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karpathy/pytorch-normalizing-flows

Normalizing flows in PyTorch. Current intended use is education not production.

Jupyter Notebook

917

9 commits

updated Jan 27, 2020

See the code

README

pytorch-normalizing-flows

Implementions of normalizing flows (NICE, RealNVP, MAF, IAF, Neural Splines Flows, etc) in PyTorch.

Normalizing Flow fitting a 2D dataset

todos

  • TODO: make work on GPU
  • TODO: 2D -> ND: get (flat) using MNIST
  • TODO: ND -> images (multi-scale architectures, Glow nets, etc) on MNIST/CIFAR/ImageNet
  • TODO: more stable residual-like IAF-style updates (tried but didn't work too well)
  • TODO: parallel wavenet
  • TODO: radial/planar 2D flows from Rezende Mohamed 2015?

Contributors

karpathy

9 commits

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karpathy/pytorch-normalizing-flows

Normalizing flows in PyTorch. Current intended use is education not production.

Jupyter Notebook

917

9 commits

updated Jan 27, 2020

See the code

README

pytorch-normalizing-flows

Implementions of normalizing flows (NICE, RealNVP, MAF, IAF, Neural Splines Flows, etc) in PyTorch.

Normalizing Flow fitting a 2D dataset

todos

  • TODO: make work on GPU
  • TODO: 2D -> ND: get (flat) using MNIST
  • TODO: ND -> images (multi-scale architectures, Glow nets, etc) on MNIST/CIFAR/ImageNet
  • TODO: more stable residual-like IAF-style updates (tried but didn't work too well)
  • TODO: parallel wavenet
  • TODO: radial/planar 2D flows from Rezende Mohamed 2015?

Similar repos

karpathy/examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

140

same org

behnamasadi/PyTorchTutorial

1

prs-eth/marigold-normals

Space

This is a demo of Marigold, the state-of-the-art normals estimator for images in the wild.

27

ramu11/PyTorch_ML_Models

1

nunenuh/layoutlm.pytorch

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SHI-Labs/Smooth-Diffusion

Smooth Diffusion: Crafting Smooth Latent Spaces in Diffusion Models arXiv 2023 / CVPR 2024

355

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tutorial notebooks

392

snap-research/alphaflow

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Contributors

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96.7%

Python

3.3%