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benchmark_network_architectures.py
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benchmark_network_architectures.py
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COUPLING_SETTINGS_AFFINE = {
"dense_args": dict(units=8, activation="elu"),
"num_dense": 1,
}
COUPLING_SETTINGS_SPLINE = {"dense_args": dict(units=8, activation="elu"), "num_dense": 1, "bins": 4}
NETWORK_SETTINGS = {
"gaussian_linear": {
"posterior": {"num_params": 10, "num_coupling_layers": 2, "coupling_settings": COUPLING_SETTINGS_AFFINE},
"likelihood": {"num_params": 10, "num_coupling_layers": 2, "coupling_settings": COUPLING_SETTINGS_AFFINE},
},
"gaussian_linear_uniform": {
"posterior": {"num_params": 10, "num_coupling_layers": 2, "coupling_settings": COUPLING_SETTINGS_AFFINE},
"likelihood": {
"num_params": 10,
"num_coupling_layers": 2,
"coupling_settings": COUPLING_SETTINGS_SPLINE,
"coupling_design": "spline",
},
},
"slcp": {
"posterior": {"num_params": 5, "num_coupling_layers": 2, "coupling_settings": COUPLING_SETTINGS_AFFINE},
"likelihood": {
"num_params": 8,
"num_coupling_layers": 2,
"coupling_settings": COUPLING_SETTINGS_SPLINE,
"coupling_design": "spline",
},
},
"slcp_distractors": {
"posterior": {
"num_params": 5,
"num_coupling_layers": 2,
"coupling_settings": COUPLING_SETTINGS_SPLINE,
"coupling_design": "spline",
},
"likelihood": {
"num_params": 100,
"num_coupling_layers": 2,
"coupling_settings": COUPLING_SETTINGS_SPLINE,
"coupling_design": "spline",
},
},
"bernoulli_glm": {
"posterior": {"num_params": 10, "num_coupling_layers": 2, "coupling_settings": COUPLING_SETTINGS_AFFINE},
"likelihood": {
"num_params": 10,
"num_coupling_layers": 2,
"coupling_settings": COUPLING_SETTINGS_SPLINE,
"coupling_design": "spline",
},
},
"bernoulli_glm_raw": {
"posterior": {
"num_params": 10,
"num_coupling_layers": 2,
"coupling_settings": COUPLING_SETTINGS_SPLINE,
"coupling_design": "spline",
},
"likelihood": {"num_params": 2, "num_coupling_layers": 2, "coupling_settings": COUPLING_SETTINGS_AFFINE},
},
"gaussian_mixture": {
"posterior": {"num_params": 2, "num_coupling_layers": 2, "coupling_settings": COUPLING_SETTINGS_AFFINE},
"likelihood": {
"num_params": 2,
"num_coupling_layers": 2,
"coupling_settings": COUPLING_SETTINGS_SPLINE,
"coupling_design": "spline",
},
},
"two_moons": {
"posterior": {"num_params": 2, "num_coupling_layers": 3, "coupling_settings": COUPLING_SETTINGS_AFFINE},
"likelihood": {
"num_params": 2,
"num_coupling_layers": 2,
"coupling_settings": COUPLING_SETTINGS_SPLINE,
"coupling_design": "spline",
},
},
"sir": {
"posterior": {
"num_params": 2,
"num_coupling_layers": 2,
"coupling_settings": COUPLING_SETTINGS_SPLINE,
"coupling_design": "spline",
},
"likelihood": {"num_params": 10, "num_coupling_layers": 3, "coupling_settings": COUPLING_SETTINGS_AFFINE},
},
"lotka_volterra": {
"posterior": {
"num_params": 4,
"num_coupling_layers": 2,
"coupling_settings": COUPLING_SETTINGS_SPLINE,
"coupling_design": "spline",
},
"likelihood": {
"num_params": 20,
"num_coupling_layers": 2,
"coupling_settings": COUPLING_SETTINGS_SPLINE,
"coupling_design": "spline",
},
},
"inverse_kinematics": {
"posterior": {"num_params": 4, "num_coupling_layers": 2, "coupling_settings": COUPLING_SETTINGS_AFFINE},
"likelihood": {"num_params": 2, "num_coupling_layers": 2, "coupling_settings": COUPLING_SETTINGS_AFFINE},
},
}