anypinn.cli.scaffold.lotka_volterra.config_csv
Lotka-Volterra predator-prey — training configuration.
anypinn.cli.scaffold.lotka_volterra.config_csv
Lotka-Volterra predator-prey — training configuration.
EXPERIMENT_NAME = '__EXPERIMENT_NAME__'
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RUN_NAME = 'v0'
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hp = ODEHyperparameters(lr=0.001, max_epochs=5000, gradient_clip_val=1.0, training_data=(IngestionConfig(batch_size=100, data_ratio=2, collocations=10000, df_path=(Path('./data/data.csv')), y_columns=['x_obs', 'y_obs'])), fields_config=(MLPConfig(in_dim=7, out_dim=1, hidden_layers=[64, 64, 64, 64, 64, 64], activation='tanh', output_activation=None, encode=fourier_encode)), params_config=(ScalarConfig(init_value=0.05)), scheduler=(ReduceLROnPlateauConfig(mode='min', factor=0.5, patience=200, threshold=0.0001, min_lr=1e-05)), pde_weight=1.0, ic_weight=10, data_weight=1.0)
module-attribute