@@ -401,7 +401,10 @@ def suggest_numpy(self, num_points: int = 0) -> npt.NDArray:
401401 if not self ._told_initial_sample :
402402 if not self ._initial_sample_generated :
403403 total = self ._user_specs ["initial_sample_size" ]
404- self ._add_k_sample_points (total , self ._user_specs , self .persis_info , self ._n , [], self .local_H , self ._sim_id_to_child_inds )
404+ self ._add_k_sample_points (
405+ total , self ._user_specs , self .persis_info ,
406+ self ._n , [], self .local_H , self ._sim_id_to_child_inds ,
407+ )
405408 self ._initial_sample_generated = True
406409 self ._initial_suggest_idx = 0
407410
@@ -443,7 +446,9 @@ def suggest_numpy(self, num_points: int = 0) -> npt.NDArray:
443446 if isinstance (x_new , ConvergedMsg ):
444447 x_opt = x_new .x
445448 opt_flag = x_new .opt_flag
446- opt_ind = self ._update_history_optimal (x_opt , opt_flag , self .local_H , self ._run_order [child_idx ])
449+ opt_ind = self ._update_history_optimal (
450+ x_opt , opt_flag , self .local_H , self ._run_order [child_idx ],
451+ )
447452 new_opt_inds .append (opt_ind )
448453 self ._local_opters .pop (child_idx )
449454 self ._ended_runs .append (child_idx )
@@ -459,7 +464,9 @@ def suggest_numpy(self, num_points: int = 0) -> npt.NDArray:
459464 self ._sim_id_to_child_inds [sid ] = (child_idx ,)
460465
461466 # Decide where to start new local optimization runs
462- starting_inds = self ._decide_where_to_start (self .local_H , self ._n , self ._n_s , self ._rk_const , self ._ld , self ._mu , self ._nu )
467+ starting_inds = self ._decide_where_to_start (
468+ self .local_H , self ._n , self ._n_s , self ._rk_const , self ._ld , self ._mu , self ._nu ,
469+ )
463470
464471 for ind in starting_inds :
465472 if len ([p for p in self ._local_opters .values () if p .is_running ]) < self ._max_active_runs :
@@ -491,7 +498,10 @@ def suggest_numpy(self, num_points: int = 0) -> npt.NDArray:
491498 num_samples = self ._n_r - len (new_inds )
492499
493500 if num_samples > 0 :
494- self ._add_k_sample_points (num_samples , self ._user_specs , self .persis_info , self ._n , [], self .local_H , self ._sim_id_to_child_inds )
501+ self ._add_k_sample_points (
502+ num_samples , self ._user_specs , self .persis_info ,
503+ self ._n , [], self .local_H , self ._sim_id_to_child_inds ,
504+ )
495505 new_inds = new_inds + list (range (len (self .local_H ) - num_samples , len (self .local_H )))
496506
497507 all_inds = new_inds + new_opt_inds
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