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import sys | |
import os,stat | |
import subprocess | |
import random | |
from zipfile import ZipFile | |
import uuid | |
# By using XTTS you agree to CPML license https://coqui.ai/cpml | |
os.environ["COQUI_TOS_AGREED"] = "1" | |
# langid is used to detect language for longer text | |
# Most users expect text to be their own language, there is checkbox to disable it | |
import langid | |
import gradio as gr | |
from TTS.api import TTS | |
from TTS.tts.configs.xtts_config import XttsConfig | |
from TTS.tts.models.xtts import Xtts | |
from TTS.utils.generic_utils import get_user_data_dir | |
HF_TOKEN = os.environ.get("HF_TOKEN") | |
from huggingface_hub import HfApi | |
# will use api to restart space on a unrecoverable error | |
api = HfApi(token=HF_TOKEN) | |
repo_id = "coqui/xtts" | |
# Use never ffmpeg binary for Ubuntu20 to use denoising for microphone input | |
print("Export newer ffmpeg binary for denoise filter") | |
ZipFile("ffmpeg.zip").extractall() | |
print("Make ffmpeg binary executable") | |
st = os.stat('ffmpeg') | |
os.chmod('ffmpeg', st.st_mode | stat.S_IEXEC) | |
# Load TTS | |
from TTS.utils.manage import ModelManager | |
import torch | |
model_name = "tts_models/multilingual/multi-dataset/xtts_v2" | |
ModelManager().download_model(model_name) | |
model_path = os.path.join(get_user_data_dir("tts"), model_name.replace("/", "--")) | |
print("XTTS downloaded") | |
tts = TTS(model_name) | |
if torch.cuda.is_available(): | |
tts.to("cuda") | |
else: | |
tts.to("cpu") | |
# This is for debugging purposes only | |
DEVICE_ASSERT_DETECTED=0 | |
DEVICE_ASSERT_PROMPT=None | |
DEVICE_ASSERT_LANG=None | |
def predict(prompt, language, audio_file_pth, mic_file_path, use_mic, voice_cleanup, no_lang_auto_detect, agree,): | |
if agree == True: | |
supported_languages=["en","es","fr","de","it","pt","pl","tr","ru","nl","cs","ar","zh-cn","ja","ko","hu"] | |
if language not in supported_languages: | |
gr.Warning("Language you put in is not in is not in our Supported Languages, please choose from dropdown") | |
return ( | |
None, | |
None, | |
None, | |
) | |
language_predicted=langid.classify(prompt)[0].strip() # strip need as there is space at end! | |
# tts expects chinese as zh-cn | |
if language_predicted == "zh": | |
#we use zh-cn | |
language_predicted = "zh-cn" | |
print(f"Detected language:{language_predicted}, Chosen language:{language}") | |
# After text character length 15 trigger language detection | |
if len(prompt)>15: | |
# allow any language for short text as some may be common | |
# If user unchecks language autodetection it will not trigger | |
# You may remove this completely for own use | |
if language_predicted != language and not no_lang_auto_detect: | |
#Please duplicate and remove this check if you really want this | |
#Or auto-detector fails to identify language (which it can on pretty short text or mixed text) | |
gr.Warning(f"It looks like your text isn’t the language you chose , if you’re sure the text is the same language you chose, please check disable language auto-detection checkbox" ) | |
return ( | |
None, | |
None, | |
None, | |
) | |
if use_mic == True: | |
if mic_file_path is not None: | |
speaker_wav=mic_file_path | |
else: | |
gr.Warning("Please record your voice with Microphone, or uncheck Use Microphone to use reference audios") | |
return ( | |
None, | |
None, | |
None, | |
) | |
else: | |
speaker_wav=audio_file_pth | |
# Filtering for microphone input, as it has BG noise, maybe silence in beginning and end | |
# This is fast filtering not perfect | |
# Apply all on demand | |
lowpassfilter=denoise=trim=loudness=True | |
if lowpassfilter: | |
lowpass_highpass="lowpass=8000,highpass=75," | |
else: | |
lowpass_highpass="" | |
if trim: | |
# better to remove silence in beginning and end for microphone | |
trim_silence="areverse,silenceremove=start_periods=1:start_silence=0:start_threshold=0.02,areverse,silenceremove=start_periods=1:start_silence=0:start_threshold=0.02," | |
else: | |
trim_silence="" | |
if (voice_cleanup): | |
try: | |
out_filename = speaker_wav + str(uuid.uuid4()) + ".wav" #ffmpeg to know output format | |
#we will use newer ffmpeg as that has afftn denoise filter | |
shell_command = f"./ffmpeg -y -i {speaker_wav} -af {lowpass_highpass}{trim_silence} {out_filename}".split(" ") | |
command_result = subprocess.run([item for item in shell_command], capture_output=False,text=True, check=True) | |
speaker_wav=out_filename | |
print("Filtered microphone input") | |
except subprocess.CalledProcessError: | |
# There was an error - command exited with non-zero code | |
print("Error: failed filtering, use original microphone input") | |
else: | |
speaker_wav=speaker_wav | |
if len(prompt)<2: | |
gr.Warning("Please give a longer prompt text") | |
return ( | |
None, | |
None, | |
None, | |
) | |
if len(prompt)>200: | |
gr.Warning("Text length limited to 200 characters for this demo, please try shorter text. You can clone this space and edit code for your own usage") | |
return ( | |
None, | |
None, | |
None, | |
) | |
global DEVICE_ASSERT_DETECTED | |
if DEVICE_ASSERT_DETECTED: | |
global DEVICE_ASSERT_PROMPT | |
global DEVICE_ASSERT_LANG | |
#It will likely never come here as we restart space on first unrecoverable error now | |
print(f"Unrecoverable exception caused by language:{DEVICE_ASSERT_LANG} prompt:{DEVICE_ASSERT_PROMPT}") | |
try: | |
tts.tts_to_file( | |
text=prompt, | |
file_path="output.wav", | |
language=language, | |
speaker_wav=speaker_wav, | |
) | |
except RuntimeError as e : | |
if "device-side assert" in str(e): | |
# cannot do anything on cuda device side error, need tor estart | |
print(f"Exit due to: Unrecoverable exception caused by language:{language} prompt:{prompt}", flush=True) | |
gr.Warning("Unhandled Exception encounter, please retry in a minute") | |
print("Cuda device-assert Runtime encountered need restart") | |
if not DEVICE_ASSERT_DETECTED: | |
DEVICE_ASSERT_DETECTED=1 | |
DEVICE_ASSERT_PROMPT=prompt | |
DEVICE_ASSERT_LANG=language | |
# HF Space specific.. This error is unrecoverable need to restart space | |
api.restart_space(repo_id=repo_id) | |
else: | |
print("RuntimeError: non device-side assert error:", str(e)) | |
raise e | |
return ( | |
gr.make_waveform( | |
audio="output.wav", | |
), | |
"output.wav", | |
speaker_wav, | |
) | |
else: | |
gr.Warning("Please accept the Terms & Condition!") | |
return ( | |
None, | |
None, | |
None, | |
) | |
title = "🐸 XTTSv2 - 3秒语音合成,支持中英双语,告别电音!" | |
description = f""" | |
## <center>🌟 - 只需上传3~10秒语音,支持13种语言,中文能力极大增强!</center> | |
### <center>🤗 - 使用[Colab笔记本](https://github.com/KevinWang676/Bark-Voice-Cloning)运行;Powered by [Coqui AI](https://coqui.ai/)</center> | |
### <center>🌊 - 更多精彩应用,尽在[滔滔AI](http://www.talktalkai.com);滔滔AI,为爱滔滔!💕</center> | |
### <center>😺️☘️ - 猫尾草修改版 - coqui xTTS v2</center> | |
### <center>女声示例 - The booms were tearing at the blocks, the rudder was banging to and fro, and the whole ship creaking, groaning, and jumping like a manufactory.</center> | |
### <center>男声示例 - It is a pretty little spot there: a grass plateau, running along by the water's edge, and overhung by willows. </center> | |
""".strip() | |
article = """ | |
<div style='margin:20px auto;'> | |
<p>注意❗:请不要生成会对个人以及组织造成侵害的内容,此程序仅供科研、学习及个人娱乐使用。</p> | |
<p>🌊🏞️🎶 - 江水东流急,滔滔无尽声。 明·顾璘</p> | |
</div> | |
""" | |
examples = [ | |
[ | |
"Once when I was six years old I saw a magnificent picture", | |
"en", | |
"examples/female.wav", | |
None, | |
False, | |
False, | |
False, | |
True, | |
], | |
[ | |
"Lorsque j'avais six ans j'ai vu, une fois, une magnifique image", | |
"fr", | |
"examples/male.wav", | |
None, | |
False, | |
False, | |
False, | |
True, | |
False, | |
], | |
[ | |
"Als ich sechs war, sah ich einmal ein wunderbares Bild", | |
"de", | |
"examples/female.wav", | |
None, | |
False, | |
False, | |
False, | |
True, | |
], | |
[ | |
"Cuando tenía seis años, vi una vez una imagen magnífica", | |
"es", | |
"examples/male.wav", | |
None, | |
False, | |
False, | |
False, | |
True, | |
], | |
[ | |
"Quando eu tinha seis anos eu vi, uma vez, uma imagem magnífica", | |
"pt", | |
"examples/female.wav", | |
None, | |
False, | |
False, | |
False, | |
True, | |
], | |
[ | |
"Kiedy miałem sześć lat, zobaczyłem pewnego razu wspaniały obrazek", | |
"pl", | |
"examples/male.wav", | |
None, | |
False, | |
False, | |
False, | |
True, | |
], | |
[ | |
"Un tempo lontano, quando avevo sei anni, vidi un magnifico disegno", | |
"it", | |
"examples/female.wav", | |
None, | |
False, | |
False, | |
False, | |
True, | |
], | |
[ | |
"Bir zamanlar, altı yaşındayken, muhteşem bir resim gördüm", | |
"tr", | |
"examples/female.wav", | |
None, | |
False, | |
False, | |
False, | |
True, | |
], | |
[ | |
"Когда мне было шесть лет, я увидел однажды удивительную картинку", | |
"ru", | |
"examples/female.wav", | |
None, | |
False, | |
False, | |
False, | |
True, | |
], | |
[ | |
"Toen ik een jaar of zes was, zag ik op een keer een prachtige plaat", | |
"nl", | |
"examples/male.wav", | |
None, | |
False, | |
False, | |
False, | |
True, | |
], | |
[ | |
"Když mi bylo šest let, viděl jsem jednou nádherný obrázek", | |
"cs", | |
"examples/female.wav", | |
None, | |
False, | |
False, | |
False, | |
True, | |
], | |
[ | |
"当我还只有六岁的时候, 看到了一副精彩的插画", | |
"zh-cn", | |
"examples/female.wav", | |
None, | |
False, | |
False, | |
False, | |
True, | |
], | |
[ | |
"かつて 六歳のとき、素晴らしい絵を見ました", | |
"ja", | |
"examples/female.wav", | |
None, | |
False, | |
True, | |
False, | |
True, | |
], | |
[ | |
"한번은 내가 여섯 살이었을 때 멋진 그림을 보았습니다.", | |
"ko", | |
"examples/female.wav", | |
None, | |
False, | |
True, | |
False, | |
True, | |
], | |
[ | |
"Egyszer hat éves koromban láttam egy csodálatos képet", | |
"hu", | |
"examples/male.wav", | |
None, | |
False, | |
True, | |
False, | |
True, | |
], | |
[ | |
"当我还只有六岁的时候, 看到了一副精彩的插画", | |
"zh-cn", | |
"examples/xiaoxiao(edgetts).mp3", | |
None, | |
False, | |
False, | |
False, | |
True, | |
], | |
[ | |
"当我还只有六岁的时候, 看到了一副精彩的插画", | |
"zh-cn", | |
"examples/jenny(edgetts).mp3", | |
None, | |
False, | |
False, | |
False, | |
True, | |
], | |
[ | |
"当我还只有六岁的时候, 看到了一副精彩的插画", | |
"zh-cn", | |
"examples/xiaoni(edgetts).mp3", | |
None, | |
False, | |
False, | |
False, | |
True, | |
], | |
[ | |
"当我还只有六岁的时候, 看到了一副精彩的插画", | |
"zh-cn", | |
"examples/hsiaochen(edgetts).mp3", | |
None, | |
False, | |
False, | |
False, | |
True, | |
], | |
] | |
gr.Interface( | |
fn=predict, | |
inputs=[ | |
gr.Textbox( | |
label="想要合成的文本内容", | |
lines=3, | |
placeholder="想说却还没说的 还很多" | |
), | |
gr.Dropdown( | |
label="请选择文本内容对应的语言", | |
choices=[ | |
"en", | |
"es", | |
"fr", | |
"de", | |
"it", | |
"pt", | |
"pl", | |
"tr", | |
"ru", | |
"nl", | |
"cs", | |
"ar", | |
"zh-cn", | |
"ja", | |
"ko", | |
"hu" | |
], | |
max_choices=1, | |
value="zh-cn", | |
), | |
gr.Audio( | |
label="通过文件上传语音", | |
type="filepath", | |
value="examples/female.wav", | |
), | |
gr.Audio(source="microphone", | |
type="filepath", | |
label="使用麦克风上传语音", | |
info="移动端更稳定,电脑端可能无法上传", | |
streaming=True, | |
), | |
gr.Checkbox(label="是否使用麦克风上传语音", | |
value=False, | |
info="默认为否",), | |
gr.Checkbox(label="是否需要去除背景音", | |
value=False, | |
info="默认为否", | |
), | |
gr.Checkbox(label="不使用自动探测语言", | |
value=False, | |
info="勾选此选项则不使用自动探测语言",), | |
gr.Checkbox( | |
label="使用条款", | |
value=True, | |
info="我承诺:不会利用此程序生成对个人或组织造成侵害的任何内容", | |
), | |
], | |
outputs=[ | |
gr.Video(label="为您合成的专属音频"), | |
gr.Audio(label="Synthesised Audio", visible=False), | |
gr.Audio(label="Reference Audio Used", visible=False), | |
], | |
title=title, | |
description=description, | |
article=article, | |
examples=examples, | |
).queue().launch(debug=True,show_api=False,server_name="0.0.0.0") | |