final commit

app.py

@@ -1,9 +1,9 @@
 import os
+from dotenv import load_dotenv
 from flask import Flask, jsonify
-from routes import api_bp, initialize_models
+from routes import api_bp
 import logging
 from datetime import datetime
-from flask_cors import CORS
 
 # Configure logging
 logging.basicConfig(
@@ -14,15 +14,23 @@ logging.basicConfig(
     ]
 )
 
+logger = logging.getLogger(__name__)
+
+# Add debug logging for .env file
+current_dir = os.path.dirname(os.path.abspath(__file__))
+env_path = os.path.join(current_dir, '.env')
+logger.info(f"Looking for .env file at: {env_path}")
+logger.info(f"File exists: {os.path.exists(env_path)}")
+
+# Load environment variables before creating the app
+load_dotenv(env_path)
+
+# Add debug logging for environment variable
+logger.info(f"HUGGINGFACE_API_TOKEN after loading: {'HUGGINGFACE_API_TOKEN' in os.environ}")
+
 def create_app():
     app = Flask(__name__)
     
-    # Enable CORS for all routes
-    CORS(app, resources={r"/api/*": {"origins": "*"}})
-    
-    # Initialize models on startup
-    initialize_models()
-    
     # Register blueprints
     app.register_blueprint(api_bp, url_prefix='/api')
     
@@ -41,6 +49,5 @@ def create_app():
 app = create_app()
 
 if __name__ == '__main__':
-    # Use the port specified by Hugging Face Spaces
     port = int(os.environ.get('PORT', 7860))
-    app.run(host='0.0.0.0', port=port)
+    app.run(host='0.0.0.0', port=port, debug=True)

routes.py

@@ -5,16 +5,30 @@ from models.intelligent_routing.model import IntelligentRoutingModel
 from models.job_recommendation.model import JobRecommendationModel
 import logging
 from datetime import datetime
+import os
 
 logger = logging.getLogger(__name__)
 
+# Add debug logging for environment variables
+logger.info(f"HUGGINGFACE_API_TOKEN present: {'HUGGINGFACE_API_TOKEN' in os.environ}")
+
 api_bp = Blueprint('api', __name__)
 
 # Initialize models with proper paths
-translation_model = MultilingualTranslationModel()
-sentiment_model = SentimentAnalysisModel()
-routing_model = IntelligentRoutingModel()
-job_model = JobRecommendationModel()
+try:
+    logger.info("Initializing translation model...")
+    translation_model = MultilingualTranslationModel()
+    
+    logger.info("Initializing sentiment model...")
+    sentiment_model = SentimentAnalysisModel()
+    
+    logger.info("Initializing routing model...")
+    routing_model = IntelligentRoutingModel()
+    
+    logger.info("Initializing job model...")
+    job_model = JobRecommendationModel()
+except Exception as e:
+    logger.error(f"Error initializing models: {str(e)}")
 
 # Load pre-trained models
 try:
@@ -53,16 +67,21 @@ def translate():
 def analyze_sentiment():
     try:
         data = request.get_json()
+        logger.info(f"Received sentiment analysis request with data: {data}")
         
         if not data or 'grievance_id' not in data or 'text' not in data:
+            logger.warning("Missing required fields in request")
             return jsonify({
                 'error': 'Missing required fields',
                 'required': ['grievance_id', 'text']
             }), 400
 
+        logger.info("Processing grievance with sentiment model...")
         result = sentiment_model.process_grievance(data)
+        logger.info(f"Sentiment analysis result: {result}")
         
         if result.get('error'):
+            logger.error(f"Error in sentiment model: {result['error']}")
             return jsonify({
                 'error': result['error']
             }), 400
@@ -75,7 +94,7 @@ def analyze_sentiment():
         }), 200
 
     except Exception as e:
-        logger.error(f"Sentiment analysis error: {str(e)}")
+        logger.error(f"Sentiment analysis error: {str(e)}", exc_info=True)  # Added exc_info for full traceback
         return jsonify({
             'error': 'Internal server error',
             'details': str(e)

test_endpoints.py

@@ -19,7 +19,7 @@ logging.basicConfig(
 logger = logging.getLogger(__name__)
 
 class EndpointTester:
-    def __init__(self, base_url='https://huggingface.co/spaces/ArchCoder/Hostel-Management-and-Greivance-Redressal-System'):
+    def __init__(self, base_url='http://127.0.0.1:8000/api'):
         self.base_url = base_url
         self.results_dir = 'test_results1'
         # Create results directory if it doesn't exist

test_results1/endpoint_test_results.json

@@ -1,5 +1,5 @@
 {
-  "timestamp": "2024-10-28T18:28:04.957085",
+  "timestamp": "2024-10-30T09:05:21.079985",
   "health_check": {
     "status_code": 200,
     "response": {
@@ -10,7 +10,7 @@
         "translation": "up"
       },
       "status": "healthy",
-      "timestamp": "2024-10-28T18:28:01.846113"
+      "timestamp": "2024-10-30T09:05:21.070991"
     }
   },
   "translation_tests": [
@@ -27,7 +27,7 @@
         "original_message": "toilet me paani nahi aa rha hain",
         "source_language": "hi",
         "target_language": "en",
-        "timestamp": "2024-10-28T18:28:02.381673",
+        "timestamp": "2024-10-30T09:05:21.465597",
         "translated_message": "There is no water coming in the toilet"
       }
     },
@@ -44,7 +44,7 @@
         "original_message": "AC not working properly",
         "source_language": "af",
         "target_language": "hi",
-        "timestamp": "2024-10-28T18:28:09.334685",
+        "timestamp": "2024-10-30T09:05:23.863590",
         "translated_message": "एसी ठीक से काम नहीं कर रहा है"
       }
     },
@@ -61,7 +61,7 @@
         "original_message": "ਪੱਖਾ ਕੰਮ ਨਹੀਂ ਕਰ ਰਿਹਾ",
         "source_language": "pa",
         "target_language": "en",
-        "timestamp": "2024-10-28T18:28:10.832359",
+        "timestamp": "2024-10-30T09:05:25.222452",
         "translated_message": "The fan is not working"
       }
     }
@@ -77,7 +77,7 @@
         "confidence": 0.98044353723526,
         "emotional_label": "Frustration",
         "grievance_id": "G12347",
-        "timestamp": "2024-10-28T18:28:12.376193"
+        "timestamp": "2024-10-30T09:05:27.138495"
       }
     },
     {
@@ -90,7 +90,7 @@
         "confidence": 0.938926100730896,
         "emotional_label": "Satisfaction",
         "grievance_id": "G12348",
-        "timestamp": "2024-10-28T18:28:13.784609"
+        "timestamp": "2024-10-30T09:05:29.544066"
       }
     },
     {
@@ -103,11 +103,174 @@
         "confidence": 0.8782024383544922,
         "emotional_label": "Frustration",
         "grievance_id": "G12349",
-        "timestamp": "2024-10-28T18:28:15.172750"
+        "timestamp": "2024-10-30T09:05:31.596253"
+      }
+    }
+  ],
+  "routing_tests": [
+    {
+      "test_case": {
+        "grievance_id": "G67890",
+        "category": "water_cooler",
+        "submission_timestamp": "2024-10-28T04:22:13Z",
+        "student_room_no": "148",
+        "hostel_name": "bh2",
+        "floor_number": 3,
+        "current_staff_status": [
+          {
+            "staff_id": "S84148",
+            "department": "water_cooler",
+            "current_workload": 0,
+            "availability_status": "Unavailable",
+            "past_resolution_rate": 0.98
+          },
+          {
+            "staff_id": "S57369",
+            "department": "water_cooler",
+            "current_workload": 0,
+            "availability_status": "Available",
+            "past_resolution_rate": 0.96
+          }
+        ],
+        "floor_metrics": {
+          "number_of_requests": 0,
+          "total_delays": 4
+        },
+        "availability_data": {
+          "staff_availability": [
+            {
+              "staff_id": "S84148",
+              "time_slot": "08:00-12:00",
+              "availability_status": "Available"
+            }
+          ],
+          "student_availability": [
+            {
+              "student_id": "STU200",
+              "time_slot": "16:00-20:00",
+              "availability_status": "Available"
+            }
+          ]
+        }
+      },
+      "status_code": 200,
+      "response": {
+        "assigned_staff_id": "S84148",
+        "assignment_timestamp": "2024-10-30T09:05:33Z",
+        "confidence_score": 0.0,
+        "estimated_resolution_time": null,
+        "grievance_id": "G67890"
+      }
+    },
+    {
+      "test_case": {
+        "grievance_id": "G67891",
+        "category": "carpenter",
+        "submission_timestamp": "2024-10-28T04:18:13Z",
+        "student_room_no": "213",
+        "hostel_name": "bh1",
+        "floor_number": 2,
+        "current_staff_status": [
+          {
+            "staff_id": "S52775",
+            "department": "carpenter",
+            "current_workload": 5,
+            "availability_status": "Unavailable",
+            "past_resolution_rate": 0.98
+          },
+          {
+            "staff_id": "S24943",
+            "department": "carpenter",
+            "current_workload": 3,
+            "availability_status": "Unavailable",
+            "past_resolution_rate": 0.85
+          }
+        ],
+        "floor_metrics": {
+          "number_of_requests": 29,
+          "total_delays": 4
+        },
+        "availability_data": {
+          "staff_availability": [
+            {
+              "staff_id": "S52775",
+              "time_slot": "12:00-16:00",
+              "availability_status": "Unavailable"
+            }
+          ],
+          "student_availability": [
+            {
+              "student_id": "STU201",
+              "time_slot": "08:00-12:00",
+              "availability_status": "Available"
+            }
+          ]
+        }
+      },
+      "status_code": 200,
+      "response": {
+        "assigned_staff_id": "S24943",
+        "assignment_timestamp": "2024-10-30T09:05:34Z",
+        "confidence_score": 0.0,
+        "estimated_resolution_time": null,
+        "grievance_id": "G67891"
+      }
+    },
+    {
+      "test_case": {
+        "grievance_id": "G67892",
+        "category": "electricity",
+        "submission_timestamp": "2024-10-28T04:00:13Z",
+        "student_room_no": "275",
+        "hostel_name": "bh3",
+        "floor_number": 2,
+        "current_staff_status": [
+          {
+            "staff_id": "S33368",
+            "department": "electricity",
+            "current_workload": 1,
+            "availability_status": "Available",
+            "past_resolution_rate": 0.95
+          },
+          {
+            "staff_id": "S20522",
+            "department": "electricity",
+            "current_workload": 5,
+            "availability_status": "Available",
+            "past_resolution_rate": 0.87
+          }
+        ],
+        "floor_metrics": {
+          "number_of_requests": 2,
+          "total_delays": 3
+        },
+        "availability_data": {
+          "staff_availability": [
+            {
+              "staff_id": "S33368",
+              "time_slot": "12:00-16:00",
+              "availability_status": "Unavailable"
+            }
+          ],
+          "student_availability": [
+            {
+              "student_id": "STU202",
+              "time_slot": "08:00-12:00",
+              "availability_status": "Unavailable"
+            }
+          ]
+        }
+      },
+      "status_code": 200,
+      "response": {
+        "assigned_staff_id": "S33368",
+        "assignment_timestamp": "2024-10-30T09:05:35Z",
+        "confidence_score": 0.0,
+        "estimated_resolution_time": null,
+        "grievance_id": "G67892"
       }
     }
   ],
-  "routing_tests": [],
   "job_recommendation_tests": [
     {
       "test_case": {
@@ -147,10 +310,20 @@
           }
         ]
       },
-      "status_code": 500,
+      "status_code": 200,
       "response": {
-        "details": "hour must be in 0..23",
-        "error": "Internal server error"
+        "alternative_workers": [
+          {
+            "confidence_score": 0.92,
+            "current_workload": 1,
+            "worker_id": "W97054"
+          }
+        ],
+        "confidence_score": 0.95,
+        "job_id": "J60000",
+        "predicted_completion_time": "2024-10-30T21:48:36Z",
+        "recommendation_timestamp": "2024-10-30T09:05:36Z",
+        "recommended_worker_id": "W97053"
       }
     }
   ]