Nex-RVC / colab (1).py
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import gradio as gr
import os, shutil
import subprocess, glob
from datetime import datetime
from tools.useftools import *
os.environ["rmvpe_root"] = "assets/rmvpe"
os.environ['index_root']="logs"
os.environ['weight_root']="assets/weights"
from infer.modules.vc.modules import VC
from configs.config import Config
import torch
from next import *
os.makedirs(os.path.join(".", "audios"), exist_ok=True)
config = Config()
vc = VC(config)
def warn(text):
try: gr.Warning(text)
except: pass
def load_model(model_picker,index_picker):
logs = show_available("logs")
if model_picker.replace(".pth","") in logs:
log = model_picker.replace(".pth","")
else:
log = index_picker
warn("Could not find a matching index file.")
vc.get_vc(model_picker,0,0)
return {"choices":logs,"value":log,"__type__": "update"}
def convert(audio_picker,model_picker,index_picker,index_rate,pitch,method):
warn("Your audio is being converted. Please wait.")
now = datetime.now().strftime("%d%m%Y%H%M%S")
index_files = glob.glob(f"logs/{index_picker}/*.index")
if index_files:
print(f"Found index: {index_files[0]}")
else:
warn("Sorry, I couldn't find your .index file.")
print("Did not find a matching .index file")
index_files = [f'logs/{model_picker}/fake_index.index']
device = "cuda" if torch.cuda.is_available() else "cpu"
command = [
"python",
"tools/infer_cli.py",
"--f0up_key", str(pitch),
"--input_path", f"audios/{audio_picker}",
"--index_path", index_files[0],
"--f0method", method,
"--opt_path", f"audios/cli_output_{now}.wav",
"--model_name", f"{model_picker}",
"--index_rate", str(float(index_rate)),
"--device", device,
"--filter_radius", "3",
"--resample_sr", "0",
"--rms_mix_rate", "0.0",
"--protect", "0"
]
try:
process = subprocess.run(command, check=True)
print("Script executed successfully.")
return {"choices":show_available("audios"),"__type__":"update","value":f"cli_output_{now}.wav"},f"audios/cli_output_{now}.wav"
except subprocess.CalledProcessError as e:
print(f"Error: {e}")
return {"choices":show_available("audios"),"__type__":"update"}, None
assets_folder = "assets"
if not os.path.exists(assets_folder):
os.makedirs(assets_folder)
files = {
"rmvpe/rmvpe.pt":"https://huggingface.co/Hev832/baser-vc/blob/main/rmvpe.pt",
"hubert/hubert_base.pt":"https://huggingface.co/Hev832/baser-vc/blob/main/hubert_base.pt"
}
for file, link in files.items():
file_path = os.path.join(assets_folder, file)
if not os.path.exists(file_path):
try:
subprocess.run(['wget', link, '-O', file_path], check=True)
except subprocess.CalledProcessError as e:
print(f"Error downloading {file}: {e}")
def download_from_url(url, model):
if model =='':
try:
model = url.split('/')[-1].split('?')[0]
except:
return "You need to name your model. For example: My-Model", {"choices":show_available("assets/weights"),"__type__":"update"}
url=url.replace('/blob/main/','/resolve/main/')
model=model.replace('.pth','').replace('.index','').replace('.zip','')
print(f"Model name: {model}")
if url == '':
return "URL cannot be left empty.", {"choices":show_available("assets/weights"),"__type__":"update"}
url = url.strip()
zip_dirs = ["zips", "unzips"]
for directory in zip_dirs:
if os.path.exists(directory):
shutil.rmtree(directory)
os.makedirs("zips", exist_ok=True)
os.makedirs("unzips", exist_ok=True)
zipfile = model + '.zip'
zipfile_path = './zips/' + zipfile
try:
if url.endswith('.pth'):
subprocess.run(["wget", url, "-O", f'./assets/weights/{model}.pth'])
return f"Sucessfully downloaded as {model}.pth", {"choices":show_available("assets/weights"),"__type__":"update"}
elif url.endswith('.index'):
if not os.path.exists(f'./logs/{model}'): os.makedirs(f'./logs/{model}')
subprocess.run(["wget", url, "-O", f'./logs/{model}/added_{model}.index'])
return f"Successfully downloaded as added_{model}.index", {"choices":show_available("assets/weights"),"__type__":"update"}
if "drive.google.com" in url:
subprocess.run(["gdown", url, "--fuzzy", "-O", zipfile_path])
elif "mega.nz" in url:
m = Mega()
m.download_url(url, './zips')
else:
subprocess.run(["wget", url, "-O", zipfile_path])
for filename in os.listdir("./zips"):
if filename.endswith(".zip"):
zipfile_path = os.path.join("./zips/",filename)
shutil.unpack_archive(zipfile_path, "./unzips", 'zip')
for root, dirs, files in os.walk('./unzips'):
for file in files:
file_path = os.path.join(root, file)
if file.endswith(".index"):
os.mkdir(f'./logs/{model}')
shutil.copy2(file_path,f'./logs/{model}')
elif "G_" not in file and "D_" not in file and file.endswith(".pth"):
shutil.copy(file_path,f'./assets/weights/{model}.pth')
elif filename.endswith(".pth"):
shutil.copy2(os.path.join("./zips/",filename),f'./assets/weights/{model}.pth')
elif filename.endswith(".index"):
os.mkdir(f'./logs/{model}')
shutil.copy2(os.path.join("./zips/",filename),f'./logs/{model}/')
else:
return "No zipfile found.", {"choices":show_available("assets/weights"),"__type__":"update"}
shutil.rmtree("zips")
shutil.rmtree("unzips")
return "Success.", {"choices":show_available("assets/weights"),"__type__":"update"}
except:
return "There's been an error.", {"choices":show_available("assets/weights"),"__type__":"update"}
def import_from_name(model):
try:
url = models[f'{model}']
except:
return "", {"__type__":"update"}
url=url.replace('/blob/main/','/resolve/main/')
print(f"Model name: {model}")
if url == '':
return "", {"__type__":"update"}
url = url.strip()
zip_dirs = ["zips", "unzips"]
for directory in zip_dirs:
if os.path.exists(directory):
shutil.rmtree(directory)
os.makedirs("zips", exist_ok=True)
os.makedirs("unzips", exist_ok=True)
zipfile = model + '.zip'
zipfile_path = './zips/' + zipfile
try:
if url.endswith('.pth'):
subprocess.run(["wget", url, "-O", f'./assets/weights/{model}.pth'])
return f"", {"choices":show_available("assets/weights"),"__type__":"update","value":f"{model}.pth"}
if "drive.google.com" in url:
subprocess.run(["gdown", url, "--fuzzy", "-O", zipfile_path])
elif "mega.nz" in url:
m = Mega()
m.download_url(url, './zips')
else:
subprocess.run(["wget", url, "-O", zipfile_path])
for filename in os.listdir("./zips"):
if filename.endswith(".zip"):
zipfile_path = os.path.join("./zips/",filename)
shutil.unpack_archive(zipfile_path, "./unzips", 'zip')
for root, dirs, files in os.walk('./unzips'):
for file in files:
file_path = os.path.join(root, file)
if file.endswith(".index"):
os.mkdir(f'./logs/{model}')
shutil.copy2(file_path,f'./logs/{model}')
elif "G_" not in file and "D_" not in file and file.endswith(".pth"):
shutil.copy(file_path,f'./assets/weights/{model}.pth')
elif filename.endswith(".pth"):
shutil.copy2(os.path.join("./zips/",filename),f'./assets/weights/{model}.pth')
elif filename.endswith(".index"):
os.mkdir(f'./logs/{model}')
shutil.copy2(os.path.join("./zips/",filename),f'./logs/{model}/')
else:
return "", {"__type__":"update"}
shutil.rmtree("zips")
shutil.rmtree("unzips")
return "", {"choices":show_available("assets/weights"),"__type__":"update","value":f"{model}.pth"}
except:
return "", {"__type__":"update"}
def show_available(filepath,format=None):
if format:
print(f"Format: {format}")
files = []
for file in os.listdir(filepath):
if file.endswith(format):
print(f"Matches format: {file}")
files.append(file)
else:
print(f"Does not match format: {file}")
print(f"Matches: {files}")
if len(files) < 1:
return ['']
return files
if len(os.listdir(filepath)) < 1:
return ['']
return os.listdir(filepath)
def upload_file(file):
audio_formats = ['.wav', '.mp3', '.ogg', '.flac', '.aac']
print(file)
try:
_, ext = os.path.splitext(file.name)
filename = os.path.basename(file.name)
file_path = file.name
except AttributeError:
_, ext = os.path.splitext(file)
filename = os.path.basename(file)
file_path = file
if ext.lower() in audio_formats:
if os.path.exists(f'audios/{filename}'):
os.remove(f'audios/{filename}')
shutil.move(file_path,'audios')
else:
warn('File incompatible')
return {"choices":show_available('audios'),"__type__": "update","value":filename}
def refresh_audio():
return {"choices":show_available("audios"),"__type__": "update"}
def refresh_model():
return {"choices":show_available("assets/weights",".pth"),"__type__": "update"},{"choices":show_available("logs"),"__type__": "update"}
def update_audio_player(choice):
return os.path.join("audios",choice)
with gr.Blocks(theme=blue_theme) as app:
gr.Markdown("# Nex RVC 💻")
gr.Markdown("## Easy and fast RVC 🗣️")
with gr.TabItem("inference"):
model_picker = gr.Dropdown(label="Model: ", choices=show_available('assets/weights', '.pth'), value=show_available('assets/weights', '.pth')[0], interactive=True, allow_custom_value=True)
index_picker = gr.Dropdown(label="Index:", choices=show_available('logs'), value=show_available('logs')[0], interactive=True, allow_custom_value=True)
model_picker.change(fn=load_model, inputs=[model_picker, index_picker], outputs=[index_picker])
with gr.Row():
model_refresher = gr.Button("Refresh Model")
model_refresher.click(fn=refresh_model, inputs=[], outputs=[model_picker, index_picker])
with gr.Accordion('settings', open=False):
index_rate = gr.Slider(label='Index Rate:', minimum=0, maximum=1, value=0.66, step=0.01)
pitch = gr.Slider(label='Pitch (-12 to 12):', minimum=-12, maximum=12, step=1, value=0, interactive=True)
method = gr.Dropdown(label="Method:", choices=["rmvpe", "pm"], value="rmvpe")
recorder = gr.Microphone(label="Record audio here...", type='filepath')
audio_picker = gr.Dropdown(label="", choices=show_available('audios'), value='', interactive=True)
recorder.upload(upload_file, inputs=[recorder], outputs=[audio_picker])
dropbox = gr.File(label="Drop an audio here.", file_types=['.wav', '.mp3', '.ogg', '.flac', '.aac'])
dropbox.upload(fn=upload_file, inputs=[dropbox], outputs=[audio_picker])
audio_refresher = gr.Button("Refresh Audio")
audio_refresher.click(fn=refresh_audio, inputs=[], outputs=[audio_picker])
convert_button = gr.Button("Convert")
audio_player = gr.Audio()
inputs = [audio_picker, model_picker, index_picker, index_rate, pitch, method]
audio_picker.change(fn=update_audio_player, inputs=[audio_picker], outputs=[audio_player])
convert_button.click(convert, inputs=inputs, outputs=[audio_picker, audio_player])
with gr.TabItem("Download models form url"):
url = gr.Textbox(label="Paste the URL here:", value="", placeholder="(i.e. https://huggingface.co/repo/model/resolve/main/model.zip)")
model_rename = gr.Textbox(placeholder="My-Model", label="Name your model:", value="")
download_button = gr.Button("Download")
download_button.click(fn=download_from_url, inputs=[url, model_rename], outputs=[url, model_picker])
with gr.Row():
selected_import = gr.Dropdown(choices=list(models.keys()), label="Search Models (Quality UNKNOWN)", scale=5)
import_model = gr.Button("Download")
import_model.click(fn=import_from_name, inputs=[selected_import], outputs=[selected_import, model_picker])
app.queue(max_size=20).launch(debug=True, share=True)