def convert(search_space, skopt_suggested):
assignments = []
for i in range(len(search_space.params)):
param = search_space.params[i]
if param.type == INTEGER:
assignments.append(Assignment(param.name, skopt_suggested[i]))
elif param.type == DOUBLE:
assignments.append(Assignment(param.name, skopt_suggested[i]))
elif param.type == CATEGORICAL or param.type == DISCRETE:
assignments.append(Assignment(param.name, skopt_suggested[i]))
return assignments
def convert(search_space, vals):
assignments = []
for param in search_space.params:
if param.type == INTEGER:
assignments.append(Assignment(param.name, int(vals[param.name][0])))
elif param.type == DOUBLE:
assignments.append(Assignment(param.name, vals[param.name][0]))
elif param.type == CATEGORICAL or param.type == DISCRETE:
assignments.append(
Assignment(param.name, param.list[vals[param.name][0]]))
return assignments
def convert(search_space, chocolate_params):
assignments = []
for param in search_space.params:
key = BaseChocolateService.encode(param.name)
if param.type == INTEGER:
assignments.append(
Assignment(param.name, chocolate_params[key]))
elif param.type == DOUBLE:
assignments.append(
Assignment(param.name, chocolate_params[key]))
elif param.type == CATEGORICAL or param.type == DISCRETE:
assignments.append(
Assignment(param.name, param.list[chocolate_params[key]]))
return assignments