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