vaes
Reproducible code showing the various types of variational autoencoders I have implemented
Science Score: 67.0%
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✓CITATION.cff file
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Found 1 DOI reference(s) in README -
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Links to: arxiv.org -
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○Scientific vocabulary similarity
Low similarity (8.3%) to scientific vocabulary
Keywords
Repository
Reproducible code showing the various types of variational autoencoders I have implemented
Basic Info
Statistics
- Stars: 3
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 0
Topics
Metadata Files
README.md
VAEs
Jax | Flux | PyTorch
A collection of Variational AutoEncoders (VAEs) I have implemented in jax/flax, flux and pytorch with particular effort put into readability and reproducibility.
Python
Requirements For Jax
- Python >= 3.8
- jax
Installation
$ git clone https://github.com/BeeGass/Readable-VAEs.git
Usage
$ cd Readable-VAEs/vae-jax
$ python main.py
Requirements For PyTorch
- PyTorch >= 1.10
Usage
$ cd Readable-VAEs/vae-pytorch
$ python main.py
Julia
Requirements For Flux
- TODO
- TODO
Usage
``` $ cd Readable-VAEs/vae-flux $ # TBA
```
Config File Template
yaml
TBA
Weights And Biases Integration
TBA
Results
| Model | PyTorch | Jax/Flax | Flux | Config | Paper | Reconstruction | Samples | |:--------------- |:--------:|:---------:|:-------:|:-------:|:-------------------------------------------------- |:--------------:|:-------:| | VAE | ☑ | ☐ | ☐ | ☐ | Link | TBA | TBA | | Beta-VAE | ☐ | ☐ | ☐ | ☐ | Link | TBA | TBA | | Conditional VAE | ☐ | ☐ | ☐ | ☐ | Link | TBA | TBA | | VQ-VAE-2 | ☐ | ☐ | ☐ | ☐ | Link | TBA | TBA |
Citation
bib
@software{Gass_Readable-VAEs_2021,
author = {Gass, B.A., Gass, B.A.},
doi = {10.5281/zenodo.1234},
month = {12},
title = {{Readable-VAEs}},
url = {https://github.com/BeeGass/Readable-VAEs},
version = {1.0.0},
year = {2021}
}
Owner
- Name: Bryan
- Login: BeeGass
- Kind: user
- Location: Cambridge, MA
- Company: @USArmyResearchLab
- Website: onlygass.dev
- Twitter: BeeAGass
- Repositories: 14
- Profile: https://github.com/BeeGass
Research Engineer interested in SSMs
Citation (CITATION.cff)
cff-version: 1.2.0 message: "If you use this software, please cite it as below." authors: - family-names: "Gass, B.A." given-names: "Gass, B.A." orcid: "https://orcid.org/0000-0000-0000-0000" title: "Readable-VAEs" version: 1.0.0 doi: 10.5281/zenodo.1234 date-released: 2021-12-06 url: "https://github.com/BeeGass/Readable-VAEs"
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- Watch event: 1
Committers
Last synced: over 1 year ago
Top Committers
| Name | Commits | |
|---|---|---|
| Bryan | 4****s | 35 |
| Bryan Gass | b****3@l****m | 13 |
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