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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.