Module music_df.scripts.midi_to_csvs

Functions

def do_midi_file(midi_file, config, output_list, error_file_list)
Expand source code
def do_midi_file(midi_file, config, output_list, error_file_list):
    try:
        output_basename = (
            midi_file.replace(config.input_folder, "")
            .lstrip(os.path.sep)
            .replace(" ", "_")
            .replace(os.path.sep, "+")
            .replace(".mid", ".csv")
        )
        output_path = os.path.join(config.output_folder, output_basename)

        if os.path.exists(output_path) and not config.overwrite:
            return

        if config.filter_midi_reading_warnings:
            warnings.filterwarnings("ignore", message="note_off event")

        music_df = read_midi(midi_file)
        music_df = music_df[music_df.type.isin(config.event_types)]
        music_df = music_df.drop("filename", axis=1)
        if config.release_delta:
            music_df["release"] = music_df["release"] + config.release_delta
        if config.quantize_tpq:
            music_df = quantize_df(music_df, tpq=config.quantize_tpq)
        if config.salami_slice:
            music_df = salami_slice(music_df)
        music_df.to_csv(output_path)

        print(f"Wrote {output_path}")
        output_list.append(midi_file)
    except Exception as exc:
        error_file_list.append((midi_file, repr(exc)))
def get_midi_files(folder_path)
Expand source code
def get_midi_files(folder_path):
    # Use os.path.join to construct the search pattern
    search_pattern = os.path.join(folder_path, "**", "*.mid")

    # Use glob.glob with recursive=True to get all matching files
    return glob.glob(search_pattern, recursive=True)
def main()
Expand source code
def main():
    config = read_config_oc(
        config_path=None, cli_args=sys.argv[1:], config_cls=MidiToCSVConfig
    )
    if config.debug:

        def custom_excepthook(exc_type, exc_value, exc_traceback):
            traceback.print_exception(
                exc_type, exc_value, exc_traceback, file=sys.stdout
            )
            pdb.post_mortem(exc_traceback)

        sys.excepthook = custom_excepthook

    midi_files = get_midi_files(config.input_folder)
    if config.regex is not None:
        midi_files = [f for f in midi_files if re.search(config.regex, f)]
    random.seed(config.seed)
    if config.random_files:
        random.shuffle(midi_files)

    midi_files = midi_files[: config.max_files]
    os.makedirs(config.output_folder, exist_ok=True)
    if config.num_workers > 1:
        manager = Manager()
        output_files = manager.list()
        error_files = manager.list()
        with Pool(config.num_workers) as pool:
            list(
                pool.imap_unordered(
                    partial(
                        do_midi_file,
                        config=config,
                        output_list=output_files,
                        error_file_list=error_files,
                    ),
                    midi_files,
                )
            )
    else:
        output_files = []
        error_files = []
        for midi_file in midi_files:
            do_midi_file(midi_file, config, output_files, error_files)

    write_json(config, output_files)

    if error_files:
        print("Errors:")
        for midi_file, exception_str in error_files:
            print(f"{midi_file}: {exception_str}")
        print(f"{len(error_files)} total error files")
def write_json(config, output_files)
Expand source code
def write_json(config, output_files):
    json_path = os.path.join(config.output_folder, "source_files.json")
    if not config.overwrite and os.path.exists(json_path):
        with open(json_path, "r") as inf:
            existing_contents = json.load(inf)
        with open(json_path, "w") as outf:
            json.dump(existing_contents + list(output_files), outf)
    else:
        with open(json_path, "w") as outf:
            json.dump(list(output_files), outf, indent=2)

Classes

class MidiToCSVConfig (input_folder: str,
output_folder: str,
max_files: int | None = None,
random_files: bool = False,
salami_slice: bool = True,
seed: int = 42,
event_types: Iterable[str] = <factory>,
overwrite: bool = False,
filter_midi_reading_warnings: bool = True,
num_workers: int = 8,
regex: str | None = None,
debug: bool = False,
release_delta: float = 0.00208333000000005,
quantize_tpq: int = 96)
Expand source code
@dataclass
class MidiToCSVConfig:
    input_folder: str
    output_folder: str
    max_files: int | None = None
    random_files: bool = False
    salami_slice: bool = True
    seed: int = 42
    event_types: Iterable[str] = field(
        default_factory=lambda: {"note", "time_signature", "bar"}
    )
    overwrite: bool = False
    filter_midi_reading_warnings: bool = True
    num_workers: int = 8
    regex: str | None = None
    debug: bool = False
    # When working with files output by musescore (which I am using to quantize the
    #   midi) appears to trim this amount from the duration of every note, so we add it
    #   back in.
    release_delta: float = 0.00208333000000005
    quantize_tpq: int = 96

MidiToCSVConfig(input_folder: str, output_folder: str, max_files: int | None = None, random_files: bool = False, salami_slice: bool = True, seed: int = 42, event_types: Iterable[str] = , overwrite: bool = False, filter_midi_reading_warnings: bool = True, num_workers: int = 8, regex: str | None = None, debug: bool = False, release_delta: float = 0.00208333000000005, quantize_tpq: int = 96)

Instance variables

var debug : bool
var event_types : Iterable[str]
var filter_midi_reading_warnings : bool
var input_folder : str
var max_files : int | None
var num_workers : int
var output_folder : str
var overwrite : bool
var quantize_tpq : int
var random_files : bool
var regex : str | None
var release_delta : float
var salami_slice : bool
var seed : int