Improve Silero Preprocessing to Handle European Numbers and Decimals
Also add a test script to generate audio clips from CLI
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79
extensions/silero_tts/test_tts.py
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79
extensions/silero_tts/test_tts.py
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import time
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from pathlib import Path
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import torch
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import tts_preprocessor
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torch._C._jit_set_profiling_mode(False)
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params = {
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'activate': True,
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'speaker': 'en_49',
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'language': 'en',
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'model_id': 'v3_en',
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'sample_rate': 48000,
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'device': 'cpu',
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'show_text': True,
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'autoplay': True,
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'voice_pitch': 'medium',
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'voice_speed': 'medium',
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}
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current_params = params.copy()
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voices_by_gender = ['en_99', 'en_45', 'en_18', 'en_117', 'en_49', 'en_51', 'en_68', 'en_0', 'en_26', 'en_56', 'en_74', 'en_5', 'en_38', 'en_53', 'en_21', 'en_37', 'en_107', 'en_10', 'en_82', 'en_16', 'en_41', 'en_12', 'en_67', 'en_61', 'en_14', 'en_11', 'en_39', 'en_52', 'en_24', 'en_97', 'en_28', 'en_72', 'en_94', 'en_36', 'en_4', 'en_43', 'en_88', 'en_25', 'en_65', 'en_6', 'en_44', 'en_75', 'en_91', 'en_60', 'en_109', 'en_85', 'en_101', 'en_108', 'en_50', 'en_96', 'en_64', 'en_92', 'en_76', 'en_33', 'en_116', 'en_48', 'en_98', 'en_86', 'en_62', 'en_54', 'en_95', 'en_55', 'en_111', 'en_3', 'en_83', 'en_8', 'en_47', 'en_59', 'en_1', 'en_2', 'en_7', 'en_9', 'en_13', 'en_15', 'en_17', 'en_19', 'en_20', 'en_22', 'en_23', 'en_27', 'en_29', 'en_30', 'en_31', 'en_32', 'en_34', 'en_35', 'en_40', 'en_42', 'en_46', 'en_57', 'en_58', 'en_63', 'en_66', 'en_69', 'en_70', 'en_71', 'en_73', 'en_77', 'en_78', 'en_79', 'en_80', 'en_81', 'en_84', 'en_87', 'en_89', 'en_90', 'en_93', 'en_100', 'en_102', 'en_103', 'en_104', 'en_105', 'en_106', 'en_110', 'en_112', 'en_113', 'en_114', 'en_115']
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voice_pitches = ['x-low', 'low', 'medium', 'high', 'x-high']
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voice_speeds = ['x-slow', 'slow', 'medium', 'fast', 'x-fast']
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# Used for making text xml compatible, needed for voice pitch and speed control
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table = str.maketrans({
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"<": "<",
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">": ">",
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"&": "&",
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"'": "'",
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'"': """,
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})
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def xmlesc(txt):
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return txt.translate(table)
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def load_model():
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model, example_text = torch.hub.load(repo_or_dir='snakers4/silero-models', model='silero_tts', language=params['language'], speaker=params['model_id'])
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model.to(params['device'])
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return model
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model = load_model()
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def output_modifier(string):
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"""
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This function is applied to the model outputs.
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"""
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global model, current_params
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original_string = string
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string = tts_preprocessor.preprocess(string)
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processed_string = string
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if string == '':
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string = '*Empty reply, try regenerating*'
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else:
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output_file = Path(f'extensions/silero_tts/outputs/test_{int(time.time())}.wav')
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prosody = '<prosody rate="{}" pitch="{}">'.format(params['voice_speed'], params['voice_pitch'])
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silero_input = f'<speak>{prosody}{xmlesc(string)}</prosody></speak>'
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model.save_wav(ssml_text=silero_input, speaker=params['speaker'], sample_rate=int(params['sample_rate']), audio_path=str(output_file))
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autoplay = 'autoplay' if params['autoplay'] else ''
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string = f'<audio src="file/{output_file.as_posix()}" controls {autoplay}></audio>'
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if params['show_text']:
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string += f'\n\n{original_string}\n\nProcessed:\n{processed_string}'
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print(string)
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if __name__ == '__main__':
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import sys
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output_modifier(sys.argv[1])
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@@ -1,4 +1,5 @@
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import re
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import locale
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from num2words import num2words
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@@ -39,7 +40,7 @@ def preprocess(string):
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string = string.replace('"', '')
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string = string.replace('“', '')
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string = string.replace('\n', ' ')
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string = remove_commas(string)
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string = convert_num_locale(string)
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string = replace_negative(string)
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string = replace_roman(string)
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string = hyphen_range_to(string)
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@@ -108,8 +109,9 @@ def hyphen_range_to(text):
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def num_to_words(text):
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pattern = re.compile(r'\d+')
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result = pattern.sub(lambda x: num2words(int(x.group())), text)
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# 1000 or 10.23
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pattern = re.compile(r'\d+\.\d+|\d+')
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result = pattern.sub(lambda x: num2words(float(x.group())), text)
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return result
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@@ -145,11 +147,23 @@ def match_mapping(char, result):
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return result + char
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def remove_commas(text):
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# This handles American locale numbers
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# TODO This should probably be adapted to detect locale
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def convert_num_locale(text):
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# This detects locale and converts it to American without comma separators
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pattern = re.compile(r'(?:\s|^)\d{1,3}(?:\.\d{3})*(?:,\d+)?(?:\s|$)')
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result = text
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while True:
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match = pattern.search(result)
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if match is None:
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break
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start = match.start()
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end = match.end()
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result = result[0:start] + result[start:end].replace('.', '').replace(',', '.') + result[end:len(result)]
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# removes comma separators from existing American numbers
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pattern = re.compile(r'(\d),(\d)')
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result = pattern.sub(r'\1\2', text)
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result = pattern.sub(r'\1\2', result)
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return result
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