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[Flux] Port Flux Core Model #1864

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@DavidLandup0 DavidLandup0 commented Sep 23, 2024

This PR ports the core model into a Keras model and includes a weight conversion script.
VAE and rest of the pipeline would make sense in a separate PR.

Each layer is numerically compared against the original PyTorch implementation here: https://colab.research.google.com/drive/1TUI2outgEXA1-dczw4SU8i6z_7oj4CGu?usp=sharing

Modules included:

  • Maths module
    • Timestep embedding
    • RoPE
    • Attention
    • Scaled dot product attention re-implementation in Keras (to match the PyTorch one)
  • Layers module
    • MLPEmbedder
    • RMSNorm
    • QKNorm
    • SelfAttention
    • Modulation
    • DoubleStreamBlock
    • SingleStreamBlock
    • LastLayer

@sachinprasadhs sachinprasadhs marked this pull request as draft September 23, 2024 16:51
@DavidLandup0 DavidLandup0 changed the title [Flux] Port Flux Model and Pipeline [Flux] Port Flux Core Model Oct 2, 2024
@DavidLandup0 DavidLandup0 marked this pull request as ready for review October 3, 2024 12:10
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