def get_metric_type_and_properties(
self, metric: Metric) -> Tuple[int, Dict[str, Any]]:
"""Given an Ax Metric, convert its type into a member of MetricType enum,
and construct a dictionary to be stored in the database `properties`
json blob.
"""
metric_type = METRIC_REGISTRY.get(type(metric))
if metric_type is None:
raise SQAEncodeError(
"Cannot encode metric to SQLAlchemy because metric's "
"subclass is invalid.") # pragma: no cover
# name and lower_is_better are stored directly on the metric,
# so we don't need to include these in the properties blob
properties = get_object_properties(
object=metric, exclude_fields=["name", "lower_is_better"])
return metric_type, properties
def get_metric_type_and_properties(
self, metric: Metric) -> Tuple[int, Dict[str, Any]]:
"""Given an Ax Metric, convert its type into a member of MetricType enum,
and construct a dictionary to be stored in the database `properties`
json blob.
"""
metric_class = type(metric)
metric_type = METRIC_REGISTRY.get(metric_class)
if metric_type is None:
raise SQAEncodeError(
"Cannot encode metric to SQLAlchemy because metric's "
f"subclass ({metric_class}) is missing from the registry. "
"The metric registry currently contains the following: "
f"{','.join(map(str, METRIC_REGISTRY.keys()))}"
) # pragma: no cover
properties = metric_class.serialize_init_args(metric=metric)
return metric_type, properties