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From local functions to cloud deployed pipelines

Home Page: https://stoney95.github.io/pypely/

License: GNU General Public License v3.0

Python 94.85% HTML 5.15%
functional-programming pipeline pipe readability testability data data-centric mlops

pypely's People

Contributors

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pypely's Issues

Compare `pypely` to other libraries

Is your feature request related to a problem? Please describe.
I want to know how pypely compares to other libraries. What advantages or disadvantages does pypely have compared to these libraries

Describe the solution you'd like
I would like to know where to place pypely compared to:

Parallelize `fork`

Context

The package is providing the fork function. This function takes multiple functions and forwards the intermediate result to every of these functions. By this multiple independet branches are created that all consume the result of the previous pipeline step.

Description

Currently the fork function is executing the branches sequentially. It would be nice to have a version that is parallelizing these steps.

Hints

  • A new module should provide a parallel version of fork. The new function should be imported by from pypely.parallel import parallel_fork
  • It needs to guaranteed that the order of the result is kept. The order the functions are given in needs to reflect the order of their outputs.
  • Take care about variable references. It might be reasonable to create a copy of the intermediate result.

Add validate function

It would be greate if a pipeline could be validated. A function for this should be added. This function should check if output and input of consecutive functions match.

Add visualize function

This function should visualize a pipeline. Visualization could be in form of ascii art or a browser visualization.

Add Badges to ReadMe

Shields.io badges visualise metadata of the project in the beginning of the ReadMe

Badges should be added for:

  • test coverage
  • top language
  • lisence
  • issues

If you have any ideas which badges might be interesting please feel free to add them

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