sys.path.append('../note_seq') # needed unless installing forked lib from github
from note_seq import midi_io
from music_utils.tokenizer import TokenizerMonophonic
from loaders.dataloader_midi import load_midi_to_seq
#PARAMS
midi_dir = '/Users/nikolasborrel/github/dlmusic_data/midi_data_out/tests/'
midi_dir_out = '/Users/nikolasborrel/github/dlmusic_data/midi_data_out/splitted/'
instruments = [0]
lead_instrument = ('melody', instruments[0])
name_instrument_map = { lead_instrument[0] : lead_instrument[1] }
print("Create...")
sequences = load_midi_to_seq(midi_dir, name_instrument_map, recursive=False)
if len(sequences) == 0:
raise Exception(f'No midi files loaded')
print("Tokenize...")
t = TokenizerMonophonic(max_bars_chunk=8, min_note=60, max_note=72)
t.add_songs(sequences, instruments)
print("write to disk...")
for i, mel in enumerate(t.song_parts_lead):
inputs_one_hot, label_not_used = t.encoder_decoder.encode(mel) # MELODY
print(f'#encodings melody: {len(inputs_one_hot)}')
# Encoding-Tokenizing parameters
instruments = [0, 1]
lead_instrument = ('melody', instruments[0])
accomp_instrument = ('bass', instruments[1])
extract_names = (lead_instrument[0], accomp_instrument[0])
extract_instruments = [lead_instrument[1], accomp_instrument[1]]
name_instrument_map = {
extract_names[0]: extract_instruments[0],
extract_names[1]: extract_instruments[1]
}
sequences = load_midi_to_seq(dataset_path,
name_instrument_map,
recursive=False)
#%%
max_chunks_lists = [4, 5, 6]
steps = [1, 2, 4]
D = AutoVivification()
for i, spq in enumerate(steps):
tokenizer_kwargs = {
'split_in_bar_chunks': 16,
'steps_per_quarter': spq,
'min_note': 60,
'max_note': 72
}
length_per_seq = tokenizer_kwargs[
from loaders.dataloader_midi import load_midi_to_seq
import note_seq
root_dir = '/home/sarantos/Documents/Music_AI/maestro-v2.0.0-midi'
sequences = load_midi_to_seq(root_dir, recursive=True)
print(sequences.size)
seq1 = sequences[0]
seq2 = sequences[1]
seq1_extracted = note_seq.extract_subsequence(seq1, 0.0, 0.5)
seq2_extracted = note_seq.extract_subsequence(seq2, 0.0, 0.5)
print('------SEQ 1--------')
print(seq1_extracted)
print('------SEQ 2--------')
print(seq2_extracted)