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Create web-app.py
Browse files- web-app.py +201 -0
web-app.py
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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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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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def convert(audio_picker,model_picker,index_picker,index_rate,pitch):
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gr.Warning("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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gr.Warning("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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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", "rmvpe",
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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", "cpu",
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"--filter_radius", "3",
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"--resample_sr", "0",
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"--rms_mix_rate", "0.21",
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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/Rejekts/project/resolve/main/rmvpe.pt",
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"hubert/hubert_base.pt":"https://huggingface.co/Rejekts/project/resolve/main/hubert_base.pt",
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"pretrained_v2/D40k.pth":"https://huggingface.co/Rejekts/project/resolve/main/D40k.pth",
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"pretrained_v2/G40k.pth":"https://huggingface.co/Rejekts/project/resolve/main/G40k.pth",
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"pretrained_v2/f0D40k.pth":"https://huggingface.co/Rejekts/project/resolve/main/f0D40k.pth",
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"pretrained_v2/f0G40k.pth":"https://huggingface.co/Rejekts/project/resolve/main/f0G40k.pth"
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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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else:
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return "No zipfile found.", {"choices":show_available("assets/weights"),"__type__":"update"}
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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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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 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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gr.Warning('File incompatible')
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return {"choices":show_available('audios'),"__type__": "update","value":filename}
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def refresh():
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return {"choices":show_available("audios"),"__type__": "update"},{"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() as app:
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with gr.Row():
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with gr.Column():
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gr.HTML("<img src='file/a.png' alt='easy>")
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with gr.Row():
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with gr.Column():
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with gr.Tabs():
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with gr.TabItem("1.Choose a voice model:"):
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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:",interactive=True,choices=show_available('logs'),value=show_available('logs')[0],allow_custom_value=True)
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with gr.TabItem("(Or download a model here)"):
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with gr.Row():
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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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with gr.Row():
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with gr.Column():
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model_rename = gr.Textbox(placeholder="My-Model", label="Name your model:",value="")
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with gr.Column():
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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.TabItem("Advanced"):
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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 lowers it an octave, 0 keeps the original pitch, 12 lifts it an octave): ',minimum =-12, maximum=12, step=1, value=0, interactive=True)
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with gr.Row():
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with gr.Tabs():
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with gr.TabItem("2.Choose an audio file:"):
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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.stop_recording(upload_file, inputs=[recorder],outputs=[audio_picker])
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with gr.TabItem("(Or upload a new file here)"):
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dropbox = gr.File(label="Drop an audio here.",file_types=['.wav', '.mp3', '.ogg', '.flac', '.aac'], type="filepath")
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dropbox.upload(fn=upload_file, inputs=[dropbox],outputs=[audio_picker])
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audio_refresher = gr.Button("Refresh")
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audio_refresher.click(fn=refresh,inputs=[],outputs=[audio_picker,model_picker,index_picker])
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convert_button = gr.Button("Convert")
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with gr.Row():
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audio_player = gr.Audio()
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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=[audio_picker,model_picker,index_picker,index_rate,pitch],outputs=[audio_picker,audio_player])
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app.queue().launch()
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