implememt cli
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34
run.py
34
run.py
@@ -1,38 +1,12 @@
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import torch
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from lightning import Trainer
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from ThermalSolver.module import GraphSolver
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from ThermalSolver.data_module import GraphDataModule
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from ThermalSolver.model.local_gno import GatingGNO
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from lightning.pytorch.cli import LightningCLI
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torch.set_float32_matmul_precision("medium")
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def main():
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trainer = Trainer(
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max_epochs=50, accelerator="cuda", devices=1, accumulate_grad_batches=3
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)
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data_module = GraphDataModule(
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hf_repo="SISSAmathLab/thermal-conduction",
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split_name="2000",
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train_size=0.8,
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val_size=0.1,
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test_size=0.1,
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batch_size=10,
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)
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data_module.prepare_data()
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data_module.setup("fit")
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model = GatingGNO(
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x_ch_node=1, f_ch_node=1, hidden=16, layers=2, edge_ch=3, out_ch=1
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)
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solver = GraphSolver(model, unrolling_steps=64)
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trainer.fit(
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solver,
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train_dataloaders=data_module.train_dataloader(),
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val_dataloaders=data_module.val_dataloader(),
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)
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data_module.setup("test")
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trainer.test(solver, dataloaders=data_module.test_dataloader())
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LightningCLI(subclass_mode_data=True, subclass_mode_model=True)
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if __name__ == "__main__":
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torch.set_float32_matmul_precision("medium")
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main()
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