add experiments

This commit is contained in:
2025-12-18 09:30:37 +01:00
parent 0a034225ef
commit db50f5ed69
9 changed files with 397 additions and 36 deletions

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# lightning.pytorch==2.5.5
seed_everything: 1999
trainer:
accelerator: gpu
strategy: auto
devices: 1
num_nodes: 1
precision: null
logger:
- class_path: lightning.pytorch.loggers.WandbLogger
init_args:
save_dir: logs.autoregressive.wandb
project: "thermal-conduction-unsteady-10.steps"
name: "8_layer_16_hidden.star"
callbacks:
# - class_path: lightning.pytorch.callbacks.ModelCheckpoint
# init_args:
# dirpath: logs.autoregressive.wandb/16_refined.10_steps/checkpoints
# monitor: val/loss
# mode: min
# save_top_k: 1
# filename: best-checkpoint
# - class_path: lightning.pytorch.callbacks.EarlyStopping
# init_args:
# monitor: val/loss
# mode: min
# patience: 30
# verbose: false
- class_path: ThermalSolver.switch_dataloader_callback.SwitchDataLoaderCallback
init_args:
increase_unrolling_steps_by: 4
patience: 5
last_patience: 15
max_unrolling_steps: 10
ckpt_path: logs.autoregressive.wandb/10_steps/basic.star/8_layer_16_hidden/
max_epochs: 1000
min_epochs: null
max_steps: -1
min_steps: null
overfit_batches: 0.0
log_every_n_steps: 0
accumulate_grad_batches: 1
default_root_dir: null
gradient_clip_val: 1.0
model:
class_path: ThermalSolver.autoregressive_module.GraphSolver
init_args:
model_class_path: ThermalSolver.model.diffusion_net.DiffusionNet
model_init_args:
input_dim: 1
hidden_dim: 16
output_dim: 1
n_layers: 8
unrolling_steps: 2
data:
class_path: ThermalSolver.graph_datamodule_unsteady.GraphDataModule
init_args:
hf_repo: "SISSAmathLab/thermal-conduction-unsteady"
split_name: "3_stripes.star.refined"
n_elements: 100
batch_size: 24
train_size: 0.7
val_size: 0.2
test_size: 0.1
build_radial_graph: false
remove_boundary_edges: true
unrolling_steps: 2
min_normalized_diff: 1e-4
optimizer: null
lr_scheduler: null