def put_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.get_parameters()],
results=[default_configuration.get_average_result()])
if default_configuration not in self.all_configurations:
self.all_configurations.append(default_configuration)
self._calculate_current_best_configurations()
else:
raise ValueError("The default Configuration was registered already.")
def _add_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.all_configurations.append(configuration)
self.api.send("new", "configuration",
configurations=[configuration.get_parameters()],
results=[configuration.get_average_result()])
self.logger.info("Adding to Experiment: %s" % configuration)
def _put(self, configuration_instance: Configuration):
"""
Takes instance of Configuration class and appends it to the list with all configuration instances.
:param configuration_instance: Configuration class instance.
"""
if self._is_valid_configuration_instance(configuration_instance):
if self.all_configurations is []:
self._add_configuration_to_experiment(configuration_instance)
else:
is_exists = False
for value in self.all_configurations:
if value.get_parameters() == configuration_instance.get_parameters():
is_exists = True
if not is_exists:
self._add_configuration_to_experiment(configuration_instance)
else:
self.logger.warning("Attempt of adding Configuration that is already in Experiment: %s" %
configuration_instance)
