Fixed Entire Code to a working point and some grammar fixes

.gitignore

@@ -1,3 +1,162 @@
-__pycache__
-.DS_Store
-Data
+
+# Created by https://www.toptal.com/developers/gitignore/api/python
+# Edit at https://www.toptal.com/developers/gitignore?templates=python
+
+### Python ###
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintainted in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+# End of https://www.toptal.com/developers/gitignore/api/python
+
+.idea/
+*.png

README.md

@@ -22,9 +22,10 @@ Deep Learning is a subfield of machine learning with neural networks inspired by
 2. Run `python3 ai.py` command in terminal.
 
 ### Creating Training Dataset:
+1. Change the desired kets in the game_control.py file's get keys function, by changing return keys to desired ones
 1. Run `python3 create_dataset.py` command in terminal.
 2. Play your desired game.
-3. Stop `create_dataset` program with `Cntrl-C` in terminal.
+3. Stop `create_dataset` program with `ctrl-C` in terminal.
 
 ### Model Training:
 `python3 train.py`

ai.py

@@ -1,58 +1,83 @@
-# Arda Mavi
-import os
-import platform
+"""
+This is the main file for the AI.
+
+Author: Arda Mavi
+"""
+import pickle
+
+import time
 import numpy as np
-from time import sleep
-from PIL import ImageGrab
-from game_control import *
+from PIL import Image
+from tensorflow.keras.models import model_from_json
+from mss import mss
+
+from game_control import get_key, press, release, click
 from predict import predict
-from game_control import *
-from keras.models import model_from_json
+
 
 def main():
-    # Get Model:
-    model_file = open('Data/Model/model.json', 'r')
-    model = model_file.read()
-    model_file.close()
+    """
+    Main function.
+
+    :return: None
+    """
+    with open("Data/Model/model.json", "r") as model_file:
+        model = model_file.read()
     model = model_from_json(model)
     model.load_weights("Data/Model/weights.h5")
 
-    print('AI start now!')
-
+    print("AI starting now!")
+    with open("listfile.data", "rb") as filehandle:
+        # read the data as binary data stream
+        places_list = pickle.load(filehandle)
     while 1:
         # Get screenshot:
-        screen = ImageGrab.grab()
-        # Image to numpy array:
-        screen = np.array(screen)
+        with mss() as sct:
+            monitor = sct.monitors[1]
+            sct_img = sct.grab(monitor)
+            # Convert to PIL/Pillow Image
+            screen = Image.frombytes("RGB", sct_img.size, sct_img.bgra, "raw",
+                                     "BGRX")
+            screen = np.array(screen)[
+                :, :, :3
+            ]  # Get first 3 channel from image as numpy array.
         # 4 channel(PNG) to 3 channel(JPG)
-        Y = predict(model, screen)
-        if Y == [0,0,0,0]:
+        y_ai = predict(model, screen)
+        print(y_ai)
+        y_ai = places_list[y_ai]
+        y_ai = [int(i) for i in y_ai]
+        print(y_ai)
+        if y_ai == [0, 0, 0, 0]:
             # Not action
             continue
-        elif Y[0] == -1 and Y[1] == -1:
+        if y_ai[0] == -1 and y_ai[1] == -1:
             # Only keyboard action.
-            key = get_key(Y[3])
-            if Y[2] == 1:
-                # Press:
-                press(key)
-            else:
-                # Release:
-                release(key)
-        elif Y[2] == 0 and Y[3] == 0:
-            # Only mouse action.
-            click(Y[0], Y[1])
-        else:
-            # Mouse and keyboard action.
-            # Mouse:
-            click(Y[0], Y[1])
-            # Keyboard:
-            key = get_key(Y[3])
-            if Y[2] == 1:
+            key = get_key(y_ai[3])
+            if y_ai[2] == 1:
                 # Press:
                 press(key)
             else:
                 # Release:
                 release(key)
+        elif y_ai[2] == 0 and y_ai[3] == 0:
+            # Click action.
+            click(y_ai[0], y_ai[1])
+
+        # else:
+        #     # Mouse and keyboard action.
+        #     # Mouse:
+        #     click(int(y_ai[0]), int(y_ai[1]))
+        #     # Keyboard:
+        #     key = get_key(int(y_ai[3]))
+        #     if y_ai[2] == 1:
+        #         # Press:
+        #         press(key)
+        #     else:
+        #         # Release:
+        #         release(key)
+
+        time.sleep(0.005)
+
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     main()