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| import tempfile | |
| import gradio as gr | |
| from datetime import datetime | |
| from enum import Enum | |
| from ukrainian_tts.tts import TTS, Stress, Voices | |
| from torch.cuda import is_available | |
| from os import getenv | |
| from data_logger import log_data | |
| from threading import Thread | |
| from queue import Queue | |
| from time import sleep | |
| def check_thread(logging_queue: Queue): | |
| logging_callback = log_data( | |
| hf_token=getenv("HF_API_TOKEN"), dataset_name="uk-tts-output", private=True | |
| ) | |
| while True: | |
| sleep(60) | |
| batch = [] | |
| while not logging_queue.empty(): | |
| batch.append(logging_queue.get()) | |
| if len(batch) > 0: | |
| try: | |
| logging_callback(batch) | |
| except: | |
| print( | |
| "Error happened while pushing data to HF. Puttting items back in queue..." | |
| ) | |
| for item in batch: | |
| logging_queue.put(item) | |
| if getenv("HF_API_TOKEN") is not None: | |
| log_queue = Queue() | |
| t = Thread(target=check_thread, args=(log_queue,)) | |
| t.start() | |
| class StressOption(Enum): | |
| AutomaticStress = "Автоматичні наголоси (за словником) 📖" | |
| AutomaticStressWithModel = "Автоматичні наголоси (за допомогою моделі) 🧮" | |
| class VoiceOption(Enum): | |
| Olena = "Олена (жіночий) 👩" | |
| Mykyta = "Микита (чоловічий) 👨" | |
| Lada = "Лада (жіночий) 👩" | |
| Dmytro = "Дмитро (чоловічий) 👨" | |
| Olga = "Ольга (жіночий) 👩" | |
| print(f"CUDA available? {is_available()}") | |
| ukr_tts = TTS() | |
| def tts(text: str, voice: str, stress: str, speed: float): | |
| print("============================") | |
| print("Original text:", text) | |
| print("Voice", voice) | |
| print("Stress:", stress) | |
| print("Time:", datetime.utcnow()) | |
| voice_mapping = { | |
| VoiceOption.Olena.value: Voices.Olena.value, | |
| VoiceOption.Mykyta.value: Voices.Mykyta.value, | |
| VoiceOption.Lada.value: Voices.Lada.value, | |
| VoiceOption.Dmytro.value: Voices.Dmytro.value, | |
| VoiceOption.Olga.value: Voices.Olga.value, | |
| } | |
| stress_mapping = { | |
| StressOption.AutomaticStress.value: Stress.Dictionary.value, | |
| StressOption.AutomaticStressWithModel.value: Stress.Model.value, | |
| } | |
| speaker_name = voice_mapping[voice] | |
| stress_selected = stress_mapping[stress] | |
| text_limit = 7200 | |
| text = ( | |
| text if len(text) < text_limit else text[0:text_limit] | |
| ) # mitigate crashes on hf space | |
| if getenv("HF_API_TOKEN") is not None: | |
| log_queue.put( | |
| [text, speaker_name, stress_selected, speed, str(datetime.utcnow())] | |
| ) | |
| with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as fp: | |
| _, text = ukr_tts.tts(text, speaker_name, stress_selected, fp, speed) | |
| return fp.name, text | |
| with open("README.md") as file: | |
| article = file.read() | |
| article = article[article.find("---\n", 4) + 5 : :] | |
| iface = gr.Interface( | |
| fn=tts, | |
| inputs=[ | |
| gr.components.Textbox( | |
| label="Input", | |
| value="Введіть, будь ласка, своє р+ечення.", | |
| ), | |
| gr.components.Radio( | |
| label="Голос", | |
| choices=[option.value for option in VoiceOption], | |
| value=VoiceOption.Olena.value, | |
| ), | |
| gr.components.Radio( | |
| label="Наголоси", | |
| choices=[option.value for option in StressOption], | |
| value=StressOption.AutomaticStress.value, | |
| ), | |
| gr.components.Slider( | |
| label="Швидкість", minimum=0.5, maximum=2, value=1, step=0.1 | |
| ), | |
| ], | |
| outputs=[ | |
| gr.components.Audio(label="Output"), | |
| gr.components.Textbox(label="Наголошений текст"), | |
| ], | |
| title="🤖💬🇺🇦 - ESPNET", | |
| description="Україномовний🇺🇦 TTS за допомогою ESPNET (щоб вручну поставити наголос, використовуйте + перед голосною)", | |
| article=article, | |
| examples=[ | |
| [ | |
| "Вв+едіть, будь ласка, св+оє реч+ення.", | |
| VoiceOption.Dmytro.value, | |
| StressOption.AutomaticStress.value, | |
| 1, | |
| ], | |
| [ | |
| "Вв+едіть, будь ласка, св+оє реч+ення.", | |
| VoiceOption.Dmytro.value, | |
| StressOption.AutomaticStress.value, | |
| 1.3, | |
| ], | |
| [ | |
| "Введіть, будь ласка, своє речення.", | |
| VoiceOption.Mykyta.value, | |
| StressOption.AutomaticStress.value, | |
| 1, | |
| ], | |
| [ | |
| "Введіть, будь ласка, своє речення.", | |
| VoiceOption.Mykyta.value, | |
| StressOption.AutomaticStress.value, | |
| 0.7, | |
| ], | |
| [ | |
| "Введіть, будь ласка, своє речення.", | |
| VoiceOption.Olena.value, | |
| StressOption.AutomaticStress.value, | |
| 1, | |
| ], | |
| [ | |
| "Привіт, як тебе звати?", | |
| VoiceOption.Olga.value, | |
| StressOption.AutomaticStress.value, | |
| 1, | |
| ], | |
| [ | |
| "Договір підписано 4 квітня 1949 року.", | |
| VoiceOption.Lada.value, | |
| StressOption.AutomaticStress.value, | |
| 1, | |
| ], | |
| ], | |
| ) | |
| iface.queue(concurrency_count=6) | |
| iface.launch() | |