def _add_measured_configuration_to_experiment(
self, configuration: Configuration) -> None:
"""
Save configuration after passing all checks.
This method also sends an update to API (front-end).
:param configuration: Configuration object.
:return: None
"""
self.measured_configurations.append(configuration)
if configuration.is_better(self.get_objectives_minimization(),
self.get_objectives_priorities(),
self.current_best_configurations[0]):
# we do not need warm_startup_info anymore, since better configuration was found
self.current_best_configurations[0].warm_startup_info = {}
self.current_best_configurations = [configuration]
self.database.update_record(
collection_name="warm_startup_info",
query={"Exp_unique_ID": self.unique_id},
new_val={"wsi": configuration.warm_startup_info})
else:
# this configuration did not improve the previous solution, no need to keep track its solutions.
configuration.warm_startup_info = {}
self.database.write_one_record(
"Measured_configurations",
configuration.get_configuration_record())
self.send_state_to_db()
self.api.send("new",
"configuration",
configurations=[configuration.parameters],
results=[configuration.results])
self.logger.info("Adding to Experiment: %s" % configuration)
def default_configuration(self, default_configuration: Configuration):
if self._is_valid_configuration_instance(default_configuration):
if not self._default_configuration:
self._default_configuration = default_configuration
self.api.send(
"default",
"configuration",
configurations=[default_configuration.parameters],
results=[default_configuration.results])
self.measured_configurations.append(default_configuration)
if not self.current_best_configurations:
self.current_best_configurations = [default_configuration]
self.database.write_one_record(
"Measured_configurations",
default_configuration.get_configuration_record())
self.database.write_one_record(
collection_name="warm_startup_info",
record={
"Exp_unique_ID": self.unique_id,
"wsi": default_configuration.warm_startup_info
})
else:
raise ValueError(
"The default Configuration was registered already.")