Update examples

examples.md

@@ -7,11 +7,11 @@ import opfunu
 import numpy as np
 
 # get all the available functions accepting ANY dimension
-any_dim_cec = opfunu.get_cecs(None)
+any_dim_cec = opfunu.get_cec_based_functions(None)
 print(any_dim_cec)
 
 # get all the available separable functions accepting 2D
-separable_2d_cec = opfunu.get_cecs(
+separable_2d_cec = opfunu.get_cec_based_functions(
     ndim=2,  # dimension
     separable=True,
 )
@@ -75,14 +75,14 @@ print(problem.x_global)
 print(problem.is_succeed(problem.x_global))
 
 # # get all the available separable functions accepting 2D
-my_list = opfunu.get_cecs(
+my_list = opfunu.get_cec_based_functions(
     ndim=2,  # dimension
     rotated=True
 )
 print(my_list)  # --> 41
 
 ## Get all noise function
-my_list = opfunu.get_cecs(
+my_list = opfunu.get_cec_based_functions(
     randomized_term=True
 )
 print(my_list)

examples/basic_use_cases_benchmark.py

@@ -10,11 +10,11 @@
 
 if __name__ == '__main__':
     # get all the available functions accepting ANY dimension
-    any_dim_functions = opfunu.get_functions(None)
+    any_dim_functions = opfunu.get_name_based_functions(None)
     print(any_dim_functions)
 
     # get all the available differentiable functions accepting 2D
-    differentiable_2d_functions = opfunu.get_functions(
+    differentiable_2d_functions = opfunu.get_name_based_functions(
         ndim=2,  # dimension
         differentiable=True,
     )

examples/basic_use_cases_cec.py

@@ -10,11 +10,11 @@
 
 if __name__ == '__main__':
     # # get all the available functions accepting ANY dimension
-    # any_dim_cec = opfunu.get_cecs(None)
+    # any_dim_cec = opfunu.get_cec_based_functions(None)
     # print(any_dim_cec)
     #
     # # get all the available separable functions accepting 2D
-    # separable_2d_cec = opfunu.get_cecs(
+    # separable_2d_cec = opfunu.get_cec_based_functions(
     #     ndim=2,  # dimension
     #     separable=True,
     # )
@@ -77,14 +77,14 @@
     print(problem.is_succeed(problem.x_global))
 
     # # get all the available separable functions accepting 2D
-    my_list = opfunu.get_cecs(
+    my_list = opfunu.get_cec_based_functions(
         ndim=2,  # dimension
         rotated=True
     )
     print(my_list)  # --> 41
 
     ## Get all noise function
-    my_list = opfunu.get_cecs(
+    my_list = opfunu.get_cec_based_functions(
         randomized_term=True
     )
     print(my_list)

examples/example_with_mealpy.py

@@ -4,6 +4,8 @@
 #       Github: https://github.com/thieu1995        %                         
 # --------------------------------------------------%
 
+## Examples with Mealpy <= 2.5.4
+
 from mealpy.bio_based import SMA
 from opfunu.name_based import Ackley02
 
@@ -27,3 +29,20 @@
 print(ackey.n_fe)
 print(ackey.f_global)
 print(ackey.x_global)
+
+
+## Examples with Mealpy >= 3.0.0
+
+from opfunu.cec_based import cec2017
+f3 = cec2017.F32017(ndim=30)
+
+from mealpy import GA, FloatVar
+
+problem = {
+    "obj_func": f3.evaluate,
+    "bounds": FloatVar(lb=f3.lb, ub=f3.ub),
+    "minmax": "min",
+}
+model = GA.BaseGA(epoch=100, pop_size=50)
+gbest = model.solve(problem_dict1)
+print(f"Solution: {gbest.solution}, Fit: {gbest.target.fitness}")