def encode_optimization_problem(optimization_problem: OptimizationProblem) -> OptimizerService_pb2.OptimizationProblem:
return OptimizerService_pb2.OptimizationProblem(
ParameterSpace=OptimizerService_pb2.Hypergrid(HypergridJsonString=json.dumps(optimization_problem.parameter_space, cls=HypergridJsonEncoder)),
ObjectiveSpace=OptimizerService_pb2.Hypergrid(HypergridJsonString=json.dumps(optimization_problem.objective_space, cls=HypergridJsonEncoder)),
Objectives=[OptimizerService_pb2.Objective(Name=objective.name, Minimize=objective.minimize) for objective in optimization_problem.objectives],
ContextSpace=None if optimization_problem.context_space is None
else OptimizerService_pb2.Hypergrid(HypergridJsonString=json.dumps(optimization_problem.context_space, cls=HypergridJsonEncoder))
)
def encode_optimization_problem(
optimization_problem: OptimizationProblem
) -> OptimizerService_pb2.OptimizationProblem:
return OptimizerService_pb2.OptimizationProblem(
ParameterSpace=OptimizerServiceEncoder.encode_hypergrid(
optimization_problem.parameter_space),
ObjectiveSpace=OptimizerServiceEncoder.encode_hypergrid(
optimization_problem.objective_space),
Objectives=[
OptimizerService_pb2.Objective(Name=objective.name,
Minimize=objective.minimize)
for objective in optimization_problem.objectives
],
ContextSpace=None if optimization_problem.context_space is None
else OptimizerServiceEncoder.encode_hypergrid(
optimization_problem.context_space))
def to_protobuf(self):
""" Serializes self to a protobuf.
:return:
"""
return OptimizerService_pb2.OptimizationProblem(
ParameterSpace=OptimizerService_pb2.Hypergrid(
HypergridJsonString=json.dumps(self.parameter_space,
cls=HypergridJsonEncoder)),
ObjectiveSpace=OptimizerService_pb2.Hypergrid(
HypergridJsonString=json.dumps(self.objective_space,
cls=HypergridJsonEncoder)),
Objectives=[
OptimizerService_pb2.Objective(Name=objective.name,
Minimize=objective.minimize)
for objective in self.objectives
],
ContextSpace=None if self.context_space is None else
OptimizerService_pb2.Hypergrid(HypergridJsonString=json.dumps(
self.context_space, cls=HypergridJsonEncoder)))