DeepONet / config.json
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{
"model_defaults": {
"architecture": "deeponet",
"activation": "relu",
"initializer": "xavier_normal",
"dense_bias": true,
"branch_depth": 2,
"trunk_depth": 3,
"width": 40,
"latent_dim": 40
},
"variants": {
"unstacked_bias": {
"architecture": "deeponet",
"stacked": false,
"branch_output_bias": true,
"global_bias": true
},
"unstacked_no_bias": {
"architecture": "deeponet",
"stacked": false,
"branch_output_bias": false,
"global_bias": false
},
"stacked_bias": {
"architecture": "deeponet",
"stacked": true,
"branch_output_bias": true,
"global_bias": true
},
"stacked_no_bias": {
"architecture": "deeponet",
"stacked": true,
"branch_output_bias": false,
"global_bias": false
},
"fnn": {
"architecture": "fnn",
"depth": 3,
"width": 40,
"output_bias": true
}
},
"experiments": {
"antiderivative": {
"sensor_points": 100,
"trunk_dim": 1,
"default_variant": "unstacked_bias"
},
"nonlinear_ode": {
"sensor_points": 100,
"trunk_dim": 1,
"default_variant": "unstacked_bias"
},
"pendulum": {
"sensor_points": 100,
"trunk_dim": 1,
"default_variant": "unstacked_bias"
},
"diffusion_reaction": {
"sensor_points": 100,
"trunk_dim": 2,
"default_variant": "unstacked_bias",
"branch_depth": 2,
"trunk_depth": 3,
"width": 100,
"latent_dim": 100
}
}
}