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[FEAT] add code of PhysicsRegression model#136

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lkyu-ly wants to merge 3 commits intoPaddlePaddle:developfrom
lkyu-ly:feat/phye2e
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[FEAT] add code of PhysicsRegression model#136
lkyu-ly wants to merge 3 commits intoPaddlePaddle:developfrom
lkyu-ly:feat/phye2e

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@lkyu-ly lkyu-ly commented Apr 2, 2026

This example integrates the Paddle version of PhysicsRegression into PaddleCFD for the paper A Neural Symbolic Model for Space Physics.

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

Loss comparison of a training test on a rather small config than default:

image

froward diff:

logits_shape: (7, 10570)
torch_dtype: float32
paddle_dtype: float32
mean_abs_error: 5.4308799236e-07
max_abs_error: 5.7220458984e-06
mean_rel_error: 1.6366435602e-06
max_rel_error: 3.4902596381e-03

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2 participants