""" file_name: process_dir project_name: DBM created: 2020-20-07 """ from dbm_lib.config import config_reader, config_raw_feature, config_derive_feature from dbm_lib.controller import process_feature as pf from dbm_lib.dbm_features.raw_features.video import open_face_process as of from dbm_lib.dbm_features.derived_features import derive as der import pandas as pd import os import argparse import logging import glob logging.basicConfig(level=logging.INFO) logger=logging.getLogger() OPENFACE_PATH = 'pkg/OpenFace/build/bin/FeatureExtraction' DLIB_SHAPE_MODEL = 'pkg/shape_detector/shape_predictor_68_face_landmarks.dat' def process_raw_video(args, s_config, r_config): """ Processing video file Args: args: user supplied arguments s_config: service config object r_config: raw feature config object """ if args.output_raw_path != None: vid_loc = glob.glob(args.input_path + '/*.mp4') if len(vid_loc) == 0: logger.info('Directory does not have any mp4 files.') return logger.info('Processing mp4 files.') for vid_file in vid_loc: try: pf.audio_to_wav(vid_file) of.process_open_face(vid_file, os.path.dirname(vid_file), args.output_raw_path, OPENFACE_PATH, args.dbm_group) pf.process_facial(vid_file, args.output_raw_path, args.dbm_group, r_config) pf.process_acoustic(vid_file, args.output_raw_path, args.dbm_group, r_config) pf.remove_file(vid_file) pf.process_movement(vid_file, args.output_raw_path, args.dbm_group, r_config, DLIB_SHAPE_MODEL) except Exception as e: logger.error('Failed to process mp4 file.') pf.remove_file(vid_file) def process_raw_audio(args, s_config, r_config): """ Processing audio file Args: args: user supplied arguments s_config: service config object r_config: raw feature config object """ if args.output_raw_path != None: audio_loc = glob.glob(args.input_path + '/*.wav') if len(audio_loc) == 0: logger.info('Directory does not have any wav files.') return for audio in audio_loc: try: logger.info('Processing wav files.') pf.process_acoustic(audio, args.output_raw_path, args.dbm_group, r_config) except Exception as e: logger.error('Failed to process wav file.') def process_derive(args, r_config, d_config): """ Processing dbm derived variables Args: s_config: service config object """ input_file = glob.glob(args.input_path + '/*') feature_df = der.run_derive(input_file, args.output_raw_path, args.output_derived_path, r_config, d_config) if __name__=="__main__": parser = argparse.ArgumentParser(description="Process video/audio......") parser.add_argument("--input_path", help="path to the input directory", required=True) parser.add_argument("--output_raw_path", help="dir path to the raw variable output", required=True) parser.add_argument("--output_derived_path", help="dir path to the derived variable output") parser.add_argument("--dbm_group", help="list of feature groups", nargs='+') args = parser.parse_args() s_config = config_reader.ConfigReader() r_config = config_raw_feature.ConfigRawReader() d_config = config_derive_feature.ConfigDeriveReader() process_raw_video(args, s_config, r_config) process_raw_audio(args, s_config, r_config) if args.output_derived_path != None: process_derive(args, r_config, d_config)