chrowatch/backend/src/video_processor.py

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2024-07-23 16:58:58 -04:00
import cv2
import time
from event_detector import detect_event
from description_generator import generate_description
from datetime import datetime
def process_video_realtime(video_path, model_type='gpt', model_name='gpt-4o'):
cap = cv2.VideoCapture(video_path)
fps = cap.get(cv2.CAP_PROP_FPS)
frame_count = 0
start_time = time.time()
while cap.isOpened():
ret, frame = cap.read()
if not ret:
break
frame_count += 1
current_time = start_time + (frame_count / fps)
# Detect events
events = detect_event(frame, current_time)
# Generate description every 5 seconds
if frame_count % int(fps * 5) == 0:
description = generate_description(events, model_type, model_name)
if description:
print(f"At {datetime.fromtimestamp(current_time).strftime('%H:%M:%S')}:")
print(description)
print()
# Real-time display (optional)
cv2.imshow('Video', frame)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
cap.release()
cv2.destroyAllWindows()