""" file_name: process_file 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 """ try: if args.output_raw_path != None: video_file = glob.glob(args.input_path) if len(video_file)>0: pf.audio_to_wav(video_file[0]) of.process_open_face(video_file[0], os.path.dirname(video_file[0]), args.output_raw_path, OPENFACE_PATH, args.dbm_group) pf.process_facial(video_file[0], args.output_raw_path, args.dbm_group, r_config) pf.process_acoustic(video_file[0], args.output_raw_path, args.dbm_group, r_config) pf.remove_file(video_file[0]) pf.process_movement(video_file[0], args.output_raw_path, args.dbm_group, r_config, DLIB_SHAPE_MODEL) else: logger.info('Enter correct video(*.mp4) file path.') except Exception as e: logger.error('Failed to process mp4 file.') pf.remove_file(video_file[0]) 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 """ try: if args.output_raw_path != None: audio_file = glob.glob(args.input_path) if len(audio_file)>0: pf.process_acoustic(audio_file[0], args.output_raw_path, args.dbm_group, r_config) else: logger.info('Enter correct audio(*.wav) file path.') except Exception as e: logger.error('Failed to process wav file.') def process_derive(args, r_config, d_config): """ Processing dbm derived variables """ 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 files", required=True) parser.add_argument("--output_raw_path", help="path to the raw variable output", required=True) parser.add_argument("--output_derived_path", help="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() _, file_ext = os.path.splitext(os.path.basename(args.input_path)) if file_ext.lower() == '.mp4': process_raw_video(args, s_config, r_config) elif file_ext.lower() == '.wav': process_raw_audio(args, s_config, r_config) else: logger.info('Pipeline accepts mp4 or wav file only.') if args.output_derived_path != None: process_derive(args, r_config, d_config)