Project-MONAI / Project-MONAI/model-zoo

Create a template bundle with all features tensorboard, mlflow, dice per label

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#698 3 comments 1 reaction 2 assignees View on GitHub

@KumoLiu is already working on this.

Since Jun 27, 2025.

enhancement
Dominant language
Python
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338
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106
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Description

Is your feature request related to a problem? Please describe.
Bundles is very powerful and have lots of features but user need to collect pieces of code from different tutorials
It would be nice to have 1 bundle showing all features below

  • mlflow --> with flag to disable it if user doesn't need it
  • tensorbaord --> with flag to disable it if user doesn't need it
  • create different folder for each experiment to same the checkpoint model
  • copy json files used into the experiments folder

Describe the solution you'd like

As for the structure we should have

  • Have training.json with main training configs including
  • Have hypterparamter.json to override hyper parameters
  • infer.json to run inference, should also use hyperparamter to get parameters as resolution, intensity range, model dir

this setup should allow user to run multiple experiments just by changing the hyper paramter

Describe alternatives you've considered
I came close to creating this myself but it was lots of trial and error. bundles should provide it all out of the box

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