release v0.2.4

sais/__init__.py

@@ -2,5 +2,5 @@
 from .symbiotic_ais import run
 from .benchmarks import benchmark_result
 
-# define the public interface of the package
+# define the public user interface of the package
 __all__ = ['run', 'benchmark_result']

sais/symbiotic_ais.py

@@ -203,11 +203,11 @@ def run(population_size, benchmark_number):
 
     # update the end time
     end_time = time.time()
-    tol_time = end_time - start_time
+    duration = end_time - start_time
     # result display
-    print('Running Time: %s Secounds' % tol_time)
+    print('Running Time: %s Secounds' % duration)
     print("Best Fitness:", best_fitness)
     print("Best Antibody:", best_antibody)
     # get the best solution
-    return best_antibody, best_fitness, tol_time, \
+    return best_antibody, best_fitness, duration, \
         iterations_number, iteration_results

setup.py

@@ -3,17 +3,14 @@
 
 setup(
     name='sais',
-    version='0.2.3',
+    version='0.2.4',
     packages=find_packages(),
     description='Symbiotic Artificial Immune Systems',
     long_description=open('README.md').read(),
     long_description_content_type='text/markdown',
     author='Junhao',
     author_email='junhao.song23@imperial.ac.uk',
     url='https://github.com/Rqcker/SymbioticAIS',
-    project_urls={
-        'Homepage': 'https://github.com/Rqcker/SymbioticAIS',
-    },
     install_requires=[
         # requires list and version
         'numpy>=1.23.5'