Update geneticAlgorithm.py

geneticAlgorithm.py

@@ -47,7 +47,7 @@ def fitness_func(ga_instance, solution, solution_idx):
         modelName = ""
         for x in solution:
             modelName += f"{str(x)}_"
-        IMC.training_model(epochs=50, modelName=modelName, optimizer=usedOptimizers, lossFunction=usedLossFunction)
+        IMC.training_model(epochs=3, modelName=modelName, optimizer=usedOptimizers, lossFunction=usedLossFunction)
         IMC.evaluation(labelName=["0", "1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19"])
         output = float(IMC.history.history["val_accuracy"][-1])
         fitness = output
@@ -99,3 +99,43 @@ print(ga_instance.run())
 solution, solution_fitness, solution_idx = ga_instance.best_solution()
 print("Parameters of the best solution : {solution}".format(solution=solution))
 print("Fitness value of the best solution = {solution_fitness}".format(solution_fitness=solution_fitness))
+
+import subprocess
+import sys
+
+# Function to install required packages
+def install(package):
+    subprocess.check_call([sys.executable, "-m", "pip", "install", package])
+
+# List of required packages for the script
+required_packages = ['os', 'shutil', 'zipfile']
+
+# Check if the required packages are installed, if not, install them
+for package in required_packages:
+    try:
+        __import__(package)
+    except ImportError:
+        install(package)
+
+import os
+import shutil
+import zipfile
+
+# Create a new directory to store the files
+folder_name = 'data'
+if not os.path.exists(folder_name):
+    os.makedirs(folder_name)
+
+# Move all .xlsx and .png files to the new directory
+for file in os.listdir('.'):
+    if file.endswith('.xlsx') or file.endswith('.png') or file.endswith('.out'):
+        shutil.move(file, os.path.join(folder_name, file))
+
+# Zip the folder
+zipf = zipfile.ZipFile('data.zip', 'w', zipfile.ZIP_DEFLATED)
+for root, dirs, files in os.walk(folder_name):
+    for file in files:
+        zipf.write(os.path.join(root, file), arcname=file)
+zipf.close()
+
+print("All .xlsx and .png files have been moved and zipped into data.zip")