accelerated-container-image

accelerated-container-image

基于块设备的开源容器镜像加速技术

Accelerated Container Image 是一个基于 overlaybd 技术的开源容器镜像加速项目。它通过块设备实现按需获取镜像数据,支持容器即时冷启动。该项目具有高性能、高可靠性、可写层支持和多文件系统兼容等特点。核心组件包括 overlaybd 后端存储、containerd 快照插件和镜像转换工具。这一技术已在阿里巴巴和阿里云得到广泛应用,为容器运行提供了全面的加速解决方案。

Accelerated Container Image容器加速镜像服务overlaybd容器技术Github开源项目

Accelerated Container Image

logo

Accelerated Container Image is an open-source implementation of paper "DADI: Block-Level Image Service for Agile and Elastic Application Deployment. USENIX ATC'20".

DADI (Data Accelerator for Disaggregated Infrastructure) is a solution for container acceleration including remote image and other features which has been widely used in Alibaba and Alibaba Cloud. By now, it has been already integrated by Alibaba Cloud Registry (ACR), and Alibaba serverless services (FC FaaSNet. USENIX ATC'21 / SAE / ECI, etc) which enter the Forrester leader quadrant.

At the heart of the acceleration is overlaybd, which is a new remote image format based on block device. Overlaybd backstore provides a merged view of a sequence of block-based layers in userspace and outputs as a virtual blocks device through TCMU. It can be used for container acceleration by supporting fetching image data on-demand without downloading and unpacking the whole image before a container running. With overlaybd image format, we can cold start a container instantly.

The key features are:

  • High Performance

    It's a block-device-based storage of OCI image, which has much lower complexity than filesystem-based implementations. For example, cross-layer hardlink and non-copy commands like chown are very complex for filesystem-based image without copying up, but is natively supported by overlaybd. Overlaybd outperforms filesystem-based solutions in performance. Evaluation data is stated in DADI paper.

  • High Reliability

    Overlaybd outputs virtual block devices through TCMU, which is widely used and supported in most operation systems. Overlaybd backstore can recover from failures or crashes, which is difficult for FUSE-based image formats.

  • Native Support for Writable

    Overlaybd can be used as writable/container layer. It can be used as container layer for runtime instead of overlayfs upper layer, or used to build overlaybd images.

  • Multiple File System Supported

    Overlaybd outputs virtual block devices, which is supported to be formatted by multiple file system. It's convenient for user to choose ideal file system.

Accelerated Container Image is a non-core sub-project of containerd.

Components

  • overlaybd - Native

    Overlaybd provides a merged view of block-based layer sequence as an virtual block device in user space.

  • overlaybd-snapshotter

    It is a containerd snapshotter plugin for overlaybd image. This snapshotter is compatible for OCI image, as well as overlayfs snapshotter.

  • embedded image-convertor

    We provide a modified CLI tool(ctr) to facilitate image pull, and custom conversion from traditional OCI tarball format to overlaybd format.

    The convertor supports layer deduplication, which prevents duplication of layer conversion for every image conversion.

  • standalone userspace image-convertor

    Standalone userspace image-convertor has similar functionality to embedded image-convertor but runs in the userspace. It does not require root privilege and dependence on tcmu, configfs, snapshotter, or even on containerd. which makes it much more convenient to run in a container.

    What's more, standalone userspace image-convertor is faster than embedded image-convertor when used with our customized libext2fs. See USERSPACE_CONVERTOR for more details.

  • buildkit for overlaybd (Experimental)

    It is a customized buildkit for overlaybd images. It fetches the data of base images on demand without pulling whole data and uses overlaybd writable layer to build new layers.

  • overlaybd - turboOCIv1

    It is an overlaybd-based remote image format which enables the original OCI image to be a remote one without conversion. It is similar to SOCI, but provides block device interface, which has advantages than FUSE-based formats in performance and stability.

Docker Image

The Dockerfile is supplied to build the image of the overlaybd convertor. You can build the docker image by yourself as follows:

docker build -f Dockerfile -t overlaybd-convertor .

Then run the overlaybd convertor image (see QUICKSTART for more details):

docker run overlaybd-convertor -r registry.hub.docker.com/library/redis -i 6.2.1 -o 6.2.1_obd_new

Getting Started

  • QUICKSTART helps quickly run an overlaybd image including basic usage.

  • See how to setup overlaybd backstore at README.

  • See how to build snaphshotter and ctr plugin components at BUILDING.

  • After build or install, see our EXAMPLES about how to run an accelerated container. see EXAMPLES_CRI if you run containers by k8s/cri.

  • See the PERFORMANCE test about the acceleration.

  • Enable 'record-trace' function can achieve higher performance for the entrypoint that needs to read amount of data at container startup. See ENABLE_TRACE.

  • See how to convert OCI image into overlaybd with specified file system at MULTI_FS_SUPPORT.

  • See how to use layer deduplication for image conversion at IMAGE_CONVERTOR.

  • See how to use overlaybd writable layer at WRITABLE.

  • See how to use Prometheus to monitor metrics like latency/error count of snapshotter GRPC APIs at PROMETHEUS.

  • See how to use TurboOCIv1 at TurboOCIv1.

  • Welcome to contribute! CONTRIBUTING

Release Version Support

There will be an annotation containerd.io/snapshot/overlaybd/version in the manifest of the converted image to specify the format version, following is the overlaybd release version required by them.

  • 0.1.0: for now, all release versions of overlaybd support this.

  • 0.1.0-turbo.ociv1: overlaybd >= v0.6.10

Overview

With OCI image spec, an image layer blob is saved as a tarball on the registry, describing the changeset based on it's previous layer. However, tarball is not designed to be seekable and random access is not supported. Complete downloading of all blobs is always necessary before bringing up a container.

An overlaybd blob is a collection of modified data blocks under the filesystem and corresponding to the files added, modified or deleted by the layer. The overlaybd backstore is used to provide the merged view of layers and provides a virtual block device. Filesystem is mounted on top of the device and an overlaybd blob can be accessed randomly and supports on-demond reading natively.

image data flow

The raw data of block differences, together with an index to the raw data, constitute the overlaybd blob. When attaching and mounting an overlaybd device, only indexes of each layer are loaded from remote, and stored in memory. For data reading, overlaybd performs a range lookup in the index to find out where in the blob to read and then performs a remote fetching. That blob is in Zfile format.

Zfile is a new compression file format to support seekable decompression, which can reduce storage and transmission costs. And also the checksum information to protect against data corruptions for on-demand reading is stored in Zfile. In order to be compatible with existing registries and container engines, Zfile is wrapped by a tar file, which has only one Zfile inside.

io-path

Overlaybd connects with applications through a filesystem mounted on an virtual block device. Overlaybd is agnostic to the choice of filesystem so users can select one that best fits their needs. I/O requests go from applications to a regular filesystem such as ext4. From there they go to the loopback device (through TCM_loopback) and then to the user space overlaybd backstore (through TCMU). Backend read operations are always on layer files. Some of the layer files may have already been downloaded, so these reads would hit local filesystem. Other reads will be directed to registry, or hit the registry cache. Write and trim operations are handled by overlaybd backstore which writes the data and index files of the writable layer to the local file system. For more details, see the paper.

Communication

For async communication and long running discussions please use issues and pull requests on the github repo. This will be the best place to discuss design and implementation.

For sync communication catch us in the #overlaybd slack channels on Cloud Native Computing Foundation's (CNCF) slack - cloud-native.slack.com. Everyone is welcome to join and chat. Get Invite to CNCF slack.

Licenses

Accelerated Container Image is released under the Apache License, Version 2.0.

编辑推荐精选

TRAE编程

TRAE编程

AI辅助编程,代码自动修复

Trae是一种自适应的集成开发环境(IDE),通过自动化和多元协作改变开发流程。利用Trae,团队能够更快速、精确地编写和部署代码,从而提高编程效率和项目交付速度。Trae具备上下文感知和代码自动完成功能,是提升开发效率的理想工具。

热门AI工具生产力协作转型TraeAI IDE
蛙蛙写作

蛙蛙写作

AI小说写作助手,一站式润色、改写、扩写

蛙蛙写作—国内先进的AI写作平台,涵盖小说、学术、社交媒体等多场景。提供续写、改写、润色等功能,助力创作者高效优化写作流程。界面简洁,功能全面,适合各类写作者提升内容品质和工作效率。

AI助手AI工具AI写作工具AI辅助写作蛙蛙写作学术助手办公助手营销助手
问小白

问小白

全能AI智能助手,随时解答生活与工作的多样问题

问小白,由元石科技研发的AI智能助手,快速准确地解答各种生活和工作问题,包括但不限于搜索、规划和社交互动,帮助用户在日常生活中提高效率,轻松管理个人事务。

聊天机器人AI助手热门AI工具AI对话
Transly

Transly

实时语音翻译/同声传译工具

Transly是一个多场景的AI大语言模型驱动的同声传译、专业翻译助手,它拥有超精准的音频识别翻译能力,几乎零延迟的使用体验和支持多国语言可以让你带它走遍全球,无论你是留学生、商务人士、韩剧美剧爱好者,还是出国游玩、多国会议、跨国追星等等,都可以满足你所有需要同传的场景需求,线上线下通用,扫除语言障碍,让全世界的语言交流不再有国界。

讯飞智文

讯飞智文

一键生成PPT和Word,让学习生活更轻松

讯飞智文是一个利用 AI 技术的项目,能够帮助用户生成 PPT 以及各类文档。无论是商业领域的市场分析报告、年度目标制定,还是学生群体的职业生涯规划、实习避坑指南,亦或是活动策划、旅游攻略等内容,它都能提供支持,帮助用户精准表达,轻松呈现各种信息。

热门AI工具AI办公办公工具讯飞智文AI在线生成PPTAI撰写助手多语种文档生成AI自动配图
讯飞星火

讯飞星火

深度推理能力全新升级,全面对标OpenAI o1

科大讯飞的星火大模型,支持语言理解、知识问答和文本创作等多功能,适用于多种文件和业务场景,提升办公和日常生活的效率。讯飞星火是一个提供丰富智能服务的平台,涵盖科技资讯、图像创作、写作辅助、编程解答、科研文献解读等功能,能为不同需求的用户提供便捷高效的帮助,助力用户轻松获取信息、解决问题,满足多样化使用场景。

模型训练热门AI工具内容创作智能问答AI开发讯飞星火大模型多语种支持智慧生活
Spark-TTS

Spark-TTS

一种基于大语言模型的高效单流解耦语音令牌文本到语音合成模型

Spark-TTS 是一个基于 PyTorch 的开源文本到语音合成项目,由多个知名机构联合参与。该项目提供了高效的 LLM(大语言模型)驱动的语音合成方案,支持语音克隆和语音创建功能,可通过命令行界面(CLI)和 Web UI 两种方式使用。用户可以根据需求调整语音的性别、音高、速度等参数,生成高质量的语音。该项目适用于多种场景,如有声读物制作、智能语音助手开发等。

咔片PPT

咔片PPT

AI助力,做PPT更简单!

咔片是一款轻量化在线演示设计工具,借助 AI 技术,实现从内容生成到智能设计的一站式 PPT 制作服务。支持多种文档格式导入生成 PPT,提供海量模板、智能美化、素材替换等功能,适用于销售、教师、学生等各类人群,能高效制作出高品质 PPT,满足不同场景演示需求。

讯飞绘文

讯飞绘文

选题、配图、成文,一站式创作,让内容运营更高效

讯飞绘文,一个AI集成平台,支持写作、选题、配图、排版和发布。高效生成适用于各类媒体的定制内容,加速品牌传播,提升内容营销效果。

AI助手热门AI工具AI创作AI辅助写作讯飞绘文内容运营个性化文章多平台分发
材料星

材料星

专业的AI公文写作平台,公文写作神器

AI 材料星,专业的 AI 公文写作辅助平台,为体制内工作人员提供高效的公文写作解决方案。拥有海量公文文库、9 大核心 AI 功能,支持 30 + 文稿类型生成,助力快速完成领导讲话、工作总结、述职报告等材料,提升办公效率,是体制打工人的得力写作神器。

下拉加载更多