Comments (2)
Currently the user doesn't have control over subsampling for VGM training, since it's hardcoded in https://github.com/DAI-Lab/CTGAN/blob/fd507166f132381bc62b60f6457028f5bcaa904c/ctgan/synthesizer.py#L114-L115
To clarify, the non-scalable piece is the BayesianGaussianMixture
, so I'm proposing to subsample the data there for training data transformation, but when we train the actual GAN we still use the full training data.
These hyperparameters seem related enough to be tracked together, but feel free to organize as you see fit!
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@kevinykuo I totally agree on exposing as many hyperparameters as possible, but I have some doubts about the subsampling, since this is something that could be easily done by the user outside of CTGAN.
Would you mind editing the issue title and description to make this one focus only on the GM Hyperparams, so we can start working on it right away, and opening another one to discuss the subsampling separately?
I can also do the edits myself, if you prefer. Let me know!
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Related Issues (20)
- TypeError while ctgan.fit() HOT 6
- Improve DataSampler efficiency
- ValueError: mismatch of shapes when sampling data for compas dataset HOT 2
- Return loss values as float values not PyTorch objects
- Transition from using setup.py to pyproject.toml to specify project metadata
- Remove bumpversion and use bump-my-version
- Switch to using ruff for Python linting and code formatting
- Add dependency checker
- Remove scikit-learn dependency
- CTGAN using deprecated 'sklearn' HOT 2
- Replace integration test that uses the iris demo data
- Add bandit workflow
- Feature Request: More verbose logging HOT 3
- Fix minimum version workflow when pointing to github branch
- Deployment requirements based on libtorch or ONNX HOT 4
- How to load this model directly to generate data after saving it HOT 4
- Cleanup automated PR workflows
- Remove FutureWarning: Setting an item of incompatible dtype is deprecated
- Only run unit and integration tests on oldest and latest python versions for macos
- [HELP] CTGAN has Reproducibility? HOT 8
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