Create Integration

Chapter05/Integration

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+# Import necessary libraries and modules
+
+class VideoCaptioningPreProcessing:
+    def __init__(self, video_dest, feat_dir, temp_dest, img_dim=224, channels=3, batch_size=128, frames_step=80):
+        # Initialize parameters here
+
+    # Define methods for video to frames, model loading, load image, and feature extraction
+
+    def process_video(self, video):
+        # Video processing logic
+
+    def parallel_processing(self, video_list):
+        # Parallel processing using multiprocessing
+
+    def parse_args(self):
+        # Parse command-line arguments
+
+    def process_videos(self, video_list):
+        # Batch process multiple videos
+
+    def batch_processing(self, video_list, batch_size=4):
+        # Batch processing of videos
+
+    def process_main(self):
+        # Main processing logic
+
+if __name__ == '__main__':
+    preprocessing = VideoCaptioningPreProcessing()
+    preprocessing.process_main()