add XTTSv2 (coqui_tts extension) (#4673)
--------- Co-authored-by: oobabooga <112222186+oobabooga@users.noreply.github.com>
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extensions/coqui_tts/script.py
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extensions/coqui_tts/script.py
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import html
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import json
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import random
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import time
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from pathlib import Path
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import gradio as gr
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from modules import chat, shared, ui_chat
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from modules.logging_colors import logger
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from modules.ui import create_refresh_button
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from modules.utils import gradio
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try:
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from TTS.api import TTS
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except ModuleNotFoundError:
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logger.error(
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"Could not find the TTS module. Make sure to install the requirements for the coqui_tts extension."
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"\n"
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"\nLinux / Mac:\npip install -r extensions/coqui_tts/requirements.txt\n"
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"\nWindows:\npip install -r extensions\\coqui_tts\\requirements.txt\n"
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"\n"
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"If you used the one-click installer, paste the command above in the terminal window launched after running the \"cmd_\" script. On Windows, that's \"cmd_windows.bat\"."
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)
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raise
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params = {
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"activate": True,
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"autoplay": True,
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"show_text": False,
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"voice": "female_01.wav",
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"language": "English",
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"model_name": "tts_models/multilingual/multi-dataset/xtts_v2",
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"device": "cuda"
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}
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this_dir = str(Path(__file__).parent.resolve())
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model = None
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with open(Path(f"{this_dir}/languages.json"), encoding='utf8') as f:
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languages = json.load(f)
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def get_available_voices():
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return sorted([voice.name for voice in Path(f"{this_dir}/voices").glob("*.wav")])
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def preprocess(raw_input):
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raw_input = html.unescape(raw_input)
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# raw_input = raw_input.strip("\"")
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return raw_input
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def load_model():
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model = TTS(params["model_name"]).to(params["device"])
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return model
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def remove_tts_from_history(history):
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for i, entry in enumerate(history['internal']):
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history['visible'][i] = [history['visible'][i][0], entry[1]]
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return history
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def toggle_text_in_history(history):
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for i, entry in enumerate(history['visible']):
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visible_reply = entry[1]
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if visible_reply.startswith('<audio'):
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if params['show_text']:
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reply = history['internal'][i][1]
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history['visible'][i] = [history['visible'][i][0], f"{visible_reply.split('</audio>')[0]}</audio>\n\n{reply}"]
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else:
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history['visible'][i] = [history['visible'][i][0], f"{visible_reply.split('</audio>')[0]}</audio>"]
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return history
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def random_sentence():
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with open(Path("extensions/coqui_tts/harvard_sentences.txt")) as f:
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return random.choice(list(f))
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def voice_preview(string):
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string = html.unescape(string) or random_sentence()
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output_file = Path('extensions/coqui_tts/outputs/voice_preview.wav')
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model.tts_to_file(
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text=string,
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file_path=output_file,
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speaker_wav=[f"{this_dir}/voices/{params['voice']}"],
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language=languages[params["language"]]
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)
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return f'<audio src="file/{output_file.as_posix()}?{int(time.time())}" controls autoplay></audio>'
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def history_modifier(history):
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# Remove autoplay from the last reply
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if len(history['internal']) > 0:
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history['visible'][-1] = [
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history['visible'][-1][0],
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history['visible'][-1][1].replace('controls autoplay>', 'controls>')
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]
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return history
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def state_modifier(state):
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if not params['activate']:
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return state
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state['stream'] = False
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return state
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def input_modifier(string, state):
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if not params['activate']:
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return string
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shared.processing_message = "*Is recording a voice message...*"
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return string
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def output_modifier(string, state):
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if not params['activate']:
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return string
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original_string = string
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string = preprocess(html.unescape(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/coqui_tts/outputs/{state["character_menu"]}_{int(time.time())}.wav')
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model.tts_to_file(
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text=string,
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file_path=output_file,
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speaker_wav=[f"{this_dir}/voices/{params['voice']}"],
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language=languages[params["language"]]
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)
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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}'
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shared.processing_message = "*Is typing...*"
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return string
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def custom_css():
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path_to_css = Path(f"{this_dir}/style.css")
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return open(path_to_css, 'r').read()
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def setup():
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global model
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print("[XTTS] Loading XTTS...")
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model = load_model()
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print("[XTTS] Done!")
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Path(f"{this_dir}/outputs").mkdir(parents=True, exist_ok=True)
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def ui():
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with gr.Accordion("Coqui TTS (XTTSv2)"):
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with gr.Row():
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activate = gr.Checkbox(value=params['activate'], label='Activate TTS')
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autoplay = gr.Checkbox(value=params['autoplay'], label='Play TTS automatically')
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with gr.Row():
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show_text = gr.Checkbox(value=params['show_text'], label='Show message text under audio player')
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with gr.Row():
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with gr.Row():
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voice = gr.Dropdown(get_available_voices(), label="Voice wav", value=params["voice"])
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create_refresh_button(voice, lambda: None, lambda: {'choices': get_available_voices(), 'value': params["voice"]}, 'refresh-button')
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language = gr.Dropdown(languages.keys(), label="Language", value=params["language"])
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with gr.Row():
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preview_text = gr.Text(show_label=False, placeholder="Preview text", elem_id="silero_preview_text")
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preview_play = gr.Button("Preview")
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preview_audio = gr.HTML(visible=False)
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with gr.Row():
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convert = gr.Button('Permanently replace audios with the message texts')
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convert_cancel = gr.Button('Cancel', visible=False)
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convert_confirm = gr.Button('Confirm (cannot be undone)', variant="stop", visible=False)
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# Convert history with confirmation
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convert_arr = [convert_confirm, convert, convert_cancel]
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convert.click(lambda: [gr.update(visible=True), gr.update(visible=False), gr.update(visible=True)], None, convert_arr)
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convert_confirm.click(
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lambda: [gr.update(visible=False), gr.update(visible=True), gr.update(visible=False)], None, convert_arr).then(
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remove_tts_from_history, gradio('history'), gradio('history')).then(
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chat.save_history, gradio('history', 'unique_id', 'character_menu', 'mode'), None).then(
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chat.redraw_html, gradio(ui_chat.reload_arr), gradio('display'))
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convert_cancel.click(lambda: [gr.update(visible=False), gr.update(visible=True), gr.update(visible=False)], None, convert_arr)
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# Toggle message text in history
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show_text.change(
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lambda x: params.update({"show_text": x}), show_text, None).then(
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toggle_text_in_history, gradio('history'), gradio('history')).then(
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chat.save_history, gradio('history', 'unique_id', 'character_menu', 'mode'), None).then(
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chat.redraw_html, gradio(ui_chat.reload_arr), gradio('display'))
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# Event functions to update the parameters in the backend
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activate.change(lambda x: params.update({"activate": x}), activate, None)
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autoplay.change(lambda x: params.update({"autoplay": x}), autoplay, None)
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voice.change(lambda x: params.update({"voice": x}), voice, None)
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language.change(lambda x: params.update({"language": x}), language, None)
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# Play preview
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preview_text.submit(voice_preview, preview_text, preview_audio)
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preview_play.click(voice_preview, preview_text, preview_audio)
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