Refactor executor pattern.

src/pydvl/value/shapley/classwise.py

@@ -72,10 +72,7 @@ def compute_classwise_shapley_values(
 
     parallel_backend = init_parallel_backend(config)
     u_ref = parallel_backend.put(u)
-    # This represents the number of jobs that are running
     n_jobs = effective_n_jobs(n_jobs, config)
-    # This determines the total number of submitted jobs
-    # including the ones that are running
     n_submitted_jobs = 2 * n_jobs
 
     pbar = tqdm(disable=not progress, position=0, total=100, unit="%")
@@ -87,19 +84,7 @@ def compute_classwise_shapley_values(
     terminate_exec = False
     with init_executor(max_workers=n_jobs, config=config) as executor:
         futures = set()
-        # Initial batch of computations
-        for _ in range(n_submitted_jobs):
-            future = executor.submit(
-                _classwise_shapley_one_step,
-                u_ref,
-                truncation=truncation,
-                n_resample_complement_sets=n_resample_complement_sets,
-                use_default_scorer_value=use_default_scorer_value,
-                min_elements_per_label=min_elements_per_label,
-            )
-            futures.add(future)
-        while futures:
-            # Wait for the next futures to complete.
+        while True:
             completed_futures, futures = wait(
                 futures, timeout=60, return_when=FIRST_COMPLETED
             )
@@ -114,12 +99,9 @@ def compute_classwise_shapley_values(
             if terminate_exec:
                 break
 
-            # Submit more computations
-            # The goal is to always have `n_jobs`
-            # computations running
             for _ in range(n_submitted_jobs - len(futures)):
                 future = executor.submit(
-                    _classwise_shapley_one_step,
+                    _permutation_montecarlo_classwise_shapley,
                     u_ref,
                     truncation=truncation,
                     n_resample_complement_sets=n_resample_complement_sets,
@@ -135,7 +117,7 @@ def compute_classwise_shapley_values(
     return result
 
 
-def _classwise_shapley_one_step(
+def _permutation_montecarlo_classwise_shapley(
     u: Utility,
     *,
     truncation: TruncationPolicy,
@@ -170,7 +152,7 @@ def _classwise_shapley_one_step(
 
     for label in unique_labels:
         u.scorer.label = label
-        result += _permutation_montecarlo_classwise_shapley(
+        result += _permutation_montecarlo_classwise_shapley_for_label(
             u,
             label,
             done=MaxChecks(n_resample_complement_sets),
@@ -387,7 +369,7 @@ def estimate_in_cls_and_out_of_cls_score(
         return in_cls_score, out_of_cls_score
 
 
-def _permutation_montecarlo_classwise_shapley(
+def _permutation_montecarlo_classwise_shapley_for_label(
     u: Utility,
     label: int,
     *,