in getting_started/utils/lookout_equipment_utils.py [0:0]
def _create_data_schema_map(component_fields_map: Dict):
"""
Generate a dictionary with the JSON format expected by Lookout for Equipment
to be used as the schema for a dataset at ingestion, training time and
inference time
PARAMS
======
component_fields_map: dict
A dictionary containing a field maps for the dataset schema
RETURNS
=======
data_schema: dict
A dictionnary containing the detailed schema built from the original
dictionary mapping
"""
# The root of the schema is a "Components" tag:
data_schema = dict()
component_schema_list = list()
data_schema['Components'] = component_schema_list
# We then loop through each first level tag from the dictionary:
for component_name in component_fields_map:
# We create a schema for the current component:
component_schema = _create_component_schema(
component_name,
component_fields_map[component_name]
)
# And update the overall dictionary:
component_schema_list.append(component_schema)
return data_schema