add experiments
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63
experiments/config_64.yaml
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63
experiments/config_64.yaml
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# lightning.pytorch==2.5.5
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seed_everything: 1999
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trainer:
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accelerator: gpu
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strategy: auto
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devices: 1
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num_nodes: 1
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precision: null
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logger:
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- class_path: lightning.pytorch.loggers.TensorBoardLogger
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init_args:
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save_dir: lightning_logs
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name: "64"
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version: null
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callbacks:
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- class_path: lightning.pytorch.callbacks.ModelCheckpoint
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init_args:
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monitor: val/loss
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mode: min
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save_top_k: 1
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filename: best-checkpoint
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- class_path: lightning.pytorch.callbacks.EarlyStopping
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init_args:
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monitor: val/loss
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mode: min
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patience: 15
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verbose: false
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max_epochs: 1000
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min_epochs: null
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max_steps: -1
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min_steps: null
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overfit_batches: 0.0
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log_every_n_steps: null
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inference_mode: true
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default_root_dir: null
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accumulate_grad_batches: 6
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gradient_clip_val: 1.0
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model:
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class_path: ThermalSolver.module.GraphSolver
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init_args:
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model_class_path: ThermalSolver.model.local_gno.GatingGNO
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model_init_args:
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x_ch_node: 1
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f_ch_node: 1
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hidden: 16
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layers: 64
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edge_ch: 3
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out_ch: 1
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unrolling_steps: 1
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data:
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class_path: ThermalSolver.data_module.GraphDataModule
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init_args:
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hf_repo: "SISSAmathLab/thermal-conduction"
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split_name: "2000"
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batch_size: 4
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train_size: 0.8
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test_size: 0.1
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test_size: 0.1
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optimizer: null
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lr_scheduler: null
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# ckpt_path: lightning_logs/64/version_0/checkpoints/best-checkpoint.ckpt
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ckpt_path: null
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