core/detection/branches.py

@@ -43,7 +43,7 @@ class BranchProcessor:
 
         # Storage managers (set during initialization)
         self.redis_manager = None
-        self.db_manager = None
+        # self.db_manager = None  # Disabled - PostgreSQL operations moved to microservices
 
         # Branch execution timeout (seconds)
         self.branch_timeout = 30.0
@@ -60,21 +60,21 @@ class BranchProcessor:
 
         logger.info("BranchProcessor initialized")
 
-    async def initialize(self, pipeline_config: Any, redis_manager: Any, db_manager: Any) -> bool:
+    async def initialize(self, pipeline_config: Any, redis_manager: Any, db_manager: Any = None) -> bool:
         """
         Initialize branch processor with pipeline configuration.
 
         Args:
             pipeline_config: Pipeline configuration object
             redis_manager: Redis manager instance
-            db_manager: Database manager instance
+            db_manager: Database manager instance (deprecated, not used)
 
         Returns:
             True if successful, False otherwise
         """
         try:
             self.redis_manager = redis_manager
-            self.db_manager = db_manager
+            # self.db_manager = db_manager  # Disabled - PostgreSQL operations moved to microservices
 
             # Parse field mappings from parallelActions to enable dynamic field extraction
             self._parse_branch_output_fields(pipeline_config)
@@ -170,22 +170,25 @@ class BranchProcessor:
                 return
 
             for action in pipeline_config.parallel_actions:
+                # Skip PostgreSQL actions - they are disabled
                 if action.type.value == 'postgresql_update_combined':
-                    fields = action.params.get('fields', {})
-
-                    # Parse each field template to extract branch_id and field_name
-                    for db_field_name, template in fields.items():
-                        # Template format: "{branch_id.field_name}"
-                        if template.startswith('{') and template.endswith('}'):
-                            var_name = template[1:-1]  # Remove { }
-
-                            if '.' in var_name:
-                                branch_id, field_name = var_name.split('.', 1)
-
-                                # Store the mapping
-                                self.branch_output_fields[branch_id] = field_name
-
-                                logger.info(f"[FIELD MAPPING] Branch '{branch_id}' → outputs field '{field_name}'")
+                    logger.debug(f"[FIELD MAPPING] Skipping PostgreSQL action (disabled)")
+                    continue  # Skip field parsing for disabled PostgreSQL operations
+                    # fields = action.params.get('fields', {})
+                    #
+                    # # Parse each field template to extract branch_id and field_name
+                    # for db_field_name, template in fields.items():
+                    #     # Template format: "{branch_id.field_name}"
+                    #     if template.startswith('{') and template.endswith('}'):
+                    #         var_name = template[1:-1]  # Remove { }
+                    #
+                    #         if '.' in var_name:
+                    #             branch_id, field_name = var_name.split('.', 1)
+                    #
+                    #             # Store the mapping
+                    #             self.branch_output_fields[branch_id] = field_name
+                    #
+                    #             logger.info(f"[FIELD MAPPING] Branch '{branch_id}' → outputs field '{field_name}'")
 
             logger.info(f"[FIELD MAPPING] Parsed {len(self.branch_output_fields)} branch output field mappings")
 

core/detection/pipeline.py

@@ -15,7 +15,7 @@ from ..models.inference import YOLOWrapper
 from ..models.pipeline import PipelineParser
 from .branches import BranchProcessor
 from ..storage.redis import RedisManager
-from ..storage.database import DatabaseManager
+# from ..storage.database import DatabaseManager  # Disabled - PostgreSQL moved to microservices
 from ..storage.license_plate import LicensePlateManager
 
 logger = logging.getLogger(__name__)
@@ -45,7 +45,7 @@ class DetectionPipeline:
         # Initialize components
         self.branch_processor = BranchProcessor(model_manager, model_id)
         self.redis_manager = None
-        self.db_manager = None
+        # self.db_manager = None  # Disabled - PostgreSQL operations moved to microservices
         self.license_plate_manager = None
 
         # Main detection model
@@ -113,16 +113,18 @@ class DetectionPipeline:
                     return False
                 logger.info("Redis connection initialized")
 
-            # Initialize database connection
-            if self.pipeline_parser.postgresql_config:
-                self.db_manager = DatabaseManager(self.pipeline_parser.postgresql_config.__dict__)
-                if not self.db_manager.connect():
-                    logger.error("Failed to initialize database connection")
-                    return False
-                # Create required tables
-                if not self.db_manager.create_car_frontal_info_table():
-                    logger.warning("Failed to create car_frontal_info table")
-                logger.info("Database connection initialized")
+            # PostgreSQL database connection DISABLED - operations moved to microservices
+            # Database operations are now handled by backend services via WebSocket
+            # if self.pipeline_parser.postgresql_config:
+            #     self.db_manager = DatabaseManager(self.pipeline_parser.postgresql_config.__dict__)
+            #     if not self.db_manager.connect():
+            #         logger.error("Failed to initialize database connection")
+            #         return False
+            #     # Create required tables
+            #     if not self.db_manager.create_car_frontal_info_table():
+            #         logger.warning("Failed to create car_frontal_info table")
+            #     logger.info("Database connection initialized")
+            logger.info("PostgreSQL operations disabled - using WebSocket for data communication")
 
             # Initialize license plate manager (using same Redis config as main Redis manager)
             if self.pipeline_parser.redis_config:
@@ -138,11 +140,11 @@ class DetectionPipeline:
                 logger.error("Failed to initialize detection model")
                 return False
 
-            # Initialize branch processor
+            # Initialize branch processor (db_manager=None since PostgreSQL is disabled)
             if not await self.branch_processor.initialize(
                 self.pipeline_config,
                 self.redis_manager,
-                self.db_manager
+                db_manager=None  # PostgreSQL disabled
             ):
                 logger.error("Failed to initialize branch processor")
                 return False
@@ -283,23 +285,25 @@ class DetectionPipeline:
                     return
 
             # Send imageDetection message with license plate data combined with processing results
+            # This is the PRIMARY data flow to backend - WebSocket is critical, keep this!
             await self._send_license_plate_message(subscription_id, license_text, confidence, session_id)
 
-            # Update database with license plate information if database manager is available
-            if self.db_manager and license_text:
-                success = self.db_manager.execute_update(
-                    table='car_frontal_info',
-                    key_field='session_id',
-                    key_value=session_id,
-                    fields={
-                        'license_character': license_text,
-                        'license_type': 'LPR_detected'  # Mark as detected by LPR service
-                    }
-                )
-                if success:
-                    logger.info(f"[LICENSE PLATE] Updated database for session {session_id}")
-                else:
-                    logger.warning(f"[LICENSE PLATE] Failed to update database for session {session_id}")
+            # PostgreSQL database update DISABLED - backend handles data via WebSocket messages
+            # if self.db_manager and license_text:
+            #     success = self.db_manager.execute_update(
+            #         table='car_frontal_info',
+            #         key_field='session_id',
+            #         key_value=session_id,
+            #         fields={
+            #             'license_character': license_text,
+            #             'license_type': 'LPR_detected'  # Mark as detected by LPR service
+            #         }
+            #     )
+            #     if success:
+            #         logger.info(f"[LICENSE PLATE] Updated database for session {session_id}")
+            #     else:
+            #         logger.warning(f"[LICENSE PLATE] Failed to update database for session {session_id}")
+            logger.debug(f"[LICENSE PLATE] Data sent via WebSocket for session {session_id}")
 
         except Exception as e:
             logger.error(f"Error in license plate result callback: {e}", exc_info=True)
@@ -710,17 +714,18 @@ class DetectionPipeline:
                 self.session_to_subscription[session_id] = subscription_id
                 logger.info(f"[SESSION MAPPING] Stored mapping: sessionId '{session_id}' -> subscriptionIdentifier '{subscription_id}'")
 
-            # Initialize database record with session_id
-            if session_id and self.db_manager:
-                success = self.db_manager.insert_initial_detection(
-                    display_id=display_id,
-                    captured_timestamp=detection_context['timestamp'],
-                    session_id=session_id
-                )
-                if success:
-                    logger.info(f"Created initial database record with session {session_id}")
-                else:
-                    logger.warning(f"Failed to create initial database record for session {session_id}")
+            # PostgreSQL database insert DISABLED - backend handles data via WebSocket
+            # if session_id and self.db_manager:
+            #     success = self.db_manager.insert_initial_detection(
+            #         display_id=display_id,
+            #         captured_timestamp=detection_context['timestamp'],
+            #         session_id=session_id
+            #     )
+            #     if success:
+            #         logger.info(f"Created initial database record with session {session_id}")
+            #     else:
+            #         logger.warning(f"Failed to create initial database record for session {session_id}")
+            logger.debug(f"Session {session_id} will be communicated via WebSocket")
 
             # Execute branches in parallel
             if hasattr(self.pipeline_config, 'branches') and self.pipeline_config.branches:
@@ -886,15 +891,16 @@ class DetectionPipeline:
             if valid_detections:
                 logger.info(f"Found {len(valid_detections)} valid detections for pipeline processing")
 
-                # Initialize database record if session_id is provided
-                if session_id and self.db_manager:
-                    success = self.db_manager.insert_initial_detection(
-                        display_id=display_id,
-                        captured_timestamp=detection_context['timestamp'],
-                        session_id=session_id
-                    )
-                    if not success:
-                        logger.warning(f"Failed to create initial database record for session {session_id}")
+                # PostgreSQL database insert DISABLED - backend handles data via WebSocket
+                # if session_id and self.db_manager:
+                #     success = self.db_manager.insert_initial_detection(
+                #         display_id=display_id,
+                #         captured_timestamp=detection_context['timestamp'],
+                #         session_id=session_id
+                #     )
+                #     if not success:
+                #         logger.warning(f"Failed to create initial database record for session {session_id}")
+                logger.debug(f"Detection results for session {session_id} will be sent via WebSocket")
 
                 # Execute branches in parallel
                 if hasattr(self.pipeline_config, 'branches') and self.pipeline_config.branches:
@@ -1025,11 +1031,16 @@ class DetectionPipeline:
                 logger.debug(f"Executing parallel action: {action_type}")
 
                 if action_type == 'postgresql_update_combined':
-                    result = await self._execute_postgresql_update_combined(action, context)
+                    # PostgreSQL action SKIPPED - database operations disabled
+                    logger.info(f"Skipping PostgreSQL action '{action_type}' (disabled)")
+                    result = {'status': 'skipped', 'message': 'PostgreSQL operations disabled'}
 
-                    # Update session state with processing results after database update
-                    if result.get('status') == 'success':
+                    # Still update session state for WebSocket messaging
                     await self._update_session_with_processing_results(context)
+
+                    # result = await self._execute_postgresql_update_combined(action, context)
+                    # if result.get('status') == 'success':
+                    #     await self._update_session_with_processing_results(context)
                 else:
                     logger.warning(f"Unknown parallel action type: {action_type}")
                     result = {'status': 'error', 'message': f'Unknown action type: {action_type}'}
@@ -1132,59 +1143,61 @@ class DetectionPipeline:
             logger.error(f"Error in redis_publish action: {e}", exc_info=True)
             return {'status': 'error', 'message': str(e)}
 
-    async def _execute_postgresql_update_combined(self,
-                                                action: Dict,
-                                                context: Dict[str, Any]) -> Dict[str, Any]:
-        """Execute postgresql_update_combined action."""
-        if not self.db_manager:
-            return {'status': 'error', 'message': 'Database not available'}
-
-        try:
-            # Wait for required branches if specified
-            wait_for_branches = action.params.get('waitForBranches', [])
-            branch_results = context.get('branch_results', {})
-
-            # Log missing branches but don't block the update (allow partial results)
-            missing_branches = [b for b in wait_for_branches if b not in branch_results]
-            if missing_branches:
-                logger.warning(f"Some branches missing from results (will use null): {missing_branches}")
-            available_branches = [b for b in wait_for_branches if b in branch_results]
-            if available_branches:
-                logger.info(f"Available branches for database update: {available_branches}")
-
-            # Prepare fields for database update
-            table = action.params.get('table', 'car_frontal_info')
-            key_field = action.params.get('key_field', 'session_id')
-            key_value = action.params.get('key_value', '{session_id}').format(**context)
-            field_mappings = action.params.get('fields', {})
-
-            # Resolve field values using branch results
-            resolved_fields = {}
-            for field_name, field_template in field_mappings.items():
-                try:
-                    # Replace template variables with actual values from branch results
-                    resolved_value = self._resolve_field_template(field_template, branch_results, context)
-                    resolved_fields[field_name] = resolved_value
-                except Exception as e:
-                    logger.warning(f"Failed to resolve field {field_name}: {e}")
-                    resolved_fields[field_name] = None
-
-            # Execute database update
-            success = self.db_manager.execute_update(
-                table=table,
-                key_field=key_field,
-                key_value=key_value,
-                fields=resolved_fields
-            )
-
-            if success:
-                return {'status': 'success', 'table': table, 'key': f'{key_field}={key_value}', 'fields': resolved_fields}
-            else:
-                return {'status': 'error', 'message': 'Database update failed'}
-
-        except Exception as e:
-            logger.error(f"Error in postgresql_update_combined action: {e}", exc_info=True)
-            return {'status': 'error', 'message': str(e)}
+    # PostgreSQL update method DISABLED - database operations moved to microservices
+    # This method is no longer used as data flows via WebSocket messages to backend
+    # async def _execute_postgresql_update_combined(self,
+    #                                             action: Dict,
+    #                                             context: Dict[str, Any]) -> Dict[str, Any]:
+    #     """Execute postgresql_update_combined action."""
+    #     if not self.db_manager:
+    #         return {'status': 'error', 'message': 'Database not available'}
+    #
+    #     try:
+    #         # Wait for required branches if specified
+    #         wait_for_branches = action.params.get('waitForBranches', [])
+    #         branch_results = context.get('branch_results', {})
+    #
+    #         # Log missing branches but don't block the update (allow partial results)
+    #         missing_branches = [b for b in wait_for_branches if b not in branch_results]
+    #         if missing_branches:
+    #             logger.warning(f"Some branches missing from results (will use null): {missing_branches}")
+    #         available_branches = [b for b in wait_for_branches if b in branch_results]
+    #         if available_branches:
+    #             logger.info(f"Available branches for database update: {available_branches}")
+    #
+    #         # Prepare fields for database update
+    #         table = action.params.get('table', 'car_frontal_info')
+    #         key_field = action.params.get('key_field', 'session_id')
+    #         key_value = action.params.get('key_value', '{session_id}').format(**context)
+    #         field_mappings = action.params.get('fields', {})
+    #
+    #         # Resolve field values using branch results
+    #         resolved_fields = {}
+    #         for field_name, field_template in field_mappings.items():
+    #             try:
+    #                 # Replace template variables with actual values from branch results
+    #                 resolved_value = self._resolve_field_template(field_template, branch_results, context)
+    #                 resolved_fields[field_name] = resolved_value
+    #             except Exception as e:
+    #                 logger.warning(f"Failed to resolve field {field_name}: {e}")
+    #                 resolved_fields[field_name] = None
+    #
+    #         # Execute database update
+    #         success = self.db_manager.execute_update(
+    #             table=table,
+    #             key_field=key_field,
+    #             key_value=key_value,
+    #             fields=resolved_fields
+    #         )
+    #
+    #         if success:
+    #             return {'status': 'success', 'table': table, 'key': f'{key_field}={key_value}', 'fields': resolved_fields}
+    #         else:
+    #             return {'status': 'error', 'message': 'Database update failed'}
+    #
+    #     except Exception as e:
+    #         logger.error(f"Error in postgresql_update_combined action: {e}", exc_info=True)
+    #         return {'status': 'error', 'message': str(e)}
 
     def _resolve_field_template(self, template: str, branch_results: Dict, context: Dict) -> str:
         """
@@ -1270,7 +1283,7 @@ class DetectionPipeline:
             'branches': branch_stats,
             'license_plate': license_stats,
             'redis_available': self.redis_manager is not None,
-            'database_available': self.db_manager is not None,
+            # 'database_available': self.db_manager is not None,  # PostgreSQL disabled
             'detection_model_loaded': self.detection_model is not None
         }
 
@@ -1282,8 +1295,9 @@ class DetectionPipeline:
         if self.redis_manager:
             self.redis_manager.cleanup()
 
-        if self.db_manager:
-            self.db_manager.disconnect()
+        # PostgreSQL disconnect DISABLED - database operations moved to microservices
+        # if self.db_manager:
+        #     self.db_manager.disconnect()
 
         if self.branch_processor:
             self.branch_processor.cleanup()

core/models/__init__.py

@@ -11,7 +11,7 @@ from .pipeline import (
     Action,
     ActionType,
     RedisConfig,
-    PostgreSQLConfig
+    # PostgreSQLConfig  # Disabled - moved to microservices
 )
 from .inference import (
     YOLOWrapper,
@@ -32,7 +32,7 @@ __all__ = [
     'Action',
     'ActionType',
     'RedisConfig',
-    'PostgreSQLConfig',
+    # 'PostgreSQLConfig',  # Disabled - moved to microservices
 
     # Inference
     'YOLOWrapper',

core/models/pipeline.py

@@ -16,6 +16,8 @@ class ActionType(Enum):
     """Supported action types in pipeline"""
     REDIS_SAVE_IMAGE = "redis_save_image"
     REDIS_PUBLISH = "redis_publish"
+    # PostgreSQL actions below are DEPRECATED - kept for backward compatibility only
+    # These actions will be silently skipped during pipeline execution
     POSTGRESQL_UPDATE = "postgresql_update"
     POSTGRESQL_UPDATE_COMBINED = "postgresql_update_combined"
     POSTGRESQL_INSERT = "postgresql_insert"
@@ -41,7 +43,15 @@ class RedisConfig:
 
 @dataclass
 class PostgreSQLConfig:
-    """PostgreSQL connection configuration"""
+    """
+    PostgreSQL connection configuration - DISABLED
+
+    NOTE: This configuration is kept for backward compatibility with existing
+    pipeline.json files, but PostgreSQL operations are disabled. All database
+    operations have been moved to microservices architecture.
+
+    This config will be parsed but not used for any database connections.
+    """
     host: str
     port: int
     database: str
@@ -50,6 +60,7 @@ class PostgreSQLConfig:
 
     @classmethod
     def from_dict(cls, data: Dict[str, Any]) -> 'PostgreSQLConfig':
+        """Parse PostgreSQL config from dict (kept for backward compatibility)"""
         return cls(
             host=data['host'],
             port=data.get('port', 5432),
@@ -272,17 +283,19 @@ class PipelineParser:
         if not self._validate_actions(self.pipeline_config):
             return False
 
-        # Validate parallel actions
+        # Validate parallel actions (PostgreSQL actions are skipped)
         for action in self.pipeline_config.parallel_actions:
             if action.type == ActionType.POSTGRESQL_UPDATE_COMBINED:
-                wait_for = action.params.get('waitForBranches', [])
-                if wait_for:
-                    # Check that referenced branches exist
-                    branch_ids = self._get_all_branch_ids(self.pipeline_config)
-                    for branch_id in wait_for:
-                        if branch_id not in branch_ids:
-                            logger.error(f"Referenced branch '{branch_id}' in waitForBranches not found")
-                            return False
+                logger.warning(f"PostgreSQL parallel action {action.type.value} found but will be SKIPPED (PostgreSQL disabled)")
+                # Skip validation for PostgreSQL actions since they won't be executed
+                # wait_for = action.params.get('waitForBranches', [])
+                # if wait_for:
+                #     # Check that referenced branches exist
+                #     branch_ids = self._get_all_branch_ids(self.pipeline_config)
+                #     for branch_id in wait_for:
+                #         if branch_id not in branch_ids:
+                #             logger.error(f"Referenced branch '{branch_id}' in waitForBranches not found")
+                #             return False
 
         logger.info("Pipeline configuration validated successfully")
         return True
@@ -305,11 +318,14 @@ class PipelineParser:
                         logger.error(f"Action {action.type} requires Redis configuration")
                         return False
 
-                # Validate PostgreSQL actions need PostgreSQL config
+                # PostgreSQL actions are disabled - log warning instead of failing
+                # Kept for backward compatibility with existing pipeline.json files
                 if action.type in [ActionType.POSTGRESQL_UPDATE, ActionType.POSTGRESQL_UPDATE_COMBINED, ActionType.POSTGRESQL_INSERT]:
-                    if not self.postgresql_config:
-                        logger.error(f"Action {action.type} requires PostgreSQL configuration")
-                        return False
+                    logger.warning(f"PostgreSQL action {action.type.value} found but will be SKIPPED (PostgreSQL disabled)")
+                    # Do not fail validation - just skip these actions during execution
+                    # if not self.postgresql_config:
+                    #     logger.error(f"Action {action.type} requires PostgreSQL configuration")
+                    #     return False
 
         # Recursively validate branches
         if hasattr(config, 'branches'):

core/storage/__init__.py

@@ -1,10 +1,13 @@
 """
 Storage module for the Python Detector Worker.
 
-This module provides Redis and PostgreSQL operations for data persistence
+This module provides Redis operations for data persistence
 and caching in the detection pipeline.
+
+Note: PostgreSQL operations have been disabled as database functionality
+has been moved to microservices architecture.
 """
 from .redis import RedisManager
-from .database import DatabaseManager
+# from .database import DatabaseManager  # Disabled - moved to microservices
 
-__all__ = ['RedisManager', 'DatabaseManager']
+__all__ = ['RedisManager']  # Removed 'DatabaseManager'

core/storage/database.py

@@ -1,357 +1,369 @@
 """
-Database Operations Module.
-Handles PostgreSQL operations for the detection pipeline.
+Database Operations Module - DISABLED
+
+NOTE: This module has been disabled as PostgreSQL database operations have been
+moved to microservices architecture. All database connections, reads, and writes
+are now handled by separate backend services.
+
+The detection worker now communicates results via:
+- WebSocket imageDetection messages (primary data flow to backend)
+- Redis image storage and pub/sub (temporary storage)
+
+Original functionality: PostgreSQL operations for the detection pipeline.
+Status: Commented out - DO NOT ENABLE without updating architecture
 """
-import psycopg2
-import psycopg2.extras
+
+# All PostgreSQL functionality below has been commented out
+# import psycopg2
+# import psycopg2.extras
 from typing import Optional, Dict, Any
 import logging
-import uuid
+# import uuid
 
 logger = logging.getLogger(__name__)
 
-
-class DatabaseManager:
-    """
-    Manages PostgreSQL connections and operations for the detection pipeline.
-    Handles database operations and schema management.
-    """
-
-    def __init__(self, config: Dict[str, Any]):
-        """
-        Initialize database manager with configuration.
-
-        Args:
-            config: Database configuration dictionary
-        """
-        self.config = config
-        self.connection: Optional[psycopg2.extensions.connection] = None
-
-    def connect(self) -> bool:
-        """
-        Connect to PostgreSQL database.
-
-        Returns:
-            True if successful, False otherwise
-        """
-        try:
-            self.connection = psycopg2.connect(
-                host=self.config['host'],
-                port=self.config['port'],
-                database=self.config['database'],
-                user=self.config['username'],
-                password=self.config['password']
-            )
-            logger.info("PostgreSQL connection established successfully")
-            return True
-        except Exception as e:
-            logger.error(f"Failed to connect to PostgreSQL: {e}")
-            return False
-
-    def disconnect(self):
-        """Disconnect from PostgreSQL database."""
-        if self.connection:
-            self.connection.close()
-            self.connection = None
-            logger.info("PostgreSQL connection closed")
-
-    def is_connected(self) -> bool:
-        """
-        Check if database connection is active.
-
-        Returns:
-            True if connected, False otherwise
-        """
-        try:
-            if self.connection and not self.connection.closed:
-                cur = self.connection.cursor()
-                cur.execute("SELECT 1")
-                cur.fetchone()
-                cur.close()
-                return True
-        except:
-            pass
-        return False
-
-    def update_car_info(self, session_id: str, brand: str, model: str, body_type: str) -> bool:
-        """
-        Update car information in the database.
-
-        Args:
-            session_id: Session identifier
-            brand: Car brand
-            model: Car model
-            body_type: Car body type
-
-        Returns:
-            True if successful, False otherwise
-        """
-        if not self.is_connected():
-            if not self.connect():
-                return False
-
-        try:
-            cur = self.connection.cursor()
-            query = """
-            INSERT INTO car_frontal_info (session_id, car_brand, car_model, car_body_type, updated_at)
-            VALUES (%s, %s, %s, %s, NOW())
-            ON CONFLICT (session_id)
-            DO UPDATE SET
-                car_brand = EXCLUDED.car_brand,
-                car_model = EXCLUDED.car_model,
-                car_body_type = EXCLUDED.car_body_type,
-                updated_at = NOW()
-            """
-            cur.execute(query, (session_id, brand, model, body_type))
-            self.connection.commit()
-            cur.close()
-            logger.info(f"Updated car info for session {session_id}: {brand} {model} ({body_type})")
-            return True
-        except Exception as e:
-            logger.error(f"Failed to update car info: {e}")
-            if self.connection:
-                self.connection.rollback()
-            return False
-
-    def execute_update(self, table: str, key_field: str, key_value: str, fields: Dict[str, str]) -> bool:
-        """
-        Execute a dynamic update query on the database.
-
-        Args:
-            table: Table name
-            key_field: Primary key field name
-            key_value: Primary key value
-            fields: Dictionary of fields to update
-
-        Returns:
-            True if successful, False otherwise
-        """
-        if not self.is_connected():
-            if not self.connect():
-                return False
-
-        try:
-            cur = self.connection.cursor()
-
-            # Build the UPDATE query dynamically
-            set_clauses = []
-            values = []
-
-            for field, value in fields.items():
-                if value == "NOW()":
-                    set_clauses.append(f"{field} = NOW()")
-                else:
-                    set_clauses.append(f"{field} = %s")
-                    values.append(value)
-
-            # Add schema prefix if table doesn't already have it
-            full_table_name = table if '.' in table else f"gas_station_1.{table}"
-
-            query = f"""
-            INSERT INTO {full_table_name} ({key_field}, {', '.join(fields.keys())})
-            VALUES (%s, {', '.join(['%s'] * len(fields))})
-            ON CONFLICT ({key_field})
-            DO UPDATE SET {', '.join(set_clauses)}
-            """
-
-            # Add key_value to the beginning of values list
-            all_values = [key_value] + list(fields.values()) + values
-
-            cur.execute(query, all_values)
-            self.connection.commit()
-            cur.close()
-            logger.info(f"Updated {table} for {key_field}={key_value}")
-            return True
-        except Exception as e:
-            logger.error(f"Failed to execute update on {table}: {e}")
-            if self.connection:
-                self.connection.rollback()
-            return False
-
-    def create_car_frontal_info_table(self) -> bool:
-        """
-        Create the car_frontal_info table in gas_station_1 schema if it doesn't exist.
-
-        Returns:
-            True if successful, False otherwise
-        """
-        if not self.is_connected():
-            if not self.connect():
-                return False
-
-        try:
-            # Since the database already exists, just verify connection
-            cur = self.connection.cursor()
-
-            # Simple verification that the table exists
-            cur.execute("""
-                SELECT EXISTS (
-                    SELECT FROM information_schema.tables
-                    WHERE table_schema = 'gas_station_1'
-                    AND table_name = 'car_frontal_info'
-                )
-            """)
-
-            table_exists = cur.fetchone()[0]
-            cur.close()
-
-            if table_exists:
-                logger.info("Verified car_frontal_info table exists")
-                return True
-            else:
-                logger.error("car_frontal_info table does not exist in the database")
-                return False
-
-        except Exception as e:
-            logger.error(f"Failed to create car_frontal_info table: {e}")
-            if self.connection:
-                self.connection.rollback()
-            return False
-
-    def insert_initial_detection(self, display_id: str, captured_timestamp: str, session_id: str = None) -> str:
-        """
-        Insert initial detection record and return the session_id.
-
-        Args:
-            display_id: Display identifier
-            captured_timestamp: Timestamp of the detection
-            session_id: Optional session ID, generates one if not provided
-
-        Returns:
-            Session ID string or None on error
-        """
-        if not self.is_connected():
-            if not self.connect():
-                return None
-
-        # Generate session_id if not provided
-        if not session_id:
-            session_id = str(uuid.uuid4())
-
-        try:
-            # Ensure table exists
-            if not self.create_car_frontal_info_table():
-                logger.error("Failed to create/verify table before insertion")
-                return None
-
-            cur = self.connection.cursor()
-            insert_query = """
-            INSERT INTO gas_station_1.car_frontal_info
-            (display_id, captured_timestamp, session_id, license_character, license_type, car_brand, car_model, car_body_type)
-            VALUES (%s, %s, %s, NULL, 'No model available', NULL, NULL, NULL)
-            ON CONFLICT (session_id) DO NOTHING
-            """
-
-            cur.execute(insert_query, (display_id, captured_timestamp, session_id))
-            self.connection.commit()
-            cur.close()
-            logger.info(f"Inserted initial detection record with session_id: {session_id}")
-            return session_id
-
-        except Exception as e:
-            logger.error(f"Failed to insert initial detection record: {e}")
-            if self.connection:
-                self.connection.rollback()
-            return None
-
-    def get_session_info(self, session_id: str) -> Optional[Dict[str, Any]]:
-        """
-        Get session information from the database.
-
-        Args:
-            session_id: Session identifier
-
-        Returns:
-            Dictionary with session data or None if not found
-        """
-        if not self.is_connected():
-            if not self.connect():
-                return None
-
-        try:
-            cur = self.connection.cursor(cursor_factory=psycopg2.extras.RealDictCursor)
-            query = "SELECT * FROM gas_station_1.car_frontal_info WHERE session_id = %s"
-            cur.execute(query, (session_id,))
-            result = cur.fetchone()
-            cur.close()
-
-            if result:
-                return dict(result)
-            else:
-                logger.debug(f"No session info found for session_id: {session_id}")
-                return None
-
-        except Exception as e:
-            logger.error(f"Failed to get session info: {e}")
-            return None
-
-    def delete_session(self, session_id: str) -> bool:
-        """
-        Delete session record from the database.
-
-        Args:
-            session_id: Session identifier
-
-        Returns:
-            True if successful, False otherwise
-        """
-        if not self.is_connected():
-            if not self.connect():
-                return False
-
-        try:
-            cur = self.connection.cursor()
-            query = "DELETE FROM gas_station_1.car_frontal_info WHERE session_id = %s"
-            cur.execute(query, (session_id,))
-            rows_affected = cur.rowcount
-            self.connection.commit()
-            cur.close()
-
-            if rows_affected > 0:
-                logger.info(f"Deleted session record: {session_id}")
-                return True
-            else:
-                logger.warning(f"No session record found to delete: {session_id}")
-                return False
-
-        except Exception as e:
-            logger.error(f"Failed to delete session: {e}")
-            if self.connection:
-                self.connection.rollback()
-            return False
-
-    def get_statistics(self) -> Dict[str, Any]:
-        """
-        Get database statistics.
-
-        Returns:
-            Dictionary with database statistics
-        """
-        stats = {
-            'connected': self.is_connected(),
-            'host': self.config.get('host', 'unknown'),
-            'port': self.config.get('port', 'unknown'),
-            'database': self.config.get('database', 'unknown')
-        }
-
-        if self.is_connected():
-            try:
-                cur = self.connection.cursor()
-
-                # Get table record count
-                cur.execute("SELECT COUNT(*) FROM gas_station_1.car_frontal_info")
-                stats['total_records'] = cur.fetchone()[0]
-
-                # Get recent records count (last hour)
-                cur.execute("""
-                    SELECT COUNT(*) FROM gas_station_1.car_frontal_info
-                    WHERE created_at > NOW() - INTERVAL '1 hour'
-                """)
-                stats['recent_records'] = cur.fetchone()[0]
-
-                cur.close()
-            except Exception as e:
-                logger.warning(f"Failed to get database statistics: {e}")
-                stats['error'] = str(e)
-
-        return stats
+# DatabaseManager class is disabled - all methods commented out
+# class DatabaseManager:
+#     """
+#     Manages PostgreSQL connections and operations for the detection pipeline.
+#     Handles database operations and schema management.
+#     """
+#
+#     def __init__(self, config: Dict[str, Any]):
+#         """
+#         Initialize database manager with configuration.
+#
+#         Args:
+#             config: Database configuration dictionary
+#         """
+#         self.config = config
+#         self.connection: Optional[psycopg2.extensions.connection] = None
+#
+#     def connect(self) -> bool:
+#         """
+#         Connect to PostgreSQL database.
+#
+#         Returns:
+#             True if successful, False otherwise
+#         """
+#         try:
+#             self.connection = psycopg2.connect(
+#                 host=self.config['host'],
+#                 port=self.config['port'],
+#                 database=self.config['database'],
+#                 user=self.config['username'],
+#                 password=self.config['password']
+#             )
+#             logger.info("PostgreSQL connection established successfully")
+#             return True
+#         except Exception as e:
+#             logger.error(f"Failed to connect to PostgreSQL: {e}")
+#             return False
+#
+#     def disconnect(self):
+#         """Disconnect from PostgreSQL database."""
+#         if self.connection:
+#             self.connection.close()
+#             self.connection = None
+#             logger.info("PostgreSQL connection closed")
+#
+#     def is_connected(self) -> bool:
+#         """
+#         Check if database connection is active.
+#
+#         Returns:
+#             True if connected, False otherwise
+#         """
+#         try:
+#             if self.connection and not self.connection.closed:
+#                 cur = self.connection.cursor()
+#                 cur.execute("SELECT 1")
+#                 cur.fetchone()
+#                 cur.close()
+#                 return True
+#         except:
+#             pass
+#         return False
+#
+#     def update_car_info(self, session_id: str, brand: str, model: str, body_type: str) -> bool:
+#         """
+#         Update car information in the database.
+#
+#         Args:
+#             session_id: Session identifier
+#             brand: Car brand
+#             model: Car model
+#             body_type: Car body type
+#
+#         Returns:
+#             True if successful, False otherwise
+#         """
+#         if not self.is_connected():
+#             if not self.connect():
+#                 return False
+#
+#         try:
+#             cur = self.connection.cursor()
+#             query = """
+#             INSERT INTO car_frontal_info (session_id, car_brand, car_model, car_body_type, updated_at)
+#             VALUES (%s, %s, %s, %s, NOW())
+#             ON CONFLICT (session_id)
+#             DO UPDATE SET
+#                 car_brand = EXCLUDED.car_brand,
+#                 car_model = EXCLUDED.car_model,
+#                 car_body_type = EXCLUDED.car_body_type,
+#                 updated_at = NOW()
+#             """
+#             cur.execute(query, (session_id, brand, model, body_type))
+#             self.connection.commit()
+#             cur.close()
+#             logger.info(f"Updated car info for session {session_id}: {brand} {model} ({body_type})")
+#             return True
+#         except Exception as e:
+#             logger.error(f"Failed to update car info: {e}")
+#             if self.connection:
+#                 self.connection.rollback()
+#             return False
+#
+#     def execute_update(self, table: str, key_field: str, key_value: str, fields: Dict[str, str]) -> bool:
+#         """
+#         Execute a dynamic update query on the database.
+#
+#         Args:
+#             table: Table name
+#             key_field: Primary key field name
+#             key_value: Primary key value
+#             fields: Dictionary of fields to update
+#
+#         Returns:
+#             True if successful, False otherwise
+#         """
+#         if not self.is_connected():
+#             if not self.connect():
+#                 return False
+#
+#         try:
+#             cur = self.connection.cursor()
+#
+#             # Build the UPDATE query dynamically
+#             set_clauses = []
+#             values = []
+#
+#             for field, value in fields.items():
+#                 if value == "NOW()":
+#                     set_clauses.append(f"{field} = NOW()")
+#                 else:
+#                     set_clauses.append(f"{field} = %s")
+#                     values.append(value)
+#
+#             # Add schema prefix if table doesn't already have it
+#             full_table_name = table if '.' in table else f"gas_station_1.{table}"
+#
+#             query = f"""
+#             INSERT INTO {full_table_name} ({key_field}, {', '.join(fields.keys())})
+#             VALUES (%s, {', '.join(['%s'] * len(fields))})
+#             ON CONFLICT ({key_field})
+#             DO UPDATE SET {', '.join(set_clauses)}
+#             """
+#
+#             # Add key_value to the beginning of values list
+#             all_values = [key_value] + list(fields.values()) + values
+#
+#             cur.execute(query, all_values)
+#             self.connection.commit()
+#             cur.close()
+#             logger.info(f"Updated {table} for {key_field}={key_value}")
+#             return True
+#         except Exception as e:
+#             logger.error(f"Failed to execute update on {table}: {e}")
+#             if self.connection:
+#                 self.connection.rollback()
+#             return False
+#
+#     def create_car_frontal_info_table(self) -> bool:
+#         """
+#         Create the car_frontal_info table in gas_station_1 schema if it doesn't exist.
+#
+#         Returns:
+#             True if successful, False otherwise
+#         """
+#         if not self.is_connected():
+#             if not self.connect():
+#                 return False
+#
+#         try:
+#             # Since the database already exists, just verify connection
+#             cur = self.connection.cursor()
+#
+#             # Simple verification that the table exists
+#             cur.execute("""
+#                 SELECT EXISTS (
+#                     SELECT FROM information_schema.tables
+#                     WHERE table_schema = 'gas_station_1'
+#                     AND table_name = 'car_frontal_info'
+#                 )
+#             """)
+#
+#             table_exists = cur.fetchone()[0]
+#             cur.close()
+#
+#             if table_exists:
+#                 logger.info("Verified car_frontal_info table exists")
+#                 return True
+#             else:
+#                 logger.error("car_frontal_info table does not exist in the database")
+#                 return False
+#
+#         except Exception as e:
+#             logger.error(f"Failed to create car_frontal_info table: {e}")
+#             if self.connection:
+#                 self.connection.rollback()
+#             return False
+#
+#     def insert_initial_detection(self, display_id: str, captured_timestamp: str, session_id: str = None) -> str:
+#         """
+#         Insert initial detection record and return the session_id.
+#
+#         Args:
+#             display_id: Display identifier
+#             captured_timestamp: Timestamp of the detection
+#             session_id: Optional session ID, generates one if not provided
+#
+#         Returns:
+#             Session ID string or None on error
+#         """
+#         if not self.is_connected():
+#             if not self.connect():
+#                 return None
+#
+#         # Generate session_id if not provided
+#         if not session_id:
+#             session_id = str(uuid.uuid4())
+#
+#         try:
+#             # Ensure table exists
+#             if not self.create_car_frontal_info_table():
+#                 logger.error("Failed to create/verify table before insertion")
+#                 return None
+#
+#             cur = self.connection.cursor()
+#             insert_query = """
+#             INSERT INTO gas_station_1.car_frontal_info
+#             (display_id, captured_timestamp, session_id, license_character, license_type, car_brand, car_model, car_body_type)
+#             VALUES (%s, %s, %s, NULL, 'No model available', NULL, NULL, NULL)
+#             ON CONFLICT (session_id) DO NOTHING
+#             """
+#
+#             cur.execute(insert_query, (display_id, captured_timestamp, session_id))
+#             self.connection.commit()
+#             cur.close()
+#             logger.info(f"Inserted initial detection record with session_id: {session_id}")
+#             return session_id
+#
+#         except Exception as e:
+#             logger.error(f"Failed to insert initial detection record: {e}")
+#             if self.connection:
+#                 self.connection.rollback()
+#             return None
+#
+#     def get_session_info(self, session_id: str) -> Optional[Dict[str, Any]]:
+#         """
+#         Get session information from the database.
+#
+#         Args:
+#             session_id: Session identifier
+#
+#         Returns:
+#             Dictionary with session data or None if not found
+#         """
+#         if not self.is_connected():
+#             if not self.connect():
+#                 return None
+#
+#         try:
+#             cur = self.connection.cursor(cursor_factory=psycopg2.extras.RealDictCursor)
+#             query = "SELECT * FROM gas_station_1.car_frontal_info WHERE session_id = %s"
+#             cur.execute(query, (session_id,))
+#             result = cur.fetchone()
+#             cur.close()
+#
+#             if result:
+#                 return dict(result)
+#             else:
+#                 logger.debug(f"No session info found for session_id: {session_id}")
+#                 return None
+#
+#         except Exception as e:
+#             logger.error(f"Failed to get session info: {e}")
+#             return None
+#
+#     def delete_session(self, session_id: str) -> bool:
+#         """
+#         Delete session record from the database.
+#
+#         Args:
+#             session_id: Session identifier
+#
+#         Returns:
+#             True if successful, False otherwise
+#         """
+#         if not self.is_connected():
+#             if not self.connect():
+#                 return False
+#
+#         try:
+#             cur = self.connection.cursor()
+#             query = "DELETE FROM gas_station_1.car_frontal_info WHERE session_id = %s"
+#             cur.execute(query, (session_id,))
+#             rows_affected = cur.rowcount
+#             self.connection.commit()
+#             cur.close()
+#
+#             if rows_affected > 0:
+#                 logger.info(f"Deleted session record: {session_id}")
+#                 return True
+#             else:
+#                 logger.warning(f"No session record found to delete: {session_id}")
+#                 return False
+#
+#         except Exception as e:
+#             logger.error(f"Failed to delete session: {e}")
+#             if self.connection:
+#                 self.connection.rollback()
+#             return False
+#
+#     def get_statistics(self) -> Dict[str, Any]:
+#         """
+#         Get database statistics.
+#
+#         Returns:
+#             Dictionary with database statistics
+#         """
+#         stats = {
+#             'connected': self.is_connected(),
+#             'host': self.config.get('host', 'unknown'),
+#             'port': self.config.get('port', 'unknown'),
+#             'database': self.config.get('database', 'unknown')
+#         }
+#
+#         if self.is_connected():
+#             try:
+#                 cur = self.connection.cursor()
+#
+#                 # Get table record count
+#                 cur.execute("SELECT COUNT(*) FROM gas_station_1.car_frontal_info")
+#                 stats['total_records'] = cur.fetchone()[0]
+#
+#                 # Get recent records count (last hour)
+#                 cur.execute("""
+#                     SELECT COUNT(*) FROM gas_station_1.car_frontal_info
+#                     WHERE created_at > NOW() - INTERVAL '1 hour'
+#                 """)
+#                 stats['recent_records'] = cur.fetchone()[0]
+#
+#                 cur.close()
+#             except Exception as e:
+#                 logger.warning(f"Failed to get database statistics: {e}")
+#                 stats['error'] = str(e)
+#
+#         return stats