physics
pde
neural-operator
fluid-dynamics
combustion
benchmark
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exp_name: "deeponet_combustion"
gpu: 0
seed: 0
results_path: "./results/"
# data
dataset_name: "combustion"
dataset_root: "/wutailin/real_benchmark/"
num_workers: 12
normalizer: "gaussian" # none, gaussian, range
# data parameters for training
mask_prob: 0.5
noise_scale: 0.0 # only applicable for numerical data
# model
model_name: "deeponet"
checkpoint_path: ./results/deeponet/deeponet_combustion_numerical_False/2025-09-16_22-50-38/model_2220.pth # for resume training and evaluation
p: 128
dropout_rate: 0.1
# training
is_use_tb: True
scheduler: cosine # step, cosine
step_size: 1000 # only applicable for step scheduler
num_update: 3000
train_batch_size: 64
test_batch_size: 64
lr: 0.0005
clip_grad_norm: 0.
# evaluation
N_autoregressive: 1
N_plot: 1