def register(self, feature_values_pandas_frame, target_values_pandas_frame):
register_request = OptimizerService_pb2.RegisterObservationsRequest(
OptimizerHandle=self.optimizer_handle,
Observations=OptimizerService_pb2.Observations(
Features=OptimizerService_pb2.Features(FeaturesJsonString=feature_values_pandas_frame.to_json(orient='index', double_precision=15)),
ObjectiveValues=OptimizerService_pb2.ObjectiveValues(
ObjectiveValuesJsonString=target_values_pandas_frame.to_json(orient='index', double_precision=15)
)
)
)
self._optimizer_stub.RegisterObservations(register_request)
def register(self, parameter_values_pandas_frame, target_values_pandas_frame, context_values_pandas_frame=None):
if context_values_pandas_frame is not None:
raise NotImplementedError("Context not currently supported on remote optimizers")
feature_values_pandas_frame = parameter_values_pandas_frame
register_request = OptimizerService_pb2.RegisterObservationsRequest(
OptimizerHandle=self.optimizer_handle_for_optimizer_service,
Observations=OptimizerService_pb2.Observations(
Features=OptimizerService_pb2.Features(FeaturesJsonString=feature_values_pandas_frame.to_json(orient='index', double_precision=15)),
ObjectiveValues=OptimizerService_pb2.ObjectiveValues(
ObjectiveValuesJsonString=target_values_pandas_frame.to_json(orient='index', double_precision=15)
)
)
)
self._optimizer_stub.RegisterObservations(register_request) # TODO: we should be using the optimizer_stub for this.
def register(self, feature_values_pandas_frame,
target_values_pandas_frame): # pylint: disable=unused-argument
# TODO: implement RegisterObservations <- plural
#
features_dicts_per_record = feature_values_pandas_frame.to_dict(
orient='records')
objectives_dicts_per_record = target_values_pandas_frame.to_dict(
orient='records')
# TODO: Either implement streaming or arrow flight or batch.
#
for feature_dict, objective_dict in zip(features_dicts_per_record,
objectives_dicts_per_record):
register_request = OptimizerService_pb2.RegisterObservationRequest(
OptimizerHandle=self.optimizer_handle,
Observation=OptimizerService_pb2.Observation(
Features=OptimizerService_pb2.Features(
FeaturesJsonString=json.dumps(feature_dict)),
ObjectiveValues=OptimizerService_pb2.ObjectiveValues(
ObjectiveValuesJsonString=json.dumps(objective_dict))))
self._optimizer_stub.RegisterObservation(register_request)