import os import sys import argparse import pickle from midi_processing import extract_data, analyze_data def make_folder_if_not_exist(path): try: os.mkdir(path) except: pass def parse_argv(): parser = argparse.ArgumentParser() parser.add_argument('midi_pack', help='folder name for midi pack in midi_packs folder', type=str) parser.add_argument('--n', help='name for experiment', type=str) parser.add_argument('--b', help='lengh of sequence in bars', type=int) parser.add_argument('-a', help='analize data', action='store_true') args = parser.parse_args() return args def ask_for_workflow(): '''MODEL WORKFLOW DIALOG''' number_of_instruments = int(input('Please specify number of instruments\n')) model_workflow = dict() for i in range(number_of_instruments): input_string = input('Please specify a workflow step [] {m : melody, a : arrangment}\n') tokens = input_string.split() if tokens[-1] == 'm': model_workflow[i] = (tokens[0], 'melody') elif tokens[-1] == 'a': model_workflow[i] = ((tokens[1], tokens[0]), 'arrangment') else: raise ValueError("The step definitiom must end with {'m', 'a'}"); make_folder_if_not_exist(os.path.join('training_sets', EXPERIMENT_NAME)) pickle.dump(model_workflow, open(os.path.join('training_sets', EXPERIMENT_NAME, 'workflow.pkl'),'wb')) return model_workflow def extract_from_folder(model_workflow): for key, (instrument, how) in model_workflow.items(): if how == 'melody': instrument_name = instrument else: instrument_name = instrument[1] make_folder_if_not_exist(os.path.join('training_sets', EXPERIMENT_NAME)) save_path = os.path.join('training_sets', EXPERIMENT_NAME, instrument_name.lower() + '_data.pkl') x_train, y_train, program = extract_data(midi_folder_path=os.path.join('midi_packs', MIDI_PACK_NAME), how=how, instrument=instrument, bar_in_seq=BARS_IN_SEQ) pickle.dump((x_train, y_train, program, BARS_IN_SEQ), open(save_path,'wb')) if __name__ == '__main__': args = parse_argv() MIDI_PACK_NAME = args.midi_pack EXPERIMENT_NAME = args.n BARS_IN_SEQ = args.b if not EXPERIMENT_NAME: EXPERIMENT_NAME = MIDI_PACK_NAME if not BARS_IN_SEQ: BARS_IN_SEQ = 4 ANALIZE = args.a if ANALIZE: analyze_data(os.path.join('midi_packs', MIDI_PACK_NAME)) else: extract_from_folder(ask_for_workflow())