def create_experiment(
name,
metamodel_id,
optimization_targets,
environment_id,
experiment_type,
population_size,
budget,
metamodel_version,
precursor,
algorithm_version,
estimated_cr,
long_tail_correction,
sample_rate,
target_confidence,
audience_query_file,
config):
""" Create an Experiment """
_confirm_account()
evolv_client = EvolvClient(EVOLV_CONFIG)
if not metamodel_version:
# if no Metamodel version use latest
metamodel = evolv_client.get_metamodel(metamodel_id, account_id=EVOLV_ACCOUNT_ID)
if not metamodel:
raise Exception("There was no Metamodel with the id {}".format(metamodel_id))
metamodel_version = metamodel['content_version']
audience_query = None
content = None
content_type = None
if audience_query_file:
with open(audience_query_file, 'r') as json_data:
audience_query = json_data.read()
if config is not None:
assert config.endswith('.yml') or config.endswith('.json')
content = Path(config).read_text()
content_type = APPLICATION_YAML if config.endswith('.yml') else APPLICATION_JSON
response = evolv_client.create_experiment(name=name, metamodel_id=metamodel_id, metamodel_version=metamodel_version,
account_id=EVOLV_ACCOUNT_ID,
optimization_targets=optimization_targets.split(','),
environment_id=environment_id, experiment_type=experiment_type,
population_size=population_size,
budget=budget, precursor=precursor, algorithm_version=algorithm_version,
estimated_cr=estimated_cr, long_tail_correction=long_tail_correction,
sample_rate=sample_rate, target_confidence=target_confidence,
audience_query=audience_query, content=content, content_type=content_type)
_print_dict(response)
def update_metamodel(metamodel_id, file):
""" Update the content of an existing Metamodel """
_confirm_account()
evolv_client = EvolvClient(EVOLV_CONFIG)
metamodel = evolv_client.get_metamodel(metamodel_id, account_id=EVOLV_ACCOUNT_ID)
if not metamodel:
raise Exception("Failed to retrieve the previous metamodel.")
response = evolv_client.update_metamodel(metamodel_id=metamodel_id, name=metamodel['name'],
content=file.read().decode('utf-8'),
content_type=APPLICATION_YAML,
account_id=EVOLV_ACCOUNT_ID)
_print_dict(response)