Top

noxer.gm module

Sub-modules

noxer.gm.acgan

Implementation of ACGAN, based on https://github.com/znxlwm/pytorch-generative-model-collections.

noxer.gm.base

Interfaces and general functionality for generative models, such as a score function.

noxer.gm.gan

This brings together a number of models implementing GAN.

noxer.gm.metrics

Evaluation metrics for quality of outputs of generative models.

noxer.gm.sgm

Sequential generator model - sample the outputs vector iteratively entry by entry.

For an output vector of size n, n models are trained. First model learns the distribution of first entry in output vector. Second model learns the distribution of second entry, conditioned on first one. Thirs model l...

noxer.gm.vae

This script demonstrates how to build a variational autoencoder with Keras.

Reference: "Auto-Encoding Variational Bayes" https://arxiv.org/abs/1312.6114

noxer.gm.wass_keras

Implementation of Wasserstein discriminator as in https://arxiv.org/pdf/1701.07875.pdf and related publications.

This implementation is Keras based.