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@NickGeneva NickGeneva released this 23 Jul 23:25
v0.7.0
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Modulus (core) general release v0.7.0

Added

  • Code logging for CorrDiff via Wandb.
  • Augmentation pipeline for CorrDiff.
  • Regression output as additional conditioning for CorrDiff.
  • Learnable positional embedding for CorrDiff.
  • Support for patch-based CorrDiff training and generation (stochastic sampling only)
  • Enable CorrDiff multi-gpu generation
  • Diffusion model for fluid data super-resolution (CMU contribution).
  • The Virtual Foundry GraphNet.
  • A synthetic dataloader for global weather prediction models, demonstrated on GraphCast.
  • Sorted Empirical CDF CRPS algorithm
  • Support for history, cos zenith, and downscaling/upscaling in the ERA5 HDF5 dataloader.
  • An example showing how to train a "tensor-parallel" version of GraphCast on a
    Shallow-Water-Equation example.
  • 3D UNet
  • AeroGraphNet example of training of MeshGraphNet on Ahmed body and DrivAerNet datasets.
  • Warp SDF routine
  • DLWP HEALPix model
  • Pangu Weather model
  • Fengwu model
  • SwinRNN model
  • Modulated AFNO model

Changed

  • Raise ModulusUndefinedGroupError when querying undefined process groups
  • Changed Indexing error in examples/cfd/swe_nonlinear_pino for modulus loss function
  • Safeguarding against uninitialized usage of DistributedManager

Removed

  • Remove mlflow from deployment image

Fixed

  • Fixed bug in the partitioning logic for distributing graph structures
    intended for distributed message-passing.
  • Fixed bugs for corrdiff diffusion training of EDMv1 and EDMv2

Dependencies

  • Update DALI to CUDA 12 compatible version.
  • Update minimum python version to 3.10
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