def specification(self) -> solver.SolverSpec:
try:
optuna_version = get_distribution("optuna").version
except DistributionNotFound:
optuna_version = "unknown"
try:
kurobako_version = get_distribution("kurobako").version
except DistributionNotFound:
kurobako_version = "unknown"
return solver.SolverSpec(
name=self._name,
attrs={
"version":
"optuna={}, kurobako-py={}".format(optuna_version,
kurobako_version),
"github":
"https://github.com/optuna/optuna",
"paper":
'Akiba, Takuya, et al. "Optuna: A next-generation hyperparameter '
'optimization framework." Proceedings of the 25th ACM SIGKDD International '
"Conference on Knowledge Discovery & Data Mining. ACM, 2019.",
},
capabilities={
solver.Capability.UNIFORM_CONTINUOUS,
solver.Capability.LOG_UNIFORM_CONTINUOUS,
solver.Capability.UNIFORM_DISCRETE,
solver.Capability.LOG_UNIFORM_DISCRETE,
solver.Capability.CATEGORICAL,
solver.Capability.CONDITIONAL,
solver.Capability.CONCURRENT,
solver.Capability.MULTI_OBJECTIVE,
},
)
def specification(self) -> solver.SolverSpec:
return solver.SolverSpec(name="Random Search")