pachyderm

pachyderm

自动化数据处理与版本控制平台

Pachyderm是一个开源的数据工程平台,提供自动化的数据处理流水线和版本控制功能。该平台支持复杂的数据转换,并具备数据血缘跟踪能力。基于Kubernetes构建,Pachyderm实现了自动扩展和并行处理,可部署在主流云平台和本地环境。它为数据工程团队提供了一个高效的CI/CD引擎,适用于各类数据处理场景。

Pachyderm数据管道数据版本控制数据血统KubernetesGithub开源项目
<p align="center"> <img src='./Pachyderm_Icon-01.svg' height='225' title='Pachyderm'> </p>

GitHub release GitHub license GoDoc Go Report Card Slack Status CLA assistant

Pachyderm – Automate data transformations with data versioning and lineage

Pachyderm is cost-effective at scale, enabling data engineering teams to automate complex pipelines with sophisticated data transformations across any type of data. Our unique approach provides parallelized processing of multi-stage, language-agnostic pipelines with data versioning and data lineage tracking. Pachyderm delivers the ultimate CI/CD engine for data.

Features

  • Data-driven pipelines automatically trigger based on detecting data changes.
  • Immutable data lineage with data versioning of any data type.
  • Autoscaling and parallel processing built on Kubernetes for resource orchestration.
  • Uses standard object stores for data storage with automatic deduplication.
  • Runs across all major cloud providers and on-premises installations.

Getting Started

To start deploying your end-to-end version-controlled data pipelines, run Pachyderm locally or you can also deploy on AWS/GCE/Azure in about 5 minutes.

You can also refer to our complete documentation to see tutorials, check out example projects, and learn about advanced features of Pachyderm.

If you'd like to see some examples and learn about core use cases for Pachyderm:

Documentation

Official Documentation

Community

Keep up to date and get Pachyderm support via:

  • Twitter Follow us on Twitter.
  • Slack Status Join our community Slack Channel to get help from the Pachyderm team and other users.

Contributing

To get started, sign the Contributor License Agreement.

You should also check out our contributing guide.

Send us PRs, we would love to see what you do! You can also check our GH issues for things labeled "help-wanted" as a good place to start. We're sometimes bad about keeping that label up-to-date, so if you don't see any, just let us know.

Usage Metrics

Pachyderm automatically reports anonymized usage metrics. These metrics help us understand how people are using Pachyderm and make it better. They can be disabled by setting the env variable METRICS to false in the pachd container.

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