anypinn.cli.scaffold.gray_scott_2d.config_csv

Gray-Scott 2D Reaction-Diffusion — training configuration (CSV).

EXPERIMENT_NAME = '__EXPERIMENT_NAME__' module-attribute

RUN_NAME = 'v0' module-attribute

hp = PINNHyperparameters(lr=0.001, max_epochs=3000, gradient_clip_val=0.5, training_data=(IngestionConfig(batch_size=256, data_ratio=64, collocations=10000, collocation_sampler='latin_hypercube', df_path=(Path('./data/data.csv')), y_columns=['u', 'v'])), fields_config=(MLPConfig(in_dim=39, out_dim=1, hidden_layers=[128, 256, 256, 128], activation='tanh', output_activation=None)), params_config=(ScalarConfig(init_value=0.01)), scheduler=(ReduceLROnPlateauConfig(mode='min', factor=0.5, patience=100, threshold=0.0001, min_lr=1e-06))) module-attribute