v0.2.2 - 2020-10-17

This version adds a rework of the the benchmark function and a few new synthetsizers.

New Features

• New CLI with run, make-leaderboard and make-summary commands
• Parallel execution via Dask or Multiprocessing
• Download datasets without executing the benchmark
• Support for python from 3.6 to 3.8

New Synthesizers

• sdv.tabular.CTGAN
• sdv.tabular.CopulaGAN
• sdv.tabular.GaussianCopulaOneHot
• sdv.tabular.GaussianCopulaCategorical
• sdv.tabular.GaussianCopulaCategoricalFuzzy

v0.2.1 - 2020-05-12

New updated leaderboard and minor improvements.

New Features

• Add parameters for PrivBNSynthesizer - Issue #37 by @csala

v0.2.0 - 2020-04-10

New Benchmark API and lots of improved documentation.

New Features

• The benchmark function now returns a complete leaderboard instead of only one score
• Class Synthesizers can be directly passed to the benchmark function

Bug Fixes

• One hot encoding errors in the Independent, VEEGAN and Medgan Synthesizers.
• Proper usage of the eval mode during sampling.
• Fix improperly configured datasets.

v0.1.0 - 2019-08-07

First release to PyPi

Research Version

Research version described in the Modeling Tabular data using Conditional GAN paper.