add experiments
This commit is contained in:
72
experiments/10_steps/config_8_layer_16_hidden_star.yaml
Normal file
72
experiments/10_steps/config_8_layer_16_hidden_star.yaml
Normal file
@@ -0,0 +1,72 @@
|
||||
# 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
|
||||
Reference in New Issue
Block a user