How to convert the CP-Word of this project into MIDI ? about midi-bert HOT 3 CLOSED

def write_midi(words, path_outfile, word2event):
    class_keys = word2event.keys()
    midi_obj = miditoolkit.midi.parser.MidiFile()

    # global tempo
    midi_obj.tempo_changes.append(TempoChange(tempo=119, time=0))

    bar_cnt = 0

    all_notes = []

    for i in range(len(words)):
        vals = []
        for kidx, key in enumerate(class_keys):
            vals.append(word2event[key][words[i][kidx]])
        # print(vals)

        if vals[0].split(' ')[-1] == 'New':
            bar_cnt += 1
        if (vals[0].split(' ')[-1] == 'New') or (vals[0].split(' ')[-1] == 'Continue'):
            position_ = vals[1].split(' ')[-1]
            if position_ != "<PAD>" and position_ != "<MASK>":
                position = int(position_.split('/')[0]) - 1
            else:
                continue

            duration_ = vals[3].split(' ')[-1]
            if duration_ != "<PAD>" and duration_ != "<MASK>":
                duration = int(duration_) * 60
                if duration == 0:
                    duration = 60
            else:
                continue

            pitch_ = vals[2].split(' ')[-1]
            if pitch_ != "<PAD>" and pitch_ != "<MASK>":
                pitch = int(pitch_)
            else:
                continue

            st = bar_cnt * BAR_RESOL + position * TICK_RESOL

            et = st + duration
            all_notes.append(miditoolkit.Note(velocity=60 pitch=pitch, start=st, end=et))

    # save midi
    piano_track = Instrument(0, is_drum=False, name='piano')
    piano_track.notes = all_notes
    midi_obj.instruments = [piano_track]
    midi_obj.dump(path_outfile)