# In case this module is invoked from other modules, e.g., preprocessing from pathlib import Path import sys sys.path.append(str(Path.cwd() / "annotation")) import decord as de from datatypes import Metadata from typing import List import os from multiprocessing import cpu_count import traceback from pathlib import Path def convert_to_linux_path(path: str) -> str: return Path(path).as_posix() def extract_label(path: str) -> str: idx = len(path) - 1 while idx >= 0: if path[idx].isnumeric(): return path[idx] idx -= 1 return '-1' def get_duration(path: str) -> int: try: vr = de.VideoReader(path, ctx=de.cpu(0), num_threads=1) return int(len(vr) / vr.get_avg_fps()) except Exception as e: print(f"Error reading video {path}: {e}") print(traceback.format_exc()) # Include the full traceback for debugging return -1 # Use -1 to indicate an invalid duration def filter_video(path: str, **kwargs) -> bool: try: max_duration = kwargs.get('max_duration', None) if max_duration is not None: duration = get_duration(path) if duration == -1: # Handle invalid duration print(f"Skipping invalid video: {path}") return False return duration <= max_duration return True except Exception as e: print(f"Error in filter_video for {path}: {e}") return False def get_optimal_workers() -> int: """Determine the optimal number of workers based on available CPU cores.""" try: return max(1, cpu_count() - 1) # Leave one core free except (NotImplementedError, ValueError): return 1 # Fallback to a single worker in case of an error def get_metadata( folder_paths: List[str] ) -> Metadata: metadata: Metadata = [] for folder_path in folder_paths: label: str = extract_label(folder_path) assert label != '-1', f"Invalid folder path: {folder_path}" for file_name in os.listdir(folder_path): file_path: str = os.path.join(folder_path.rstrip('/'), file_name) if os.path.exists(file_path) and os.path.isfile(file_path): metadata.append((file_path, label)) print(f'Found {len(metadata)} videos') return metadata