| import argparse |
| import json |
| import os |
| import soundfile as sf |
| from tqdm import tqdm |
| from rich import print |
|
|
|
|
| def preprocess_one_dir(in_data_dir, out_dir, data_type): |
| """Create .json file for one condition.""" |
| mix_infos = [] |
| s1_infos = [] |
| s2_infos = [] |
| in_dir = os.path.abspath(os.path.join(in_data_dir, data_type)) |
| print("Process {} set...".format(data_type)) |
| for root, dirs, files in os.walk(in_dir): |
| for file in files: |
| if file.endswith(".wav") and file.startswith("mix"): |
| file_path = os.path.join(root, file) |
| audio, _ = sf.read(file_path) |
| mix_infos.append(( |
| file_path, |
| len(audio), |
| )) |
| |
| file_path = file_path.replace("mix", "spk1_reverb") |
| audio, _ = sf.read(file_path) |
| s1_infos.append(( |
| file_path, |
| len(audio), |
| )) |
| |
| file_path = file_path.replace("spk1_reverb", "spk2_reverb") |
| audio, _ = sf.read(file_path) |
| s2_infos.append(( |
| file_path, |
| len(audio), |
| )) |
| print("Process num: {}".format(len(mix_infos)), end="\r") |
| |
| if not os.path.exists(os.path.join(out_dir, data_type)): |
| os.makedirs(os.path.join(out_dir, data_type)) |
| with open(os.path.join(out_dir, data_type, "mix.json"), "w") as f: |
| json.dump(mix_infos, f, indent=4) |
| |
| with open(os.path.join(out_dir, data_type, "s1.json"), "w") as f: |
| json.dump(s1_infos, f, indent=4) |
| |
| with open(os.path.join(out_dir, data_type, "s2.json"), "w") as f: |
| json.dump(s2_infos, f, indent=4) |
|
|
|
|
| def preprocess_lrs2_audio(inp_args): |
| """Create .json files for all conditions.""" |
| for data_type in ["train", "val", "test"]: |
| preprocess_one_dir( |
| inp_args.in_dir, inp_args.out_dir, data_type |
| ) |
|
|
|
|
| if __name__ == "__main__": |
| parser = argparse.ArgumentParser("LRS2 audio data preprocessing") |
| parser.add_argument( |
| "--in_dir", |
| type=str, |
| default=None, |
| help="Directory path of audio including tr, cv and tt", |
| ) |
| parser.add_argument( |
| "--out_dir", type=str, default=None, help="Directory path to put output files" |
| ) |
| args = parser.parse_args() |
| print(args) |
| preprocess_lrs2_audio(args) |
| |
|
|