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"""Find all the unique characters in a dataset""" | |
import argparse | |
from argparse import RawTextHelpFormatter | |
from TTS.config import load_config | |
from TTS.tts.datasets import load_tts_samples | |
def main(): | |
# pylint: disable=bad-option-value | |
parser = argparse.ArgumentParser( | |
description="""Find all the unique characters or phonemes in a dataset.\n\n""" | |
""" | |
Example runs: | |
python TTS/bin/find_unique_chars.py --config_path config.json | |
""", | |
formatter_class=RawTextHelpFormatter, | |
) | |
parser.add_argument("--config_path", type=str, help="Path to dataset config file.", required=True) | |
args = parser.parse_args() | |
c = load_config(args.config_path) | |
# load all datasets | |
train_items, eval_items = load_tts_samples( | |
c.datasets, eval_split=True, eval_split_max_size=c.eval_split_max_size, eval_split_size=c.eval_split_size | |
) | |
items = train_items + eval_items | |
texts = "".join(item["text"] for item in items) | |
chars = set(texts) | |
lower_chars = filter(lambda c: c.islower(), chars) | |
chars_force_lower = [c.lower() for c in chars] | |
chars_force_lower = set(chars_force_lower) | |
print(f" > Number of unique characters: {len(chars)}") | |
print(f" > Unique characters: {''.join(sorted(chars))}") | |
print(f" > Unique lower characters: {''.join(sorted(lower_chars))}") | |
print(f" > Unique all forced to lower characters: {''.join(sorted(chars_force_lower))}") | |
if __name__ == "__main__": | |
main() | |