def _init_trial(trial, state):
import skopt
random_starts, x0, y0, dims = state.opt_inputs(trial.run_id)
res = util.log_apply(skopt.gbrt_minimize,
lambda *args: 0,
dims,
n_calls=1,
n_random_starts=random_starts,
x0=x0,
y0=y0,
random_state=state.random_state,
kappa=state.batch_flags["kappa"],
xi=state.batch_flags["xi"])
state.update(res)
return state.next_trial_flags()
def _init_trial(trial, state):
import skopt
inputs = state.opt_inputs(trial.run_id)
res = util.log_apply(skopt.gp_minimize,
lambda *args: 0,
inputs.dims,
n_calls=1,
n_random_starts=inputs.random_starts,
x0=inputs.x0,
y0=inputs.y0,
random_state=state.random_state,
acq_func=state.batch_flags["acq-func"],
kappa=state.batch_flags["kappa"],
xi=state.batch_flags["xi"],
noise=state.batch_flags["noise"])
state.update(res)
return state.next_trial_flags()
