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超级方便的轻量级Python流水线工具，还有漂亮的可视化界面！


Mara-pipelines 是一个轻量级的数据转换框架，具有透明和低复杂性的特点。其他特点如下：

  • 基于非常简单的Python代码就能完成流水线开发。

  • 使用 PostgreSQL 作为数据处理引擎。

  • 有Web界面可视化分析流水线执行过程。

  • 基于 Python 的 multiprocessing 单机流水线执行。不需要分布式任务队列。轻松调试和输出日志。

  • 基于成本的优先队列：首先运行具有较高成本（基于记录的运行时间）的节点。

此外，在Mara-pipelines的Web界面中，你不仅可以查看和管理流水线及其任务节点，你还可以直接触发这些流水线和节点，非常好用：

超级方便的轻量级Python流水线工具，还有漂亮的可视化界面！


1.安装



由于使用了大量的依赖，Mara-pipelines 并不适用于 Windows，如果你需要在 Windows 上使用 Mara-pipelines，请使用 Docker 或者 Windows 下的 linux 子系统。

使用pip安装Mara-pipelines:


或者：


2.使用示例



这是一个基础的流水线演示，由三个相互依赖的节点组成，包括 任务1(ping_localhost), 子流水线(sub_pipeline), 任务2(sleep):


可以看到，Task包含了多个commands，这些 command s会用于真正地执行动作。


而 pipeline.add 的参数中，第一个参数是其节点，第二个参数是此节点的上游。如：



则表明必须执行完 ping_localhost 才会执行 sub_pipeline.

为了运行这个流水线，需要配置一个 PostgreSQL 数据库来存储运行时信息、运行输出和增量处理状态：


如果 PostgresSQL 正在运行并且账号密码正确，输出如下所示（创建了一个包含多个表的数据库）：


为了运行这个流水线，你需要：


超级方便的轻量级Python流水线工具，还有漂亮的可视化界面！


这将运行单个流水线节点及其 (sub_pipeline ) 所依赖的所有节点：


3.Web 界面



我认为 mara-pipelines 最有用的是他们提供了基于Flask管控流水线的Web界面。

对于每条流水线，他们都有一个页面显示：

  • 所有子节点的图以及它们之间的依赖关系

  • 流水线的总体运行时间图表以及过去 30 天内最昂贵的节点（可配置）

  • 所有流水线节点及其平均运行时间和由此产生的排队优先级的表

  • 流水线最后一次运行的输出和时间线

超级方便的轻量级Python流水线工具，还有漂亮的可视化界面！

对于每个任务，都有一个页面显示

  • 流水线中任务的上游和下游

  • 最近 30 天内任务的运行时间

  • 任务的所有命令

  • 任务最后运行的输出

超级方便的轻量级Python流水线工具，还有漂亮的可视化界面！

此外，流水线和任务可以直接从网页端调用运行，这是非常棒的特点：

超级方便的轻量级Python流水线工具，还有漂亮的可视化界面！


我们的文章到此就结束啦，如果你喜欢今天的Python 实战教程，请持续关注Python实用宝典。

左手Python，右手Java，升职就业不愁啦！


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51, 51)" data-darkmode-original-color-15860613985508="rgb(51, 51, 51)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(51, 51, 51)" data-darkmode-original-color-15870356070738="rgb(51, 51, 51)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(51, 51, 51)" data-darkmode-original-color-15870356071023="rgb(51, 51, 51)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(51, 51, 51)" data-darkmode-original-color-15882384789136="rgb(51, 51, 51)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" 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