature%5D+) for various components.\n- Reviewing [the documentation](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002F) and submitting [pull requests](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflytesnacks) for anything from fixing typos to adding new content.\n- Speaking or writing about Flyte or any other ecosystem integration and [letting us know](https:\u002F\u002Fflyte-org.slack.com\u002Farchives\u002FC02JMT8KTEE)!\n- Taking on a [`help wanted`](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fissues?q=is%3Aopen+is%3Aissue+label%3A%22help+wanted%22+) or [`good-first-issue`](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fissues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22) and following the [CONTRIBUTING](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fcommunity\u002Fcontribute\u002Findex.html) guide to submit changes to the codebase.\n- Upvoting [popular feature requests](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fissues?q=is%3Aopen+is%3Aissue+label%3Aenhancement+sort%3Areactions-%2B1-desc) to show your support.\n\n### We :heart: our contributors\n\n\u003C!-- CONTRIBUTORS START -->\n[![953358](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_6b8da1d28103.png)](https:\u002F\u002Fgithub.com\u002Fkatrogan)[![37090125](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_78025b8237be.png)](https:\u002F\u002Fgithub.com\u002Flyft-metaservice-3)[![7597118](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_5b85257b7cdf.png)](https:\u002F\u002Fgithub.com\u002Fmatthewphsmith)[![27159](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_a3ee48801e1d.png)](https:\u002F\u002Fgithub.com\u002FEngHabu)[![29843943](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_ad5ae93fdc8a.png)](https:\u002F\u002Fgithub.com\u002Fgoreleaserbot)[![8888115](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_3a164b59274d.png)](https:\u002F\u002Fgithub.com\u002Fhamersaw)[![10830562](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_51d90ed99ef1.png)](https:\u002F\u002Fgithub.com\u002Fyindia)[![78108056](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_89ded9816c9d.png)](https:\u002F\u002Fgithub.com\u002Fflyte-bot)[![158892](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_61f11c521bfb.png)](https:\u002F\u002Fgithub.com\u002Fhonnix)[![18408237](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_14f87c155df1.png)](https:\u002F\u002Fgithub.com\u002Fanandswaminathan)[![2896568](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_af1f36da4661.png)](https:\u002F\u002Fgithub.com\u002Fwild-endeavor)[![37936015](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_7743959fd3b2.png)](https:\u002F\u002Fgithub.com\u002Fpingsutw)[![653394](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_ab32cb605980.png)](https:\u002F\u002Fgithub.com\u002Feapolinario)[![1518524](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_1212a0476f25.png)](https:\u002F\u002Fgithub.com\u002Fbnsblue)[![27724763](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_1a155c0aa072.png)](https:\u002F\u002Fgithub.com\u002Fiaroslav-ciupin)[![16888709](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_34347c927dd0.png)](https:\u002F\u002Fgithub.com\u002Fkumare3)[![27777173](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_ebde924fd734.png)](https:\u002F\u002Fgithub.com\u002Fsamhita-alla)[![23062603](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_7043d0a1f644.png)](https:\u002F\u002Fgithub.com\u002FAntaxify)[![77798312](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_a0a61dd6cfed.png)](https:\u002F\u002Fgithub.com\u002Fpmahindrakar-oss)[![5032356](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_2176046df773.png)](https:\u002F\u002Fgithub.com\u002Fbrucearctor)[![8805803](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_a1d76ad1cb74.png)](https:\u002F\u002Fgithub.com\u002Falexlipa91)[![6239450](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_51641066570c.png)](https:\u002F\u002Fgithub.com\u002Fmayitbeegh)[![452166](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_eb2884eb67f0.png)](https:\u002F\u002Fgithub.com\u002FMorpheusXAUT)[![15335863](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_e664aa4a6001.png)](https:\u002F\u002Fgithub.com\u002Fgvashishtha)[![6562898](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_a2ba99e6be71.png)](https:\u002F\u002Fgithub.com\u002Fckiosidis)[![4748985](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_cd045766f7de.png)](https:\u002F\u002Fgithub.com\u002Faliabbasjaffri)[![76461262](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_453abc96cc3e.png)](https:\u002F\u002Fgithub.com\u002FFuture-Outlier)[![5725707](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_a406bef568c7.png)](https:\u002F\u002Fgithub.com\u002Fandrewwdye)[![8122852](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_d50122903307.png)](https:\u002F\u002Fgithub.com\u002Fariefrahmansyah)[![10869815](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_04aaac77515d.png)](https:\u002F\u002Fgithub.com\u002Fjeevb)[![3880645](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_52ca4c135add.png)](https:\u002F\u002Fgithub.com\u002Fjonathanburns)[![3936213](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_b78d65334d52.png)](https:\u002F\u002Fgithub.com\u002Flu4nm3)[![26174213](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_522bc920c53e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CONTRIBUTORS END -->\n\n## License\n\nFlyte is available under the Apache License 2.0. Use it wisely.\n\n\u003Cimg referrerpolicy=\"no-referrer-when-downgrade\" src=\"https:\u002F\u002Fstatic.scarf.sh\u002Fa.png?x-pxid=6a6b21ca-61bb-444f-aecd-4a6ba5372be5\" \u002F>","> [!IMPORTANT]\n> ## 正在寻找 Flyte 2 吗？\n>\n> - **想在本地使用 Flyte 吗？** 请访问 **[flyte-sdk](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte-sdk)** — Flyte 2 的全新 Python SDK。\n> - **希望参与分布式后端的开发吗？** 请查看本仓库的 **[`v2` 分支](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Ftree\u002Fv2)**。\n>\n> **以下 README 适用于 Flyte 1.x。**\n\n---\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_085e420cffe4.png\" alt=\"Flyte 和 LF AI & Data Logo\" width=\"250\">\n\u003C\u002Fp>\n\n\u003Ch1 align=\"center\">\n  Flyte\n\u003C\u002Fh1>\n\n\u003Cp align=\"center\">\n  :building_construction: :rocket: :chart_with_upwards_trend:\n\u003C\u002Fp>\n\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Freleases\u002Flatest\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Frelease\u002Fflyteorg\u002Fflyte.svg?style=for-the-badge\" alt=\"当前版本标签\" \u002F>\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Factions\u002Fworkflows\u002Fsandbox.yml\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Factions\u002Fworkflow\u002Fstatus\u002Fflyteorg\u002Fflyte\u002Fsandbox.yml?label=Sandbox%20docker%20image&style=for-the-badge\" alt=\"Sandbox 状态标签\" \u002F>\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Factions\u002Fworkflows\u002Ftests.yml\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Factions\u002Fworkflow\u002Fstatus\u002Fflyteorg\u002Fflyte\u002Ftests.yml?label=tests&style=for-the-badge\" alt=\"测试状态标签\" \u002F>\u003C\u002Fa>\n  \u003Ca href=\"http:\u002F\u002Fwww.apache.org\u002Flicenses\u002FLICENSE-2.0.html\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FLICENSE-Apache2.0-ff69b4.svg?style=for-the-badge\" alt=\"许可证标签\" \u002F>\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fbestpractices.coreinfrastructure.org\u002Fprojects\u002F4670\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fopenssf%20best%20practices-passing-green?style=for-the-badge\" alt=\"OpenSSF 最佳实践标签\" \u002F>\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fartifacthub.io\u002Fpackages\u002Fsearch?repo=flyte\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fendpoint?style=for-the-badge&url=https:\u002F\u002Fartifacthub.io\u002Fbadge\u002Frepository\u002Fflyte\" alt=\"Flyte Helm Chart 标签\" \u002F>\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002Fflyteorg\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FX-000000.svg?style=for-the-badge&logo=X&logoColor=white\" height=30px\u002F>\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fslack.flyte.org\" alt=\"Twitter，前身为 X 的 logo 标签\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FSlack-Chat-pink?style=for-the-badge&logo=slack\" alt=\"Flyte Slack 标签\" \u002F>\u003C\u002Fa>\n\u003C\u002Fp>\n\nFlyte 是一个开源的工作流编排系统，用于构建生产级别的数据和机器学习流水线。它专为可扩展性和可重复性而设计，并以 Kubernetes 作为其底层平台。借助 Flyte，用户团队可以使用 Python SDK 构建流水线，并将其无缝部署到云端和本地环境中，从而实现分布式处理和高效的资源利用。\n\n\u003Ch2 align=\"center\">\n  构建\n\u003C\u002Fh2>\n\u003Cp>\n用 Python 或其他语言编写代码，并利用强大的类型引擎。\n\u003C\u002Fp>\n\n\u003Cimg alt=\"Flyte 入门\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_ca90e53c1b14.gif\" style=\"width: 60%; height: auto;\" \u002F>\n\n\u003Ch2 align=\"center\">\n  部署与扩展\n\u003C\u002Fh2>\n\u003Cp>\n无论是在本地还是远程集群上，都可以轻松执行您的模型。\n\u003C\u002Fp>\n\u003Cimg alt=\"Flyte 入门\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_feca3b51d7c5.gif\" style=\"width: 60%; height: auto;\" \u002F>\n\n\n\u003Ch3 align=\"center\">\n  \u003Ca href=\"#quick-start\">开始使用\u003C\u002Fa>\n  \u003Cspan> · \u003C\u002Fspan>\n  \u003Ca href=\"https:\u002F\u002Fdocs.flyte.org\u002F\">文档\u003C\u002Fa>\n  \u003Cspan> · \u003C\u002Fspan>\n  \u003Ca href=\"#how-to-stay-involved\">资源\u003C\u002Fa>\n\u003C\u002Fh3>\n\n## 目录\n* [快速入门](#quick-start)\n* [教程](#tutorials)\n* [特性](#features)\n* [谁在使用 Flyte](#whos-using-flyte)\n* [如何参与](#how-to-stay-involved)\n* [如何贡献](#how-to-contribute)\n---\n## 快速入门\n\n1. 安装 Flyte 的 Python SDK\n```bash\npip install flytekit\n```\n2. 创建一个工作流（参见 [示例](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflytesnacks\u002Fblob\u002Fmaster\u002Fexamples\u002Fbasics\u002Fbasics\u002Fhello_world.py)）\n3. 在本地运行：\n```bash\npyflyte run hello_world.py hello_world_wf\n```\n**准备好尝试 Flyte 集群了吗？**\n\n1. 创建一个新的沙盒集群，以 Docker 容器的形式运行：\n```bash\nflytectl demo start\n```\n2. 现在可以在集群上执行您的工作流：\n```bash\npyflyte run --remote hello_world.py hello_world_wf\n```\n\u003Cimg alt=\"Flyte 入门，展示欢迎界面和 Flyte 控制台\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_5f009bdfe653.gif\" style=\"width: 100%; height: auto;\" \u002F>\n\n**想了解更多但又不想安装任何东西吗？**\n\n试试基于 Flyte 构建的 **Union 平台**（[signup.union.ai](https:\u002F\u002Fsignup.union.ai)），即可免费获得 GPU、数据血缘追踪等功能！\n\n**准备投入生产了吗？**\n\n请参阅 [部署指南](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fdeployment\u002Fdeployment\u002Findex.html)，了解如何在不同环境上安装 Flyte。\n\n## 教程\n- [在 Flyte 代码库上微调 Code Llama](https:\u002F\u002Fgithub.com\u002Funionai-oss\u002Fllm-fine-tuning\u002Ftree\u002Fmain\u002Fflyte_llama#readme)\n- [使用 Horovod 和 Spark 预测销售额](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fflytesnacks\u002Fexamples\u002Fforecasting_sales\u002Findex.html)\n- [使用 BLASTX 查询核苷酸序列](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fflytesnacks\u002Fexamples\u002Fblast\u002Findex.html)\n\n## 功能特性\n🚀 **强类型接口**：通过使用 Flyte 类型定义数据护栏，在工作流的每一步验证数据。\u003Cbr>\n🌐 **任意语言**：使用原生容器编写任何语言的代码，或选择 [Python](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflytekit)、[Java](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflytekit-java)、[Scala](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflytekit-java) 或 [JavaScript](https:\u002F\u002Fgithub.com\u002FNotMatthewGriffin\u002Fpterodactyl) SDK 来开发你的 Flyte 工作流。\u003Cbr \u002F>\n🔒 **不可变性**：不可变的执行有助于确保可重复性，因为它可以防止对执行状态的任何更改。\u003Cbr \u002F>\n🧬 **数据血缘**：跟踪数据和机器学习工作流生命周期中数据的流动与转换。\u003Cbr \u002F>\n📊 **映射任务**：使用 [映射任务](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fadvanced_composition\u002Fmap_tasks.html) 以最少的配置实现并行代码执行。\u003Cbr \u002F>\n🌎 **多租户支持**：多个用户可以在共享同一平台的同时，保持各自独立的数据和配置。\u003Cbr \u002F>\n🌟 **动态工作流**：[构建灵活且可适应的工作流](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fadvanced_composition\u002Fdynamic_workflows.html)，可以根据需要进行更改和演进，从而更轻松地应对不断变化的需求。\u003Cbr \u002F>\n⏯️ 在继续执行之前，[等待](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fadvanced_composition\u002Fwaiting_for_external_inputs.html) **外部输入**。\u003Cbr \u002F>\n🌳 **分支逻辑**：根据其他任务生成的静态或动态数据，或者输入数据，[有选择地执行工作流分支](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fadvanced_composition\u002Fconditionals.html)。\u003Cbr \u002F>\n📈 **数据可视化**：通过图表可视化数据、监控模型并查看训练历史。\u003Cbr \u002F>\n📂 **FlyteFile 和 FlyteDirectory**：在本地存储和云存储之间传输 [文件](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fdata_types_and_io\u002Fflytefile.html) 和 [目录](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fdata_types_and_io\u002Fflytedirectory.html)。\u003Cbr \u002F>\n🗃️ **结构化数据集**：使用 [结构化数据集](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fdata_types_and_io\u002Fstructureddataset.html) 提供的抽象二维表示，在不同类型之间转换数据框，并强制执行列级类型检查。\u003Cbr \u002F>\n🛡️ **故障恢复**：仅恢复失败的任务。\u003Cbr \u002F>\n🔁 **重跑单个任务**：在不修改数据\u002F机器学习工作流先前状态的情况下，以最细粒度级别重新运行工作流。\u003Cbr \u002F>\n🔍 **缓存输出**：通过将 `cache=True` 传递给任务装饰器来缓存任务输出。\u003Cbr \u002F>\n🚩 **任务内检查点**：在任务执行过程中 [记录进度](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fadvanced_composition\u002Fintratask_checkpoints.html)。\u003Cbr \u002F>\n⏰ **超时设置**：定义一个超时时间，超过该时间后任务将被标记为失败。\u003Cbr \u002F>\n🏭 **从开发到生产**：只需将你的 [域](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fconcepts\u002Fdomains.html) 从开发或预发布环境切换到生产环境即可。\u003Cbr \u002F>\n💸 **竞价实例或抢占式实例**：通过在任务装饰器中将 `interruptible` 设置为 `True`，将你的工作流调度到竞价实例上运行。\u003Cbr \u002F>\n☁️ **云原生部署**：可在 AWS、GCP、Azure 等云服务上部署 Flyte。\u003Cbr \u002F>\n📅 **调度功能**：[调度](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fproductionizing\u002Fschedules.html) 数据和机器学习工作流在特定时间运行。\u003Cbr \u002F>\n📢 **通知机制**：通过 Slack、PagerDuty 或电子邮件配置 [通知](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fuser_guide\u002Fproductionizing\u002Fnotifications.html)，及时了解工作流状态的变化。\u003Cbr \u002F>\n⌛️ **时间线视图**：评估每个 Flyte 任务的执行时长，识别潜在的瓶颈。\u003Cbr \u002F>\n💨 **GPU 加速**：通过在任务装饰器中请求资源，启用并控制任务的 GPU 需求。\u003Cbr \u002F>\n🐳 **容器化依赖隔离**：为每个任务维护独立的依赖项集合，避免依赖冲突。\u003Cbr \u002F>\n🔀 **并行性**：Flyte 任务天生具有并行性，以优化资源消耗并提升性能。\u003Cbr \u002F>\n💾 **在任务级别动态分配资源**。\u003Cbr \u002F>\n\n\n## 谁在使用 Flyte\n加入 LinkedIn、Spotify、Freenome、Pachama、华纳兄弟等众多企业，共同采用 Flyte 应用于关键业务场景。有关完整采用者名单及如何添加贵组织或项目的信息，请访问我们的 [ADOPTERS](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fcommunity\u002Fblob\u002Fmain\u002FADOPTERS.md) 页面。\n\n\n## 如何参与社区\n👥 [每月社区同步会议](https:\u002F\u002Fwww.addevent.com\u002Fevent\u002FEA7823958)：每月第一个周二举行，Flyte 团队在此分享项目最新进展，社区成员也可交流工作成果并提问。\u003Cbr>\n💬 [Slack](https:\u002F\u002Fslack.flyte.org\u002F)：加入 Flyte 社区的 Slack 群组，与其他用户交流、提问并获得帮助。\u003Cbr>\n⚠️ [邮件通讯](https:\u002F\u002Flists.lfaidata.foundation\u002Fg\u002Fflyte-announce\u002Fjoin)：订阅此群组以接收 Flyte 每月通讯。\u003Cbr>\n📹 [YouTube](https:\u002F\u002Fwww.youtube.com\u002Fchannel\u002FUCNduEoLOToNo3nFVly-vUTQ)：观看专题讨论、客户成功案例、社区更新以及功能深度解析视频。\u003Cbr>\n📄 [博客](https:\u002F\u002Fflyte.org\u002Fblog)：在这里你可以找到教程和功能深度解析文章，帮助你更好地了解 Flyte。\u003Cbr>\n💡 [RFCs](rfc\u002F.): RFC 是用于提出改进 Flyte 的新想法和功能的文档。你可以参考它们来了解最新进展，并为平台的发展贡献力量。\n\n\n## 如何贡献\n参与 Flyte 的方式有很多，包括：\n\n- 提交针对各个组件的 [Bug 报告](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fissues\u002Fnew?assignees=&labels=bug%2Cuntriaged&template=bug_report.yaml&title=%5BBUG%5D+) 和 [功能请求](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fissues\u002Fnew?assignees=&labels=enhancement%2Cuntriaged&template=feature_request.yaml&title=%5BCore+feature%5D)。\n- 审核 [文档](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002F) 并提交 [Pull Request](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflytesnacks)，无论是修复拼写错误还是添加新内容。\n- 分享关于 Flyte 或其他生态集成的经验，或撰写相关文章，并 [告知我们](https:\u002F\u002Fflyte-org.slack.com\u002Farchives\u002FC02JMT8KTEE)！\n- 接手一个 [`help wanted`](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fissues?q=is%3Aopen+is%3Aissue+label%3A%22help+wanted%22+) 或 [`good-first-issue`](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fissues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22)，并按照 [CONTRIBUTING](https:\u002F\u002Fdocs.flyte.org\u002Fen\u002Flatest\u002Fcommunity\u002Fcontribute\u002Findex.html) 指南提交代码更改。\n- 为 [热门功能请求](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fissues?q=is%3Aopen+is%3Aissue+label%3Aenhancement+sort%3Areactions-%2B1-desc) 投票，以表达你的支持。\n\n### 我们 :heart: 我们的贡献者\n\n\u003C!-- CONTRIBUTORS START -->\n[![953358](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_6b8da1d28103.png)](https:\u002F\u002Fgithub.com\u002Fkatrogan)[![37090125](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_78025b8237be.png)](https:\u002F\u002Fgithub.com\u002Flyft-metaservice-3)[![7597118](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_5b85257b7cdf.png)](https:\u002F\u002Fgithub.com\u002Fmatthewphsmith)[![27159](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_a3ee48801e1d.png)](https:\u002F\u002Fgithub.com\u002FEngHabu)[![29843943](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_ad5ae93fdc8a.png)](https:\u002F\u002Fgithub.com\u002Fgoreleaserbot)[![8888115](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_3a164b59274d.png)](https:\u002F\u002Fgithub.com\u002Fhamersaw)[![10830562](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_51d90ed99ef1.png)](https:\u002F\u002Fgithub.com\u002Fyindia)[![78108056](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_89ded9816c9d.png)](https:\u002F\u002Fgithub.com\u002Fflyte-bot)[![158892](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_61f11c521bfb.png)](https:\u002F\u002Fgithub.com\u002Fhonnix)[![18408237](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_14f87c155df1.png)](https:\u002F\u002Fgithub.com\u002Fanandswaminathan)[![2896568](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_af1f36da4661.png)](https:\u002F\u002Fgithub.com\u002Fwild-endeavor)[![37936015](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_7743959fd3b2.png)](https:\u002F\u002Fgithub.com\u002Fpingsutw)[![653394](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_ab32cb605980.png)](https:\u002F\u002Fgithub.com\u002Feapolinario)[![1518524](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_1212a0476f25.png)](https:\u002F\u002Fgithub.com\u002Fbnsblue)[![27724763](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_1a155c0aa072.png)](https:\u002F\u002Fgithub.com\u002Fiaroslav-ciupin)[![16888709](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_34347c927dd0.png)](https:\u002F\u002Fgithub.com\u002Fkumare3)[![27777173](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_ebde924fd734.png)](https:\u002F\u002Fgithub.com\u002Fsamhita-alla)[![23062603](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_7043d0a1f644.png)](https:\u002F\u002Fgithub.com\u002FAntaxify)[![77798312](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_a0a61dd6cfed.png)](https:\u002F\u002Fgithub.com\u002Fpmahindrakar-oss)[![5032356](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_2176046df773.png)](https:\u002F\u002Fgithub.com\u002Fbrucearctor)[![8805803](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_a1d76ad1cb74.png)](https:\u002F\u002Fgithub.com\u002Falexlipa91)[![6239450](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_51641066570c.png)](https:\u002F\u002Fgithub.com\u002Fmayitbeegh)[![452166](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_eb2884eb67f0.png)](https:\u002F\u002Fgithub.com\u002FMorpheusXAUT)[![15335863](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_e664aa4a6001.png)](https:\u002F\u002Fgithub.com\u002Fgvashishtha)[![6562898](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_a2ba99e6be71.png)](https:\u002F\u002Fgithub.com\u002Fckiosidis)[![4748985](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_cd045766f7de.png)](https:\u002F\u002Fgithub.com\u002Faliabbasjaffri)[![76461262](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_453abc96cc3e.png)](https:\u002F\u002Fgithub.com\u002FFuture-Outlier)[![5725707](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_a406bef568c7.png)](https:\u002F\u002Fgithub.com\u002Fandrewwdye)[![8122852](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_d50122903307.png)](https:\u002F\u002Fgithub.com\u002Fariefrahmansyah)[![10869815](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_04aaac77515d.png)](https:\u002F\u002Fgithub.com\u002Fjeevb)[![3880645](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_52ca4c135add.png)](https:\u002F\u002Fgithub.com\u002Fjonathanburns)[![3936213](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_b78d65334d52.png)](https:\u002F\u002Fgithub.com\u002Flu4nm3)[![26174213](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_readme_522bc920c53e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CONTRIBUTORS END -->\n\n## 许可证\n\nFlyte 根据 Apache 许可证 2.0 版本提供。请合理使用。\n\n\u003Cimg referrerpolicy=\"no-referrer-when-downgrade\" src=\"https:\u002F\u002Fstatic.scarf.sh\u002Fa.png?x-pxid=6a6b21ca-61bb-444f-aecd-4a6ba5372be5\" \u002F>","# Flyte 快速上手指南\n\nFlyte 是一个基于 Kubernetes 构建的开源编排引擎，专为可扩展、可复现的生产级数据和机器学习流水线设计。支持 Python 等多种语言，可无缝部署于云端或本地环境。\n\n## 环境准备\n\n在开始之前，请确保您的开发环境满足以下要求：\n\n*   **操作系统**: Linux, macOS 或 Windows (需配合 WSL2)\n*   **Python**: 版本 3.8 或更高\n*   **包管理器**: `pip`\n*   **可选 (用于集群部署)**: \n    *   Docker (运行本地 Sandbox 集群)\n    *   kubectl (管理 Kubernetes 集群)\n\n> **提示**: 国内开发者若遇到 PyPI 下载缓慢问题，建议使用清华或阿里镜像源安装依赖。\n\n## 安装步骤\n\n### 1. 安装 Flyte Python SDK\n使用 pip 安装核心开发库 `flytekit`。\n\n```bash\n# 使用默认源\npip install flytekit\n\n# 或使用国内镜像加速 (推荐)\npip install flytekit -i https:\u002F\u002Fpypi.tuna.tsinghua.edu.cn\u002Fsimple\n```\n\n### 2. 安装命令行工具 (可选但推荐)\n如果您计划启动本地 Sandbox 集群或使用高级管理功能，请安装 `flytectl`。\n\n*   **macOS \u002F Linux**:\n    ```bash\n    curl -sL https:\u002F\u002Fctl.flyte.org\u002Finstall | bash\n    ```\n*   **Windows (PowerShell)**:\n    ```powershell\n    iwr -useb https:\u002F\u002Fctl.flyte.org\u002Finstall.ps1 | iex\n    ```\n\n## 基本使用\n\n### 场景一：本地快速运行 (无需集群)\n\n适合快速验证代码逻辑和流水线定义。\n\n1.  **创建工作流程文件** (`hello_world.py`)：\n\n    ```python\n    from flytekit import task, workflow\n\n    @task\n    def say_hello(name: str) -> str:\n        return f\"Hello, {name}!\"\n\n    @workflow\n    def hello_world_wf(name: str) -> str:\n        return say_hello(name=name)\n\n    if __name__ == \"__main__\":\n        # 本地执行测试\n        print(f\"Running locally: {hello_world_wf(name='Flyte User')}\")\n    ```\n\n2.  **运行工作流**：\n    使用 `pyflyte run` 命令在本地执行。\n\n    ```bash\n    pyflyte run hello_world.py hello_world_wf\n    ```\n\n### 场景二：连接 Sandbox 集群运行\n\n适合模拟真实的生产环境，体验完整的 UI 界面和调度功能。\n\n1.  **启动本地 Sandbox 集群**：\n    这将启动一个包含 Flyte 后端服务的 Docker 容器。\n\n    ```bash\n    flytectl demo start\n    ```\n    *启动成功后，可在浏览器访问 `http:\u002F\u002Flocalhost:30080` 查看 Dashboard。*\n\n2.  **远程执行工作流**：\n    添加 `--remote` 标志将任务提交到刚启动的 Sandbox 集群。\n\n    ```bash\n    pyflyte run --remote hello_world.py hello_world_wf\n    ```\n\n执行完成后，您可以在 Flyte Dashboard 中查看任务的状态、日志和数据血缘关系。\n\n---\n*更多高级功能（如定时调度、GPU 加速、多租户配置）请参考官方文档：https:\u002F\u002Fdocs.flyte.org\u002F*","某电商公司的数据科学团队正在构建一个每日更新的“用户流失预测”系统，该流程涉及从数据仓库提取海量日志、清洗特征、训练深度学习模型并最终部署推理服务。\n\n### 没有 flyte 时\n- **流程脆弱难维护**：依赖简单的 Cron 脚本串联任务，一旦中间某个数据清洗步骤失败，整个链路中断且难以自动重试，人工排查耗时耗力。\n- **环境不一致导致复现困难**：开发人员在本地笔记本上调试通过的代码，因依赖库版本差异，在生产集群运行时频繁报错，模型结果无法复现。\n- **资源调度低效**：大规模数据处理与模型训练任务争抢固定服务器资源，缺乏弹性伸缩能力，导致夜间批处理经常超时，影响次日报表生成。\n- **协作黑盒化**：新成员难以理解复杂的脚本依赖关系，修改逻辑时容易误触其他环节，缺乏可视化的版本管理和血缘追踪。\n\n### 使用 flyte 后\n- **构建高韧性工作流**：利用 Flyte 的原生重试机制和容错设计，单个任务失败可自动恢复，确保每日流水线稳定运行，无需人工值守。\n- **确保端到端可复现性**：通过强类型引擎和容器化封装，锁定每一步的代码、数据与依赖环境，保证本地开发与云端生产的结果完全一致。\n- **弹性利用计算资源**：基于 Kubernetes 动态调度，数据预处理和训练任务按需自动扩缩容，大幅缩短作业运行时间并降低闲置成本。\n- **透明化协作与治理**：提供可视化的执行图谱和版本控制，团队成员可清晰追溯数据血缘，安全地并行迭代模型策略。\n\nFlyte 将原本支离破碎的脚本作业转化为标准化、可观测且弹性伸缩的生产级 AI 流水线，显著提升了研发效率与系统稳定性。","https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fflyteorg_flyte_c01a8154.png","flyteorg","Flyte","https:\u002F\u002Foss.gittoolsai.com\u002Favatars\u002Fflyteorg_f77a8ab3.png","Organization that hosts the Flyte Project with all of the core components. Flyte is an LF AI & Data Graduated Project",null,"users@flyte.org","https:\u002F\u002Fflyte.org","https:\u002F\u002Fgithub.com\u002Fflyteorg",[84,88,92,96,100,103,107,111,114,117],{"name":85,"color":86,"percentage":87},"Go","#00ADD8",97.5,{"name":89,"color":90,"percentage":91},"Python","#3572A5",1,{"name":93,"color":94,"percentage":95},"Shell","#89e051",0.8,{"name":97,"color":98,"percentage":99},"Makefile","#427819",0.3,{"name":101,"color":86,"percentage":102},"Go Template",0.2,{"name":104,"color":105,"percentage":106},"Mustache","#724b3b",0.1,{"name":108,"color":109,"percentage":110},"Dockerfile","#384d54",0,{"name":112,"color":113,"percentage":110},"Batchfile","#C1F12E",{"name":115,"color":116,"percentage":110},"HTML","#e34c26",{"name":118,"color":119,"percentage":110},"Rust","#dea584",6922,800,"2026-04-05T10:58:40","Apache-2.0",4,"Linux, macOS, Windows","非必需。支持通过任务装饰器请求 GPU 资源以加速任务，具体型号和显存取决于用户配置。","未说明（取决于工作负载；运行本地 Sandbox 集群需足够内存以承载 Docker 容器）",{"notes":129,"python":130,"dependencies":131},"Flyte 是一个基于 Kubernetes 的编排平台。本地开发仅需安装 Python SDK (flytekit)；若要运行完整集群，需安装 flytectl 并通过 Docker 启动 Sandbox 环境。生产环境部署需要 Kubernetes 集群。支持多种语言（Python, Java, Scala, JS），但核心 SDK 为 Python。","3.8+ (推断自 flytekit 常规要求，文中未明确指定具体版本号，但提到支持 Python SDK)",[132,133,134],"flytekit","flytectl","Docker",[54,51,14,13,26,15],[67,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155],"machine-learning","golang","scale","workflow","data-science","data-analysis","data","kubernetes-operator","kubernetes","orchestration-engine","mlops","dataops","grpc","python","production","declarative","fine-tuning","llm","hacktoberfest","2026-03-27T02:49:30.150509","2026-04-06T05:17:01.730711",[],[160,165,170,175,180,185,190,195,200,205,210,215,220,225,230,235,239,244,249,254],{"id":161,"version":162,"summary_zh":163,"released_at":164},99648,"v2.0.11","## 变更内容\n* 修复：为 publish-python 工作流添加 git safe.directory 配置，由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7156 中完成。\n\n\n**完整变更日志**：https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcompare\u002Fv2.0.10...v2.0.11","2026-04-03T22:47:34",{"id":166,"version":167,"summary_zh":168,"released_at":169},99649,"v2.0.10","## 变更内容\n* [V2] 由 @popojk 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7088 中修复单二进制和代理 Pod 慢启动问题\n* [v2] 由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7090 中修复事件更新时间错误\n* 功能（runs）：由 @AdilFayyaz 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7080 中实现带有重试和崩溃恢复的异步中止协调器\n* [V2] 由 @popojk 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7101 中修复沙箱中的 Secret 注入错误\n* 修复：由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7089 中发送 UpdateActionStatus 中的实际 EndTime，以修复持续时间被夸大问题\n* [Run Service] 由 @WangWang0226 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7058 中修复 CreateRun 响应字段，并填充缺失的默认值…\n* 修复：由 @SZL741023 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7092 中将 ActionIdentifier 的名称调整为固定值“a0”\n* 修复：由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7106 中抑制启动错误时的 pflag 使用输出\n* [v2] 由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7103 中进行带版本的数据库迁移\n* 由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7107 中使用专用连接处理 NOTIFY，以避免连接池争用\n* 功能（executor）：由 @AdilFayyaz 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7093 中实现按每次尝试划分作用域的输出路径的就地任务重试\n* 修复：由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7108 中固定 docker-registry 的 haSharedSecret，以避免沙箱清单频繁变动\n* 修复（connector）：由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6932 中将插件初始化移至 PluginLoader，实现延迟初始化\n* [V2] 由 @popojk 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7102 中在未提供项目和域的情况下设置全局 Secret\n* 修复（runs）：由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7120 中允许在终端状态后更新阶段以进行重试\n* [V2] 由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7094 中将运行上下文传递给子操作，并在 GetRunDetails 中返回\n* [V2] 由 @popojk 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7113 中将 k3s kubeconfig 合并到默认 kubeconfig\n* 修复（runs）：由 @AdilFayyaz 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7122 中修复 actions 表上的 B 树索引争用问题\n* 性能：由 @AdilFayyaz 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7119 中实现用于 TaskAction 监视事件处理的并行工作线程池\n* [v2] 由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7091 中实现事件监视器\n* [v2] 由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7129 中实现 Informer 缓存\n* [v2][Service] 由 @SZL741023 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7110 中更改应用和触发服务端点的返回值\n* README 由 @kumare3 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7131 中更新\n* [CON2-143] 由 @pmahindrakar-oss 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7126 中添加基于提供商的通知邮件模板\n* 修复：由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7130 中对 tasklog 模板中的 generatedName 进行 sanitization，使其符合 DNS-1123 规范\n* 删除 b","2026-04-03T20:44:01",{"id":171,"version":172,"summary_zh":173,"released_at":174},99650,"v1.16.5","# Flyte 1.16.5\n\n## 变更内容\n* 修复：在构建 RayJob 入口点时，防止丢弃空字符串参数，由 @fg91 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6947 中完成。\n* 不再为数组节点的子节点复用父工作流的状态，由 @pvditt 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6929 中完成。\n* 新特性：使 RayCluster 的主节点入口可选，由 @fg91 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6852 中实现。\n* Flyte 2 更新，由 @kumare3 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6961 中完成。\n* 为跨命名空间读取 Secret 添加 RBAC 支持，由 @rohitrsh 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6919 中实现。\n* 为数组节点 IDL 设置 run_all_sub_nodes 参数，由 @pvditt 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6966 中完成。\n* 向 profutils 性能分析服务器添加 Config 结构体，并包含 DisableConfigEndpoint 选项。在 pflags 生成下注册 \"prof\" 键下的配置部分，并在禁用时有条件地跳过 \u002Fconfig HTTP 处理程序。由 @EngHabu 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7016 中完成。\n* 现代化 codespell 配置：从内联工作流迁移到 .codespellrc 文件，由 @yarikoptic 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7104 中完成。\n\n## 新贡献者\n* @rohitrsh 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6919 中完成了他们的首次贡献。\n\n**完整变更日志**：https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcompare\u002Fv1.16.4...v1.16.5","2026-04-01T00:25:33",{"id":176,"version":177,"summary_zh":178,"released_at":179},99651,"v2.0.9","## 变更内容\n* [v2][运行服务] 如果没有输入，则写入空的输入字面量，由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7055 中实现\n* 确保 GetActionDetails 按预期工作，由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7022 中实现\n* 修复：[运行服务] 确保 GetActionData 按预期工作，由 @SharpKoi 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6991 中实现\n* [Flyte 6973] 将操作详情附加到 `ListRuns` 响应中，由 @0yukali0 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7026 中实现\n* [V2] 沙盒 Webhook，由 @popojk 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7034 中实现\n* [V2] 添加秘密服务，由 @popojk 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7039 中实现\n* [v2] 修复项目服务端口，由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7059 中实现\n* 修复 CreateRun 响应、输出 URI 和 GetActionData，由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7064 中实现\n* [V2][Bug] 修复沙盒开发模式目录权限错误，由 @popojk 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7061 中实现\n* 向 taskTemplate 元数据中添加 IsEntryPoint 和 CodeBundlePath，由 @EngHabu 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7071 中实现\n* [V2][Bug] 修复 WatchActionDetails，使其在流式更新中返回完整操作详情，由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7070 中实现\n* 修复管理器在关闭时挂起的问题，由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7057 中实现\n* [V2] 添加虚拟触发器和应用服务，由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7077 中实现\n* 设置服务的 proto 定义，由 @afbrock 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7049 中实现\n* [V2] 添加尝试次数和缓存状态，由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7078 中实现\n* [V2][沙盒] 为沙盒添加控制台，由 @popojk 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7074 中实现\n* [V2] 添加缓存服务，由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7035 中实现\n* [V2] 运行服务 - 添加 GetRunDetails 所需的字段（#6977），由 @SZL741023 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7038 中实现\n* [V2] 添加沙盒镜像自动迭代 CI，由 @popojk 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7063 中实现\n* [V2] ListRuns 返回开始\u002F结束时间、持续时间和环境名称，由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7081 中实现\n* [V2] 将应用和服务代理到代理中，由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7082 中实现\n* [V2] 更新垃圾回收和日志级别配置，由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7083 中实现\n* [V2] 读取用户运行上下文，由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7084 中实现\n* [V2] 添加 RunLogsService 用于流式传输 Pod 日志，由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7072 中实现\n* 为 flyteidl2 添加 connectrpc Python 存根，由 @jeevb 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7086 中实现\n* [V2] 添加 CRD 同步逻辑，由 @popojk 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7087 中实现\n\n## 新贡献者\n* @SharpKoi 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6991 中做出了首次贡献\n\n**完整变更日志**: https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcompare\u002Fv2.0.8...v2.0.9","2026-03-25T04:31:18",{"id":181,"version":182,"summary_zh":183,"released_at":184},99652,"v2.0.8","## 变更内容\n* 修复在合并 Pod 模板时出现的重复 VolumeMount，由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6958 中完成\n* 添加 GPU 分区标签，由 @katrogan 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6921 中完成\n* [flyteidl2] 为 Actions 服务生成 Mock，由 @pvditt 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6962 中完成\n* 将 OTel SDK 升级至 v1.40.0，并修复 semconv 模式冲突，由 @jmonty42 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6965 中完成\n* [V2] 添加内部运行服务，由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6956 中完成\n* 还原“将 OTel SDK 升级至 v1.40.0 并修复 semconv 模式冲突 (#6965)”的更改，由 @jmonty42 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6967 中完成\n* 添加领域服务的 proto 文件，由 @afbrock 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6891 中完成\n* 添加 OppoBloomFilter 以去重 RecordAction 调用，由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6987 中完成\n* 修复：修正 TaskAction CR\u002FPod 的名称和命名空间，改进运行 ID 的生成方式，由 @AdilFayyaz 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6986 中完成\n* 修复：为 TaskAction watch 设置明确的 5 分钟超时，由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6996 中完成\n* [V2] Flyte v2 的沙盒环境，由 @popojk 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6955 中完成\n* [V2][功能] 添加事件服务，由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6970 中完成\n* 为运行服务添加 IdentityService (UserInfo) 存根，由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6997 中完成\n* [V2] 为 Go 单元测试添加 GitHub Actions 工作流，由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6999 中完成\n* [V2] 添加项目服务，由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7000 中完成\n* [V2] 为终端 CRD 添加 TaskAction 垃圾回收器，由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6994 中完成\n* 将 include_system_secrets 添加到 Secrets API 中，由 @katrogan 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7007 中完成\n* 在注册终结器之前添加 TaskAction 验证，由 @AdilFayyaz 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7006 中完成\n* 通知 IDL，由 @iaroslav-ciupin 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6946 中完成\n* 修复依赖 CGO 的 sqlite3 包的 Docker 构建问题，由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7014 中完成\n* 还原通知 IDL 的事件类型，由 @iaroslav-ciupin 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7021 中完成\n* 向 profutils Config 添加 DisableConfigEndpoint 选项，以允许禁用 \u002Fconfig HTTP 端点。同时添加由 pflags 生成的配置文件，并修复导入路径以使用非版本化模块，由 @EngHabu 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7015 中完成\n* [沙盒][RunService] 将数据库从 SQLite 切换至 PostgreSQL，由 @popojk 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7018 中完成\n* [V2] Run Service - 监视操作缓存，由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7017 中完成\n* 为默认系统行为添加新角色 `ROLE_TYPE_SYSTEM_PROVISIONED_ACCESS`，由 @katrogan 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F7028 中完成\n* 更新 MinIO 镜像以支持多架构，由 @AdilFay","2026-03-18T23:45:32",{"id":186,"version":187,"summary_zh":188,"released_at":189},99653,"v2.0.7","## 变更内容\n* 由 @EngHabu 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6901 中修复了 vet 相关问题\n* [V2] 由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6949 中迁移了 action 服务\n* 由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6939 中向 UVProject proto 添加了 source_dir 字段\n* feat(flyteidl2): 向 TaskMetadata proto 添加 image_build_url 字段，由 @AdilFayyaz 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6951 中完成\n\n## 新贡献者\n* @AdilFayyaz 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6951 中完成了首次贡献\n\n**完整变更日志**: https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcompare\u002Fv2.0.6...v2.0.7","2026-03-02T20:02:48",{"id":191,"version":192,"summary_zh":193,"released_at":194},99654,"v2.0.6","## 变更内容\n* 功能（idl\u002Factions）：添加 Actions 消息，并将 EnqueueRequest 修改为使用该消息，由 @SVilgelm 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6916 中完成\n* 添加权限操作 Protocol Buffer 定义，由 @popojk 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6898 中完成\n\n\n**完整变更日志**：https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcompare\u002Fv2.0.5...v2.0.6","2026-02-14T01:32:07",{"id":196,"version":197,"summary_zh":198,"released_at":199},99655,"v1.16.4","# Flyte 1.16.4\n\n## 变更内容\n* 将 flyteidl 1 升级到 Python 3.13，由 @wild-endeavor 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6782 中完成\n* 移除未使用的替换指令，并使样板代码使用本地的 flytestdlib，由 @Sovietaced 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6785 中完成\n* 将 \u002Fflytectl\u002Fdocs 中的 urllib3 从 2.5.0 升级到 2.6.0，由 @dependabot[bot] 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6788 中完成\n* 重构：省略不必要的重新赋值，由 @rifeplight 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6768 中完成\n* [功能] 向 Kubernetes 对象添加用户注解，由 @ttitsworth-lila 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6710 中完成\n* 杂项：执行 goimports 格式化代码，由 @findfluctuate 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6801 中完成\n* 修复时区断言相关问题，由 @Sovietaced 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6812 中完成\n* [FlyteCTL] 仅获取 v1 沙盒镜像，由 @machichima 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6834 中完成\n* 解绑 Kubernetes 客户端库版本，由 @Sovietaced 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6835 中完成\n* 解绑控制器运行时依赖，由 @Sovietaced 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6843 中完成\n* 修复：正确处理格式错误的动态工作流，以避免出现“失败 + 成功 + 运行中”的薛定谔状态，由 @fg91 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6854 中完成\n* 修复：移除会破坏 JSON 输出的打印语句，由 @honnix 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6872 中完成\n* 添加测试以从 Cookie 值中解码访问令牌，由 @pmahindrakar-oss 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6883 中完成\n* 更新 Kubernetes Dashboard 的 URL 至已退役的 GitHub 仓库，由 @kevinliao852 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6882 中完成\n* 在 Ray 插件配置中支持标志，可选择禁用 Ray 集群的入口网关，由 @mickjermsurawong-openai 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6905 中完成\n* 防止当 Map 任务中的重试次数大于 BitArray 分配的大小时发生恐慌，由 @fg91 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6802 中完成\n\n## 新贡献者\n* @rifeplight 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6768 中完成了首次贡献\n* @ttitsworth-lila 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6710 中完成了首次贡献\n* @findfluctuate 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6801 中完成了首次贡献\n* @mickjermsurawong-openai 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6905 中完成了首次贡献\n\n**完整变更日志**：https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcompare\u002Fv1.16.3...v1.16.4\n\n","2026-02-12T19:52:18",{"id":201,"version":202,"summary_zh":203,"released_at":204},99656,"v2.0.5","## 变更内容\n* 由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6915 中将模块名从 `auth` 重命名为 `app`\n\n\n**完整变更日志**: https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcompare\u002Fv2.0.4...v2.0.5","2026-02-11T21:48:37",{"id":206,"version":207,"summary_zh":208,"released_at":209},99657,"v2.0.4","## 变更内容\n* 由 @pingsutw 在 https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6913 中提交的 App crate\n\n\n**完整变更日志**: https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcompare\u002Fv2.0.3...v2.0.4","2026-02-11T21:19:46",{"id":211,"version":212,"summary_zh":213,"released_at":214},99658,"v2.0.3","## What's Changed\r\n* App order and number_of_batches to log context by @pingsutw in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6894\r\n* Fix RayJob submitter pod affinity to use default config by @pingsutw in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6897\r\n* V2 - auth and project service crate updates by @wild-endeavor in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6907\r\n* feat(workflow): add ActionsService proto for action state APIs by @SVilgelm in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6899\r\n* [Protio] Watch group add run phases avg time delta in response by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6889\r\n\r\n## New Contributors\r\n* @SVilgelm made their first contribution in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6899\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcompare\u002Fv2.0.2...v2.0.3","2026-02-11T20:44:50",{"id":216,"version":217,"summary_zh":218,"released_at":219},99659,"v2.0.2","## What's Changed\r\n* Build SubmitterPodTemplate with default toleration and disable EnableServiceLinks by @pingsutw in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6892\r\n* Stable sort ImagePullSecrets to avoid spec change errors by @EngHabu in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6886\r\n* Typed interface migrate by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6721\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcompare\u002Fv2.0.1...v2.0.2","2026-02-04T22:58:48",{"id":221,"version":222,"summary_zh":223,"released_at":224},99660,"v2.0.1","## What's Changed\r\n* [Run Service] Refactor runservice by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6810\r\n* [Proto] add error counts for task group proto by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6808\r\n* Mirgate Copilot by @BarryWu0812 in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6804\r\n* Add task service by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6813\r\n* [Test] Add Task service api test structure and for DeployTask by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6823\r\n* Fix: Add timestamps to task creation by @yuhuan130 in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6825\r\n* [Executor] Update taskaction cr by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6826\r\n* Support executor by @pvditt in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6792\r\n* Add test for TaskService.ListVersions and test script by @kevinliao852 in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6833\r\n* [Test] Task service api test fix review by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6830\r\n* [v2] Refactor: Define all mockery in .mockery.yaml by @majiayu000 in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6829\r\n* test: add API test for ListTasks endpoint by @lowc1012 in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6842\r\n* [Fix] Ignore cargo lock by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6844\r\n* [Feat][v2] Add data proxy by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6851\r\n* apply mockery in queue_service_test by @WangWang0226 in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6859\r\n* [V2] Dataproxy add gateway by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6866\r\n* Add test script for GetTaskDetails by @aniket2405 in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6841\r\n* [Proto] Task group add phase counts by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6862\r\n* [V2][Fix] pin openapiv2 version to prevent panic by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6870\r\n* [V2][Proto] include run id info to watch group recent phases response by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6871\r\n* Add auth and identity proto by @pingsutw in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6850\r\n* Add connector plugin by @pingsutw in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6861\r\n* Always set enableServiceLinks to false by @pingsutw in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6884\r\n* Add endpoint to translate raw json to inputs by @ursucarina in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6878\r\n\r\n## New Contributors\r\n* @BarryWu0812 made their first contribution in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6804\r\n* @yuhuan130 made their first contribution in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6825\r\n* @kevinliao852 made their first contribution in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6833\r\n* @majiayu000 made their first contribution in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6829\r\n* @aniket2405 made their first contribution in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6841\r\n* @ursucarina made their first contribution in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6878\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcompare\u002Fv2.0.0...v2.0.1","2026-02-02T20:03:25",{"id":226,"version":227,"summary_zh":228,"released_at":229},99661,"flytectl\u002Fv0.9.8","## Changelog\n* 4399ba89d chore: Remove print that breaks json output (#6872)\n\n","2026-01-26T23:11:18",{"id":231,"version":232,"summary_zh":233,"released_at":234},99662,"flytectl\u002Fv0.9.7","## Changelog\n\n","2026-01-21T20:17:24",{"id":236,"version":237,"summary_zh":233,"released_at":238},99663,"flytectl\u002Fv0.9.6","2026-01-20T22:06:59",{"id":240,"version":241,"summary_zh":242,"released_at":243},99664,"v2.0.0","This is the first release of the Flyte v2 IDL.","2025-12-22T21:20:52",{"id":245,"version":246,"summary_zh":247,"released_at":248},99665,"v2.0.0-alpha16","## What's Changed\r\n* [Proto] Add latest run to list task response by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6761\r\n* fix proto by @popojk in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6685\r\n* Copy v2 plugins by @pvditt in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6718\r\n* [Proto] add short name to watch group task group response by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6781\r\n* build: downgrade otel by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6787\r\n* flyteidl crate remove extension module by @wild-endeavor in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6789\r\n* add CODEOWNERS by @EngHabu in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6794\r\n* Add queue dockerfile by @WangWang0226 in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6767\r\n* Store run source in ActionMetadata by @iaroslav-ciupin in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6793\r\n* Move the connector proto to the connector folder by @pingsutw in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6797\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcompare\u002Fv2.0.0-alpha15...v2.0.0-alpha16","2025-12-11T21:51:36",{"id":250,"version":251,"summary_zh":252,"released_at":253},99666,"v1.16.3","# Flyte 1.16.3\n\n## Added\n\n- Add start- and end-time log link template vars to Ray plugin ([#6751](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6751))\n- Add metric to track how long nodes are stuck blocked by max parallelism being reached ([#6737](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6737))\n\n## Changed\n\n- Update Flyte to Go 1.24 ([#6603](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6603))\n\n## Fixed\n\n- Upstream array node fixes + update mockery ([#6763](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6763))\n- Handle etcd request too large error ([#6752](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6752))\n- Immediately fail if plugin.BuildResource fails instead of retrying until system retry budget is exhausted ([#6740](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6740))\n- Avoid merging pod template twice if template container name matches task container name ([#6733](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6733))\n\n## Dependencies \u002F Security\n\n- Update x\u002Fcrypto to v0.45.0 to fix security warnings ([#6774](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6774))\n- Bump golang.org\u002Fx\u002Fcrypto from 0.36.0 to 0.45.0 in \u002Fdatacatalog ([#6764](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6764))\n- Bump golang.org\u002Fx\u002Fcrypto from 0.36.0 to 0.45.0 in \u002Fflyteadmin ([#6770](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6770))\n- Pin neoeinstein-prost to v0.4.0 ([#6773](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6773))\n- Bump stow to latest ([#6741](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6741))\n\n## Housekeeping\n\n- Update Flyte Components ([#8e488c4b6](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcommit\u002F8e488c4b6))\n- Update docs version ([#424d7775f](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcommit\u002F424d7775f))\n\n## Contributors\n\nThanks to all the contributors who made this release possible: @fg91 ([#6733](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6733), [#6740](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6740), [#6751](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6751)), @Sovietaced ([#6603](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6603), [#6773](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6773), [#6774](https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6774)).\n\nFull Changelog: https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcompare\u002Fv1.16.2...v1.16.3\n","2025-12-02T22:18:28",{"id":255,"version":256,"summary_zh":257,"released_at":258},99667,"v2.0.0-alpha15","## What's Changed\r\n* Nary\u002Fwatch groups by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6712\r\n* Mild cleanup and compilation fix by @Sovietaced in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6732\r\n* [Fix] Downgrade otel to 1.37 by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6729\r\n* Generate mocks for app package by @iaroslav-ciupin in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6734\r\n* Add list runs proto fields by @popojk in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6709\r\n* [Proto] add created_by to task group by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6736\r\n* [Proto] Change created by to repeat EnrichedIdentity by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6739\r\n* fix(runs\u002Fdocker): enable CGO for go-sqlite3 and include gen\u002Fgo in bui… by @WangWang0226 in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6730\r\n* Add description field in task and trigger protos by @popojk in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6722\r\n* [Proto] Watch group add known sort fields by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6760\r\n* [Proto] Move action phase from workflow to common proto by @machichima in https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fpull\u002F6765\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fflyteorg\u002Fflyte\u002Fcompare\u002Fv2.0.0-alpha14...v2.0.0-alpha15","2025-12-02T00:13:08"]