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Update app.py
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app.py
CHANGED
@@ -7,18 +7,28 @@ import random
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from datetime import datetime
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from collections import Counter
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from services.video_service import get_next_video_frame, reset_video_index, preload_video, release_video
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from services.
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from services.overlay_service import overlay_boxes
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from services.metrics_service import update_metrics
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from services.salesforce_dispatcher import dispatch_to_salesforce
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# Under Construction services
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from services.under_construction.earthwork_detection import process_earthwork
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from services.under_construction.culvert_check import process_culverts
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from services.under_construction.bridge_pier_check import process_bridge_piers
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#
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from services.
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from services.
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from services.
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# Globals
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paused = False
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@@ -33,7 +43,12 @@ last_timestamp = ""
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last_detected_images = [] # Store up to 100+ crack images
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gps_coordinates = []
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video_loaded = False
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# Constants
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DEFAULT_VIDEO_PATH = "sample.mp4"
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@@ -60,14 +75,14 @@ def initialize_video(video_file=None):
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log_entries.append(status)
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return status
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def
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"""
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Toggle
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"""
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global
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log_entries.append(f"
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return f"
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def monitor_feed():
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"""
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@@ -92,24 +107,38 @@ def monitor_feed():
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# Initialize detected items list
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all_detected_items = []
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#
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frame = overlay_boxes(frame, crack_items)
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all_detected_items.extend(crack_items)
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# Run Under Construction services if enabled
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if enable_under_construction:
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earthwork_dets, frame = process_earthwork(frame)
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culvert_dets, frame = process_culverts(frame)
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bridge_pier_dets, frame = process_bridge_piers(frame)
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all_detected_items.extend(earthwork_dets + culvert_dets + bridge_pier_dets)
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# Fallback: Run generic detection if no items detected
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if not all_detected_items:
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generic_dets, frame = process_generic(frame)
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all_detected_items.extend(generic_dets)
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# Optional: Run shadow detection
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shadow_results = detect_shadows(frame)
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shadow_dets = shadow_results["detections"]
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frame = shadow_results["frame"]
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@@ -130,8 +159,8 @@ def monitor_feed():
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gps_coord = [17.385044 + random.uniform(-0.001, 0.001), 78.486671 + frame_count * 0.0001]
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gps_coordinates.append(gps_coord)
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# Save frame if cracks are detected
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if any(item['type'] == 'crack' for item in
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captured_frame_path = os.path.join(CAPTURED_FRAMES_DIR, f"crack_{frame_count}.jpg")
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cv2.imwrite(captured_frame_path, frame)
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last_detected_images.append(captured_frame_path)
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@@ -159,13 +188,15 @@ def monitor_feed():
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last_frame = frame.copy()
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last_detections = metrics
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# Update logs and stats
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crack_detected =
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item['
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log_entries.append(f"{last_timestamp} - Frame {frame_count} - Cracks: {crack_detected} - Total Detections: {len(all_detected_items)} - GPS: {gps_coord} - Avg Conf: {metrics['avg_confidence']:.2f}")
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crack_counts.append(crack_detected)
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@@ -182,9 +213,12 @@ def monitor_feed():
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cv2.putText(frame, f"Frame: {frame_count}", (10, 25), cv2.FONT_HERSHEY_SIMPLEX, 0.6, (0, 255, 0), 2)
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cv2.putText(frame, f"{last_timestamp}", (10, 50), cv2.FONT_HERSHEY_SIMPLEX, 0.6, (0, 255, 0), 2)
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# Generate charts
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line_chart =
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pie_chart =
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return frame[:, :, ::-1], json.dumps(last_detections, indent=2), "\n".join(log_entries[-10:]), line_chart, pie_chart, last_detected_images
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@@ -285,10 +319,20 @@ with gr.Blocks(theme=gr.themes.Soft()) as app:
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load_button = gr.Button("Load Video")
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video_status = gr.Textbox(label="Video Load Status", value="Please upload a video file or ensure 'sample.mp4' exists in the root directory.")
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#
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with gr.Row():
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status_text = gr.Markdown("**Status:** 🟢 Ready (Upload a video to start)")
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@@ -335,10 +379,25 @@ with gr.Blocks(theme=gr.themes.Soft()) as app:
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outputs=[video_status]
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)
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inputs=[
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outputs=[
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)
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pause_btn.click(toggle_pause, outputs=status_text)
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from datetime import datetime
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from collections import Counter
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from services.video_service import get_next_video_frame, reset_video_index, preload_video, release_video
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from services.detection_service import process_frame as process_generic
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from services.metrics_service import update_metrics
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from services.overlay_service import overlay_boxes
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from services.salesforce_dispatcher import dispatch_to_salesforce
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from services.shadow_detection import detect_shadows
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from services.thermal_service import process_thermal
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# Under Construction services
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from services.under_construction.earthwork_detection import process_earthwork
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from services.under_construction.culvert_check import process_culverts
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from services.under_construction.bridge_pier_check import process_bridge_piers
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# Operations Maintenance services
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from services.operations_maintenance.crack_detection import detect_cracks_and_objects
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from services.operations_maintenance.pothole_detection import process_potholes
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from services.operations_maintenance.signage_check import process_signages
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# Road Safety services
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from services.road_safety.barrier_check import process_barriers
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from services.road_safety.lighting_check import process_lighting
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from services.road_safety.accident_spot_check import process_accident_spots
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# Plantation services
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from services.plantation.plant_count import process_plants
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from services.plantation.plant_health import process_plant_health
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from services.plantation.missing_patch_check import process_missing_patches
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# Globals
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paused = False
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last_detected_images = [] # Store up to 100+ crack images
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gps_coordinates = []
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video_loaded = False
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service_toggles = {
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"under_construction": False,
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"operations_maintenance": True, # Default to crack detection focus
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"road_safety": False,
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"plantation": False
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}
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# Constants
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DEFAULT_VIDEO_PATH = "sample.mp4"
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log_entries.append(status)
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return status
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def toggle_service(service_name, value):
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"""
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Toggle a service category.
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"""
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global service_toggles
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service_toggles[service_name] = value
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log_entries.append(f"{service_name.replace('_', ' ').title()} Services {'Enabled' if value else 'Disabled'}")
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return f"{service_name.replace('_', ' ').title()} Services: {'Enabled' if value else 'Disabled'}"
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def monitor_feed():
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"""
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# Initialize detected items list
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all_detected_items = []
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# Run services based on toggles
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if service_toggles["under_construction"]:
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earthwork_dets, frame = process_earthwork(frame)
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culvert_dets, frame = process_culverts(frame)
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bridge_pier_dets, frame = process_bridge_piers(frame)
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all_detected_items.extend(earthwork_dets + culvert_dets + bridge_pier_dets)
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if service_toggles["operations_maintenance"]:
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crack_items = detect_cracks_and_objects(frame)
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frame = overlay_boxes(frame, crack_items)
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pothole_dets, frame = process_potholes(frame)
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signage_dets, frame = process_signages(frame)
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all_detected_items.extend(crack_items + pothole_dets + signage_dets)
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if service_toggles["road_safety"]:
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barrier_dets, frame = process_barriers(frame)
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lighting_dets, frame = process_lighting(frame)
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accident_dets, frame = process_accident_spots(frame)
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all_detected_items.extend(barrier_dets + lighting_dets + accident_dets)
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if service_toggles["plantation"]:
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plant_dets, frame = process_plants(frame)
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health_dets, frame = process_plant_health(frame)
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missing_dets, frame = process_missing_patches(frame)
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all_detected_items.extend(plant_dets + health_dets + missing_dets)
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# Fallback: Run generic detection if no items detected
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if not all_detected_items:
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generic_dets, frame = process_generic(frame)
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all_detected_items.extend(generic_dets)
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# Optional: Run shadow detection
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shadow_results = detect_shadows(frame)
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shadow_dets = shadow_results["detections"]
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frame = shadow_results["frame"]
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gps_coord = [17.385044 + random.uniform(-0.001, 0.001), 78.486671 + frame_count * 0.0001]
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gps_coordinates.append(gps_coord)
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# Save frame if cracks are detected (only if operations_maintenance is enabled)
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if service_toggles["operations_maintenance"] and any(item['type'] == 'crack' for item in all_detected_items if 'type' in item):
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captured_frame_path = os.path.join(CAPTURED_FRAMES_DIR, f"crack_{frame_count}.jpg")
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cv2.imwrite(captured_frame_path, frame)
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last_detected_images.append(captured_frame_path)
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last_frame = frame.copy()
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last_detections = metrics
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# Update logs and stats (focus on cracks if operations_maintenance is enabled)
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crack_detected = 0
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if service_toggles["operations_maintenance"]:
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crack_detected = len([item for item in all_detected_items if 'type' in item and item['type'] == 'crack'])
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crack_severity_all.extend([
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item['severity']
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for item in all_detected_items
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if 'type' in item and item['type'] == 'crack' and 'severity' in item
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])
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log_entries.append(f"{last_timestamp} - Frame {frame_count} - Cracks: {crack_detected} - Total Detections: {len(all_detected_items)} - GPS: {gps_coord} - Avg Conf: {metrics['avg_confidence']:.2f}")
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crack_counts.append(crack_detected)
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cv2.putText(frame, f"Frame: {frame_count}", (10, 25), cv2.FONT_HERSHEY_SIMPLEX, 0.6, (0, 255, 0), 2)
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cv2.putText(frame, f"{last_timestamp}", (10, 50), cv2.FONT_HERSHEY_SIMPLEX, 0.6, (0, 255, 0), 2)
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# Generate charts (only if operations_maintenance is enabled)
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line_chart = None
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pie_chart = None
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if service_toggles["operations_maintenance"]:
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line_chart = generate_line_chart()
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pie_chart = generate_pie_chart()
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return frame[:, :, ::-1], json.dumps(last_detections, indent=2), "\n".join(log_entries[-10:]), line_chart, pie_chart, last_detected_images
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load_button = gr.Button("Load Video")
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video_status = gr.Textbox(label="Video Load Status", value="Please upload a video file or ensure 'sample.mp4' exists in the root directory.")
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# Toggles for service categories
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with gr.Row():
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with gr.Column():
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uc_toggle = gr.Checkbox(label="Enable Under Construction Services", value=service_toggles["under_construction"])
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uc_status = gr.Textbox(label="Under Construction Status", value="Under Construction Services: Disabled")
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with gr.Column():
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om_toggle = gr.Checkbox(label="Enable Operations Maintenance Services", value=service_toggles["operations_maintenance"])
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om_status = gr.Textbox(label="Operations Maintenance Status", value="Operations Maintenance Services: Enabled")
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with gr.Column():
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rs_toggle = gr.Checkbox(label="Enable Road Safety Services", value=service_toggles["road_safety"])
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rs_status = gr.Textbox(label="Road Safety Status", value="Road Safety Services: Disabled")
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with gr.Column():
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pl_toggle = gr.Checkbox(label="Enable Plantation Services", value=service_toggles["plantation"])
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pl_status = gr.Textbox(label="Plantation Status", value="Plantation Services: Disabled")
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status_text = gr.Markdown("**Status:** 🟢 Ready (Upload a video to start)")
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outputs=[video_status]
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)
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uc_toggle.change(
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toggle_service,
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inputs=[gr.State("under_construction"), uc_toggle],
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outputs=[uc_status]
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)
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om_toggle.change(
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toggle_service,
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inputs=[gr.State("operations_maintenance"), om_toggle],
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outputs=[om_status]
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)
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rs_toggle.change(
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toggle_service,
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inputs=[gr.State("road_safety"), rs_toggle],
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outputs=[rs_status]
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)
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pl_toggle.change(
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toggle_service,
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inputs=[gr.State("plantation"), pl_toggle],
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outputs=[pl_status]
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)
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pause_btn.click(toggle_pause, outputs=status_text)
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