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README.txt

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-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: 2026-04-15T05:27:19.567370+00:00
-  python_version: 3.12.13
-  git_commit: ed4760d76e41fafb944424999a6a2288a35185fb
-
-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:
-        array(shape=(500,), dtype=float64)
-  min_tree:
-    inputs:
-      parameters:
-        - 4500.0
-        - 2.5
-        - -0.30000001192092896
-    outputs:
-      flux:
-        array(shape=(500,), dtype=float64)
-  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.