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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 VoiceOption(Enum):
Tetiana = "Тетяна (жіночий) 👩"
Mykyta = "Микита (чоловічий) 👨"
Lada = "Лада (жіночий) 👩"
Dmytro = "Дмитро (чоловічий) 👨"
print(f"CUDA available? {is_available()}")
ukr_tts = TTS(device="cuda" if is_available() else "cpu")
def tts(text: str, voice: str, speed: float):
print("============================")
print("Original text:", text)
print("Voice", voice)
print("Time:", datetime.utcnow())
voice_mapping = {
VoiceOption.Tetiana.value: Voices.Tetiana.value,
VoiceOption.Mykyta.value: Voices.Mykyta.value,
VoiceOption.Lada.value: Voices.Lada.value,
VoiceOption.Dmytro.value: Voices.Dmytro.value,
}
speaker_name = voice_mapping[voice]
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.Dictionary.value, speed, str(datetime.utcnow())]
)
with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as fp:
_, text = ukr_tts.tts(text, speaker_name, Stress.Dictionary.value, 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 речення.",
),
gr.components.Radio(
label="Голос",
choices=[option.value for option in VoiceOption],
value=VoiceOption.Tetiana.value,
),
gr.components.Slider(
label="Швидкість", minimum=0.5, maximum=2, value=1, step=0.05
),
],
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=[
[
"Привіт, як тебе звати?",
VoiceOption.Tetiana.value,
1,
],
[
"Введіть, будь ласка, св+оє реч+ення.",
VoiceOption.Dmytro.value,
1,
],
[
"Введіть, будь ласка, своє речення.",
VoiceOption.Dmytro.value,
1.3,
],
[
"Введіть, будь ласка, своє речення.",
VoiceOption.Mykyta.value,
1,
],
[
"Введіть, будь ласка, своє речення.",
VoiceOption.Mykyta.value,
0.7,
],
[
"Договір підписано 4 квітня 1949 року.",
VoiceOption.Lada.value,
0.9,
],
],
)
iface.queue(concurrency_count=6) # for HF specifically
iface.launch()
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