parti-pytorch VS soundstorm-pytorch

Compare parti-pytorch vs soundstorm-pytorch and see what are their differences.

parti-pytorch

Implementation of Parti, Google's pure attention-based text-to-image neural network, in Pytorch (by lucidrains)
Artificial intelligence attention-mechanism Deep Learning text-to-image Transformers
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soundstorm-pytorch

Implementation of SoundStorm, Efficient Parallel Audio Generation from Google Deepmind, in Pytorch (by lucidrains)
Artificial intelligence audio-generation Deep Learning non-autoregressive Transformers attention-mechanism
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parti-pytorch soundstorm-pytorch
2 1
508 1,123
- -
5.5 7.3
6 months ago 18 days ago
Python Python
MIT License MIT License
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parti-pytorch

Posts with mentions or reviews of parti-pytorch. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-06-22.
  • Google Parti open source implementation
    1 project | news.ycombinator.com | 27 Jun 2022
  • Pathways Autoregressive Text-to-Image Model (Parti)
    2 projects | news.ycombinator.com | 22 Jun 2022
    Give it a few days and lucidrains will have the code up[0].

    But in honesty, it is probably how people react. We saw this with Pulse, GPT, and many others. The authors are clear about the limitations but people talk it up too much and others shit on it. There's also a reproducibility crisis in ML (many famous networks, like Swin[1][2][3], can't be reproduced (even worse when reviewers concentrate on benchmarks)). It isn't like many can train a model like this anyways. It gives them benefit of the doubt and maintains good publicity rather than controversial.

    Of course, this is extremely bad from an academic perspective and personally I believe you should have your paper revoked if it isn't reproducible. You'd be surprised how many don't track the random seed or measure variance. We have GitHub. You should be able to write training options that get approximately the same results as the paper. Otherwise I don't trust your results.

    [0] https://github.com/lucidrains/parti-pytorch

    [1] https://github.com/microsoft/Swin-Transformer/issues/183

    [2] https://github.com/microsoft/Swin-Transformer/issues/180

    [3] https://github.com/microsoft/Swin-Transformer/issues/148

soundstorm-pytorch

Posts with mentions or reviews of soundstorm-pytorch. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-06-19.

What are some alternatives?

When comparing parti-pytorch and soundstorm-pytorch you can also consider the following projects:

Swin-Transformer - This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".

audio-diffusion-pytorch - Audio generation using diffusion models, in PyTorch.

parti-pytorch vs Swin-Transformer soundstorm-pytorch vs audio-diffusion-pytorch