• This repository has been archived on 13/Feb/2021
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  • Language
    Python
  • License
    Apache License 2.0
  • Created about 5 years ago
  • Updated about 5 years ago

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Repository Details

kubeflow pipeline example for existing machine learning project

Example of kubeflow pipeline builder

Example Project

Demo project based uppon Tacotron-pytorch by @soobinseo

Modifications of original project.

  • ML code slitly midified, in order to make it working without issues and be more copatible with cuda (if present)
  • Few values of the hyperparametes moved out into pipeline parameters
  • Speech syntez moved out to webapp, but failing by itself (see Issue #6)
  • Sound transformation changed in regards of changed API of librosa

Build

# build with all possible options
./build.sh --owner="butuzov"
           --version=1.1
           --push
           --withtests
  • --owner options for docker hub user
  • --version to set a version of pipeline and docker images
  • --push push to docker registry
  • --withtests run simple tests on hosts enviropment with maped volumes and params. test for webapp should be terminated manually.