backend setup file

.idea/inspectionProfiles/Project_Default.xml

+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+    <inspection_tool class="PyPackageRequirementsInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredPackages">
+        <value>
+          <list size="45">
+            <item index="0" class="java.lang.String" itemvalue="opencv-python" />
+            <item index="1" class="java.lang.String" itemvalue="cmake" />
+            <item index="2" class="java.lang.String" itemvalue="numpy" />
+            <item index="3" class="java.lang.String" itemvalue="dlib" />
+            <item index="4" class="java.lang.String" itemvalue="thop" />
+            <item index="5" class="java.lang.String" itemvalue="scikit-image" />
+            <item index="6" class="java.lang.String" itemvalue="opencv-contrib-python" />
+            <item index="7" class="java.lang.String" itemvalue="wincertstore" />
+            <item index="8" class="java.lang.String" itemvalue="networkx" />
+            <item index="9" class="java.lang.String" itemvalue="tifffile" />
+            <item index="10" class="java.lang.String" itemvalue="Flask-Cors" />
+            <item index="11" class="java.lang.String" itemvalue="PyYAML" />
+            <item index="12" class="java.lang.String" itemvalue="torch" />
+            <item index="13" class="java.lang.String" itemvalue="torchvision" />
+            <item index="14" class="java.lang.String" itemvalue="mysql-connector-python" />
+            <item index="15" class="java.lang.String" itemvalue="pandas" />
+            <item index="16" class="java.lang.String" itemvalue="tqdm" />
+            <item index="17" class="java.lang.String" itemvalue="regex" />
+            <item index="18" class="java.lang.String" itemvalue="mediapipe" />
+            <item index="19" class="java.lang.String" itemvalue="seaborn" />
+            <item index="20" class="java.lang.String" itemvalue="better-profanity" />
+            <item index="21" class="java.lang.String" itemvalue="colorama" />
+            <item index="22" class="java.lang.String" itemvalue="PyWavelets" />
+            <item index="23" class="java.lang.String" itemvalue="imutils" />
+            <item index="24" class="java.lang.String" itemvalue="pytz" />
+            <item index="25" class="java.lang.String" itemvalue="torchaudio" />
+            <item index="26" class="java.lang.String" itemvalue="Flask" />
+            <item index="27" class="java.lang.String" itemvalue="Pillow" />
+            <item index="28" class="java.lang.String" itemvalue="flashtext" />
+            <item index="29" class="java.lang.String" itemvalue="unidecode" />
+            <item index="30" class="java.lang.String" itemvalue="sklearn" />
+            <item index="31" class="java.lang.String" itemvalue="nltk" />
+            <item index="32" class="java.lang.String" itemvalue="beautifulsoup4" />
+            <item index="33" class="java.lang.String" itemvalue="chardet" />
+            <item index="34" class="java.lang.String" itemvalue="pdfminer.six" />
+            <item index="35" class="java.lang.String" itemvalue="six" />
+            <item index="36" class="java.lang.String" itemvalue="certifi" />
+            <item index="37" class="java.lang.String" itemvalue="MarkupSafe" />
+            <item index="38" class="java.lang.String" itemvalue="scipy" />
+            <item index="39" class="java.lang.String" itemvalue="chumpy" />
+            <item index="40" class="java.lang.String" itemvalue="matplotlib" />
+            <item index="41" class="java.lang.String" itemvalue="opendr" />
+            <item index="42" class="java.lang.String" itemvalue="protobuf" />
+            <item index="43" class="java.lang.String" itemvalue="grpcio" />
+            <item index="44" class="java.lang.String" itemvalue="click" />
+          </list>
+        </value>
+      </option>
+    </inspection_tool>
+  </profile>
+</component>
\ No newline at end of file

.idea/inspectionProfiles/profiles_settings.xml

+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>
\ No newline at end of file

.idea/misc.xml

 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
-  <component name="DesignSurface">
-    <option name="filePathToZoomLevelMap">
-      <map>
-        <entry key="..\:/Users/dilsh/AndroidStudioProjects/VehicleParkingSystem/app/src/main/res/layout/activity_dashboard.xml" value="0.22826086956521738" />
-        <entry key="..\:/Users/dilsh/AndroidStudioProjects/VehicleParkingSystem/app/src/main/res/layout/activity_login.xml" value="0.22826086956521738" />
-        <entry key="..\:/Users/dilsh/AndroidStudioProjects/VehicleParkingSystem/app/src/main/res/layout/activity_main.xml" value="0.22826086956521738" />
-        <entry key="..\:/Users/dilsh/AndroidStudioProjects/VehicleParkingSystem/app/src/main/res/layout/activity_parking_slots.xml" value="0.22826086956521738" />
-        <entry key="..\:/Users/dilsh/AndroidStudioProjects/VehicleParkingSystem/app/src/main/res/layout/activity_register.xml" value="0.2" />
-        <entry key="..\:/Users/dilsh/AndroidStudioProjects/VehicleParkingSystem/app/src/main/res/layout/custom_entrance_details.xml" value="0.22826086956521738" />
-        <entry key="..\:/Users/dilsh/AndroidStudioProjects/VehicleParkingSystem/app/src/main/res/layout/custom_parking_violation.xml" value="0.22826086956521738" />
-      </map>
-    </option>
-  </component>
-  <component name="ProjectRootManager" version="2" languageLevel="JDK_11" project-jdk-name="1.8" project-jdk-type="JavaSDK">
-    <output url="file://$PROJECT_DIR$/build/classes" />
-  </component>
-  <component name="ProjectType">
-    <option name="id" value="Android" />
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.8 (tf_obj_detect)" project-jdk-type="Python SDK" />
+  <component name="PyCharmProfessionalAdvertiser">
+    <option name="shown" value="true" />
   </component>
 </project>
\ No newline at end of file

api.py

+from flask import Flask, request
+from flask_cors import CORS
+import json
+import cv2
+import base64
+import component_1.slot_detector as slot_detector
+import component_1.waiting_time_pred as waiting_time_pred
+import component_2.parking_violation as parking_violation_obj
+import component_3.video_tester as number_plate_detector
+import component_3.parking_traffic_pred as parking_traffic_pred
+import component_4.human_action_detector as human_action_detector
+
+app = Flask(__name__)
+CORS(app)
+
+
+@app.route('/slot_availability', methods=['GET', 'POST'])
+def slot_availability():
+    slot_list = slot_detector.get_number_of_space()
+    return_str = '{ '
+    for i in range(0, 12):
+        return_str += '"' + str(i) + '" : ' + str(slot_list[i]) + ','
+
+    return_str += ' "average_waiting_time" : ' + str(waiting_time_pred.get_waiting_time()) + '}'
+
+    print(return_str)
+
+    return json.loads(return_str)
+
+
+@app.route('/parking_violation', methods=['GET', 'POST'])
+def parking_violation():
+    if parking_violation_obj.is_vehicle_parked_correctly():
+        return_str = ' { "status" : 1 }'
+    else:
+        return_str = ' { "status" : 0 }'
+
+    return json.loads(return_str)
+
+
+@app.route('/enternce', methods=['GET', 'POST'])
+def enternce():
+    number_plate = number_plate_detector.get_number_plate()
+    return_str = '{ "number_plate" : "' + str(number_plate) + '", "type" : "car" }'
+
+    return json.loads(return_str)
+
+
+@app.route('/traffic', methods=['GET', 'POST'])
+def traffic():
+    traffic_data = parking_traffic_pred.get_traffic_next_week()
+    return_str = '{ "parking_traffic_next_week" : ['
+    for i in range(len(traffic_data)):
+        if i == len(traffic_data) - 1:
+            return_str += str(traffic_data[i])
+        else:
+            return_str += str(traffic_data[i]) + ', '
+    return_str += ']}'
+
+    return json.loads(return_str)
+
+
+@app.route('/threat', methods=['GET', 'POST'])
+def threat():
+    if human_action_detector.get_human_thred_temp():
+
+        return_str = '{ "status" : 1 }'
+    else:
+        return_str = '{ "status" : 0 }'
+
+    return json.loads(return_str)
+
+
+@app.route('/image', methods=['GET', 'POST'])
+def image():
+    return_str = '{ "base64_image" : "' + str(get_base_64()) + '" }'
+
+    return json.loads(return_str)
+
+
+def get_base_64():
+    img = cv2.imread('test.jpg')
+    retval, buffer = cv2.imencode('.jpg', img)
+    jpg_as_text = base64.b64encode(buffer)
+    return jpg_as_text
+
+
+if __name__ == '__main__':
+    app.run(host="0.0.0.0", port=3000, debug=True)

readme.txt

+pip install scikit-learn opencv-python mediapipe torch torchvision torchaudio statsmodels pmdarima
+
+pip install opencv-python==4.5.5.64

test_api.py

+from flask import Flask, request
+from flask_cors import CORS
+import json
+
+app = Flask(__name__)
+CORS(app)
+
+
+@app.route('/slot_availability', methods=['GET', 'POST'])
+def slot_availability():
+    return_str = '{ "1" : 0, "2" : 1,"3" : 0,"4" : 1,"5" : 1,"6" : 1,"7" : 0,"8" : 1,"9" : 0,"10" : 0, }'
+
+    return json.loads(return_str)
+
+
+@app.route('/parking_violation', methods=['GET', 'POST'])
+def parking_violation():
+    return_str = ' { "status" : 1" }'
+
+    return json.loads(return_str)
+
+
+@app.route('/enternce', methods=['GET', 'POST'])
+def enternce():
+    return_str = '{ "number_plate" : "KS-9908", "type" : "car" }'
+
+    return json.loads(return_str)
+
+
+@app.route('/threat', methods=['GET', 'POST'])
+def threat():
+    return_str = '{ "status" : 1 }'
+
+    return json.loads(return_str)
+
+
+if __name__ == '__main__':
+    app.run(host="0.0.0.0", port=5000, debug=True)