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[FEAT] add Multiple Physics Pretraining (MPP) model#137

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lkyu-ly wants to merge 3 commits intoPaddlePaddle:developfrom
lkyu-ly:feat/mpp
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[FEAT] add Multiple Physics Pretraining (MPP) model#137
lkyu-ly wants to merge 3 commits intoPaddlePaddle:developfrom
lkyu-ly:feat/mpp

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@lkyu-ly lkyu-ly commented Apr 3, 2026

  • integrate AViT (Axial Vision Transformer) with MPP normalization into ppcfd.models
  • port all model architecture, custom optimizers (Adan, DAdapt), and data loaders from PaddlePaddle migration
  • add training, inference, and weight conversion scripts under examples/
  • support model variants Ti/S/B/L with PDEBench multi-physics datasets (SWE, NS, diffusion-reaction)

This example is able to run on both Nvidia GPU and Custom Device(using iluvatar for test). CINN is also supported.

forward precision:

max_abs_error: 7.8231096268e-07
mean_abs_error: 9.9473159783e-08
rmse: 1.3069938825e-07
max_rel_error: 4.3364424808e-03
mean_rel_error: 6.9402936241e-06

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