Synthcity v0.2.1 Release Notes

Changelog:

• New tutorial for Time-Series(#128). Thank you @VHolstein !
• Docs improvements(#131 and #134). Thanks @pravsels !
• kwargs bugfixing(#122). Thanks @gsel9 !
• Bugfixing(#118)
• Beta image generation support(#135)

Image support Description

• Add image dataloader, with the ability to resize the images internally to predefined shapes.
• Extend the core plugin for non-tabular inputs
• Add ConvNet classifier support, with some predefined architectures.
• Add Generator and Discriminators with predefined architectures for various image input sizes.
• Add Image GAN support on top of the Generators and Discriminators.
• Add Conditional GAN support for the Generators and Discriminators
• New metrics: FID score
• Adapt the detection and performance metrics for images
• Add Image Conditional GAN plugin
• Add Image AdsGAN plugin
• Add tutorial on top of MedMNIST
• Update docs and README

Synthcity v0.1.9 Release Notes

Changelog:

• Add random_state parameter to the generate API
• Serialization: create destination folder if it is missing.

Synthcity v0.1.8 Release Notes

Changelog:

• Drop dython dependency.
• Update docs

Synthcity v0.1.7 Release Notes

Changelog:

• Cleanup depends: drop RDT and DeepEcho.
• drop diffprivlib

Synthcity v0.1.6 Release Notes

Changelog:

• Python 3.10 support
• RDT 1.3 support
• Optuna 3.1 support
• Add citation links
• Improve docs

Synthcity v0.1.5 Release Notes

Changelog:

• Constraints bugfixing for categoricals
• Update docs

Synthcity v0.1.4 Release Notes

Changelog:

• DECAF API bugfixing: better support for the biased_edges parameter.
• Encode datetime features accordingly.

Synthcity v0.1.3 Release Notes

Changelog:

• Survival conditionals improvements
• More tests
• Update docs

Synthcity v0.1.2 Release Notes

Changelog:

• Drop ctgan and copulas dependencies
• Update docs

Synthcity v0.1.1 Release Notes

Changelog

• Rename temporal_horizons -> observation_times
• Move privacy plugins to a separate folder.
• TimeSeriesTabularAutoEncoder -> rename to VAE as appropriate. (AE is different from VAE)
• Remove two sdv plugins in the release (sdv_ctgan, sdv_tvae)
• Use Static and TimeSeries survival
• Docs: data loaders as a section (Tutorial, Data Loader, Generators, Metrics, ...)
• Docs improvements
• Document network architecture -- add reference for each mode supported in ts_model.py (same for tabular data).
• PBC_dataloader fixes