synthetic_data

Implements synthetic data generation using PSVAE model from https://arxiv.org/abs/2407.13016.

Building

Prerequisites

Rust (https://www.rust-lang.org)

Windows/Linux

1. Download PyTorch: https://pytorch.org/get-started/locally

macOS (Arm)

1. Download PyTorch using pip/conda: https://pytorch.org/get-started/locally

Set LIBTORCH=<pytorch folder> environment variable.

Build

Run cargo build --release. The library is generated in /target/release/ directory.

Citation

@misc{highquality_tabular_datagen_2024,
      title={High-Quality Tabular Data Generation using Post-Selected VAE}, 
      author={Volodymyr Shulakov},
      year={2024},
      eprint={2407.13016},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2407.13016}, 
}