Astro Emulators Toolkit Bundle Summary: model: mlp release: payne-flux-reference-example@0.1.0 (released) bundle_format_version: 1 config_schema_version: 1 spec_version: 1 weights_layout: params_plus_model_state_v1 model_family_id: mlp_v1 fingerprint_evaluation: present task: regression fit_method: gradient role_paths: {'input_leaf': 'inputs/parameters', 'output_leaf': 'outputs/flux'} Domain: input_domain: {'kind': 'box_v1', 'max_tree': {'inputs': {'parameters': [7000.0, 5.0, 0.30000001192092896]}}, 'min_tree': {'inputs': {'parameters': [4500.0, 2.5, -0.30000001192092896]}}, 'space': 'canonical_input_dict_trees_v1', 'storage': {'filename': 'input_domain.safetensors', 'format': 'safetensors_v1', 'layout': 'split_minmax_tree_v1'}} extras: ['notes', 'wavelength_angstrom'] Provenance: toolkit_version: 0.1.0 created_at: 2026-04-12T14:23:17.605616+00:00 python_version: 3.12.13 git_commit: e922f60957ded21c91aca36a1d11b2bd269cc082 spec: input_domain: kind: box_v1 max_tree: inputs: parameters: - 7000.0 - 5.0 - 0.30000001192092896 min_tree: inputs: parameters: - 4500.0 - 2.5 - -0.30000001192092896 space: canonical_input_dict_trees_v1 storage: filename: input_domain.safetensors format: safetensors_v1 layout: split_minmax_tree_v1 inputs: channel_meanings_tree: parameters: - effective temperature - surface gravity - metallicity [Fe/H] channel_names_tree: parameters: - teff - logg - feh channel_units_tree: parameters: - K - dex - dex leaf_meanings_tree: parameters: stellar labels leaf_units_tree: None structure_tree: parameters: None outputs: channel_meanings_tree: None channel_names_tree: None channel_units_tree: None leaf_meanings_tree: flux: continuum-normalized flux vector on the shared wavelength grid leaf_units_tree: flux: dimensionless structure_tree: flux: None reference_scaling: kind: affine_v1 max_tree: inputs: parameters: - 7000.0 - 5.0 - 0.30000001192092896 outputs: flux: 1.0 min_tree: inputs: parameters: - 4500.0 - 2.5 - -0.30000001192092896 outputs: flux: 0.0 parametrization: minmax space: canonical_dict_trees_v1 storage: filename: reference_scaling.safetensors format: safetensors_v1 layout: split_minmax_tree_v1 spec_version: 1 Note: this bundle is the canonical emulator artifact. Physical-space composition is external.