TFX - Abstraction between model and TFX

2023-08-26

Issues

  • When developing model using python script or notebook and want to integrate with TFX, I found that TFX template (taxi) is make developer hard to interchangeable between TFX training code and Python training code

    Goals

  • Make "Model to TFX" process easier for update
  • Make TFX training model script and Python/Jupyter notebook training script interchangeable

    Ideas

  • Design abstraction layer to separate between TFX area and Python Model area
  • Try to use dependency injection instead global variable import

Notes

  • However i didn't try this idea yet.