[MNT] Rename 'toy'-module to 'bench'

examples/hyperactive_intro.ipynb

@@ -48,15 +48,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "59dd4715",
    "metadata": {},
    "outputs": [],
-   "source": [
-    "from hyperactive.experiment.toy import Parabola\n",
-    "\n",
-    "parabola = Parabola(42, 3, 4)"
-   ]
+   "source": "from hyperactive.experiment.bench import Parabola\n\nparabola = Parabola(42, 3, 4)"
   },
   {
    "cell_type": "markdown",

examples/optimization_techniques/grid_search_sk.py

@@ -7,9 +7,9 @@
 
 import numpy as np
 from hyperactive.opt import GridSearchSk
-from hyperactive.experiment.toy import Sphere
+from hyperactive.experiment.bench import Sphere
 
-# Define the optimization problem using a toy sphere function
+# Define the optimization problem using a benchmark sphere function
 # The sphere function f(x,y) = x² + y² has its minimum at (0,0)
 sphere_experiment = Sphere(n_dim=2)
 
@@ -29,5 +29,5 @@
     experiment=sphere_experiment,
 )
 
-best_params = grid_search.run()
+best_params = grid_search.solve()
 print(f"Best params: {best_params}, Score: {grid_search.best_score_:.6f}")

src/hyperactive/experiment/bench/__init__.py

@@ -0,0 +1,11 @@
+"""Benchmark experiments."""
+
+from hyperactive.experiment.bench._ackley import Ackley
+from hyperactive.experiment.bench._parabola import Parabola
+from hyperactive.experiment.bench._sphere import Sphere
+
+__all__ = [
+    "Ackley",
+    "Parabola",
+    "Sphere",
+]

src/hyperactive/experiment/toy/_ackley.py → src/hyperactive/experiment/bench/_ackley.py

@@ -38,7 +38,7 @@ class Ackley(BaseExperiment):
 
     Example
     -------
-    >>> from hyperactive.experiment.toy import Ackley
+    >>> from hyperactive.experiment.bench import Ackley
     >>> ackley = Ackley(a=20)
     >>> params = {"x0": 1, "x1": 2}
     >>> score, add_info = ackley.score(params)

src/hyperactive/experiment/toy/_parabola.py → src/hyperactive/experiment/bench/_parabola.py

@@ -32,7 +32,7 @@ class Parabola(BaseExperiment):
 
     Example
     -------
-    >>> from hyperactive.experiment.toy import Parabola
+    >>> from hyperactive.experiment.bench import Parabola
     >>> parabola = Parabola(a=1.0, b=0.0, c=0.0)
     >>> params = {"x": 1, "y": 2}
     >>> score, add_info = parabola.score(params)

src/hyperactive/experiment/toy/_sphere.py → src/hyperactive/experiment/bench/_sphere.py

@@ -35,7 +35,7 @@ class Sphere(BaseExperiment):
 
     Example
     -------
-    >>> from hyperactive.experiment.toy import Sphere
+    >>> from hyperactive.experiment.bench import Sphere
     >>> sphere = Sphere(const=0, n_dim=3)
     >>> params = {"x0": 1, "x1": 2, "x2": 3}
     >>> score, add_info = sphere.score(params)

src/hyperactive/opt/_adapters/_gfo.py

@@ -189,7 +189,7 @@ def get_test_params(cls, parameter_set="default"):
             "n_iter": 100,
         }
 
-        from hyperactive.experiment.toy import Ackley
+        from hyperactive.experiment.bench import Ackley
 
         ackley_exp = Ackley.create_test_instance()
         params_ackley = {

src/hyperactive/opt/gridsearch/_sk.py

@@ -214,7 +214,7 @@ def get_test_params(cls, parameter_set="default"):
             "param_grid": param_grid,
         }
 
-        from hyperactive.experiment.toy import Ackley
+        from hyperactive.experiment.bench import Ackley
 
         ackley_exp = Ackley.create_test_instance()
         param_grid = {

src/hyperactive/opt/random_search.py

@@ -202,9 +202,9 @@ def _solve(
 
     @classmethod
     def get_test_params(cls, parameter_set: str = "default"):
-        """Provide deterministic toy configurations for unit tests."""
+        """Provide deterministic benchmark configurations for unit tests."""
+        from hyperactive.experiment.bench import Ackley
         from hyperactive.experiment.integrations import SklearnCvExperiment
-        from hyperactive.experiment.toy import Ackley
 
         # 1) ML example (Iris + SVC)
         sklearn_exp = SklearnCvExperiment.create_test_instance()