| """make_slakh16k_index.py |
| USAGE: |
| python tasks/utils/mirdata_dev/scripts/make_slakh_index.py '../data' '2100-yourmt3-16k' |
| |
| """ |
| import argparse |
| import glob |
| import json |
| import os |
| import yaml |
| from mirdata.validate import md5 |
|
|
|
|
| def get_file_info(path): |
| if os.path.exists(path): |
| return [path, md5(path)] |
| else: |
| print("warning: {} not found. check metadata for omitted files.".format( |
| path)) |
| return [None, None] |
|
|
|
|
| def make_dataset_index(dataset_data_path, version): |
| curr_dir = os.getcwd() |
| os.chdir(dataset_data_path) |
|
|
| dataset_index_path = os.path.join(dataset_data_path, "mirdata_indexes", |
| f"slakh_index_{version}.json") |
|
|
| if version == "baby": |
| splits = [""] |
| topdir = "babyslakh_16k" |
| fmt = "wav" |
| elif version == "2100-yourmt3-16k": |
| splits = ["train", "validation", "test"] |
| topdir = "slakh2100_yourmt3_16k" |
| fmt = "wav" |
| elif version == "2100-redux": |
| splits = ["train", "validation", "test", "omitted"] |
| topdir = "slakh2100_flac_redux" |
| fmt = "flac" |
| multitrack_index = {} |
| track_index = {} |
|
|
| for split in splits: |
| mtrack_ids = sorted([ |
| os.path.basename(folder) |
| for folder in glob.glob(os.path.join(topdir, split, "Track*")) |
| ]) |
| for mtrack_id in mtrack_ids: |
| print(f'indexing multitrack: {mtrack_id}') |
| mtrack_path = os.path.join(topdir, split, mtrack_id) |
| metadata_path = os.path.join(mtrack_path, "metadata.yaml") |
| with open(metadata_path, "r") as fhandle: |
| metadata = yaml.safe_load(fhandle) |
|
|
| mtrack_midi_path = os.path.join(mtrack_path, "all_src.mid") |
| mix_path = os.path.join(mtrack_path, "mix.{}".format(fmt)) |
|
|
| track_ids = [] |
| for track_id in metadata["stems"].keys(): |
| if metadata["stems"][track_id]["audio_rendered"] is not True: |
| continue |
| if metadata["stems"][track_id]["midi_saved"] is not True: |
| continue |
| audio_path = os.path.join(mtrack_path, "stems", |
| "{}.{}".format(track_id, fmt)) |
| midi_path = os.path.join(mtrack_path, "MIDI", |
| "{}.mid".format(track_id)) |
| midi_file_info = get_file_info(midi_path) |
| |
| if midi_file_info[0] is None: |
| continue |
| if get_file_info(audio_path)[0] is None: |
| continue |
| track_id = "{}-{}".format(mtrack_id, track_id) |
| track_ids.append(track_id) |
| track_index[track_id] = { |
| "audio": get_file_info(audio_path), |
| "midi": [midi_file_info[0], midi_file_info[1]], |
| "metadata": get_file_info(metadata_path), |
| } |
|
|
| multitrack_index[mtrack_id] = { |
| "tracks": track_ids, |
| "midi": get_file_info(mtrack_midi_path), |
| "mix": get_file_info(mix_path), |
| "metadata": get_file_info(metadata_path), |
| } |
|
|
| |
| dataset_index = { |
| "version": version, |
| "tracks": track_index, |
| "multitracks": multitrack_index, |
| } |
|
|
| os.chdir(curr_dir) |
| with open(dataset_index_path, "w") as fhandle: |
| json.dump(dataset_index, fhandle, indent=2) |
|
|
|
|
| def main(args): |
| make_dataset_index(args.dataset_data_path, args.version) |
| print( |
| f"A new index file is copied to {args.dataset_data_path}/mirdata_indexes/" |
| ) |
|
|
|
|
| if __name__ == "__main__": |
| PARSER = argparse.ArgumentParser(description="Make dataset index file.") |
| PARSER.add_argument( |
| "dataset_data_path", type=str, help="Path to dataset data folder.") |
| PARSER.add_argument( |
| "version", |
| type=str, |
| help="Dataset version. baby or 2100-redux or 2100-yourmt3-16k") |
| main(PARSER.parse_args()) |