Update docstrings

src/pydvl/value/least_core/montecarlo.py

@@ -83,6 +83,11 @@ def montecarlo_least_core(
 
     Returns:
         Object with the data values and the least core value.
+
+    !!! tip "Changed in version 0.9.0"
+        Deprecated `config` argument and added a `parallel_backend`
+        argument to allow users to pass the Parallel Backend instance
+        directly.
     """
     problem = mclc_prepare_problem(
         u,
@@ -102,6 +107,12 @@ def montecarlo_least_core(
     )
 
 
+@deprecated(
+    target=True,
+    args_mapping={"config": "config"},
+    deprecated_in="0.9.0",
+    remove_in="0.10.0",
+)
 def mclc_prepare_problem(
     u: Utility,
     n_iterations: int,
@@ -120,6 +131,11 @@ def mclc_prepare_problem(
     See
     [montecarlo_least_core][pydvl.value.least_core.montecarlo.montecarlo_least_core]
     for argument descriptions.
+
+    !!! note "Changed in version 0.9.0"
+        Deprecated `config` argument and added a `parallel_backend`
+        argument to allow users to pass the Parallel Backend instance
+        directly.
     """
     n = len(u.data)
 

src/pydvl/value/loo/loo.py

@@ -50,9 +50,10 @@ def compute_loo(
     !!! tip "New in version 0.7.0"
         Renamed from `naive_loo` and added parallel computation.
 
-    !!! note "Changed in version 0.9.0"
+    !!! tip "Changed in version 0.9.0"
         Deprecated `config` argument and added a `parallel_backend`
-        argument to allow users to pass the Parallel Backend configuration.
+        argument to allow users to pass the Parallel Backend instance
+        directly.
     """
     if len(u.data) < 3:
         raise ValueError("Dataset must have at least 2 elements")

src/pydvl/value/shapley/classwise.py

@@ -397,7 +397,6 @@ def _permutation_montecarlo_classwise_shapley_one_step(
     """Helper function for [compute_classwise_shapley_values()]
     [pydvl.value.shapley.classwise.compute_classwise_shapley_values].
 
-
     Args:
         u: Utility object containing model, data, and scoring function. The
             scorer must be of type [ClasswiseScorer]
@@ -417,6 +416,10 @@ def _permutation_montecarlo_classwise_shapley_one_step(
 
     Returns:
         ValuationResult object containing computed data values.
+
+    !!! tip "Changed in version 0.9.0"
+        Deprecated `config` argument and added a `parallel_backend`
+        argument to allow users to pass the Parallel Backend configuration.
     """
     if done_sample_complements is None:
         done_sample_complements = MaxChecks(1)

src/pydvl/value/shapley/gt.py

@@ -237,6 +237,11 @@ def group_testing_shapley(
     !!! tip "Changed in version 0.5.0"
         Changed the solver to cvxpy instead of scipy's linprog. Added the ability
         to pass arbitrary options to it.
+
+    !!! tip "Changed in version 0.9.0"
+        Deprecated `config` argument and added a `parallel_backend`
+        argument to allow users to pass the Parallel Backend instance
+        directly.
     """
 
     n = len(u.data.indices)

src/pydvl/value/shapley/montecarlo.py

@@ -201,6 +201,11 @@ def permutation_montecarlo_shapley(
 
     Returns:
         Object with the data values.
+
+    !!! tip "Changed in version 0.9.0"
+        Deprecated `config` argument and added a `parallel_backend`
+        argument to allow users to pass the Parallel Backend instance
+        directly.
     """
     algorithm = "permutation_montecarlo_shapley"
 
@@ -355,6 +360,11 @@ def combinatorial_montecarlo_shapley(
 
     Returns:
         Object with the data values.
+
+    !!! tip "Changed in version 0.9.0"
+        Deprecated `config` argument and added a `parallel_backend`
+        argument to allow users to pass the Parallel Backend instance
+        directly.
     """
     parallel_backend = _maybe_init_parallel_backend(parallel_backend, config)
 

src/pydvl/value/shapley/naive.py

@@ -151,6 +151,11 @@ def combinatorial_exact_shapley(
 
     Returns:
         Object with the data values.
+
+    !!! tip "Changed in version 0.9.0"
+        Deprecated `config` argument and added a `parallel_backend`
+        argument to allow users to pass the Parallel Backend instance
+        directly.
     """
     # Arbitrary choice, will depend on time required, caching, etc.
     if len(u.data) // n_jobs > 20:

src/pydvl/value/shapley/owen.py

@@ -192,6 +192,11 @@ def owen_sampling_shapley(
     !!! tip "Changed in version 0.5.0"
         Support for parallel computation and enable antithetic sampling.
 
+    !!! tip "Changed in version 0.9.0"
+        Deprecated `config` argument and added a `parallel_backend`
+        argument to allow users to pass the Parallel Backend instance
+        directly.
+
     """
     parallel_backend = _maybe_init_parallel_backend(parallel_backend, config)