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Running
on
L4
Running
on
L4
import os | |
import shutil | |
from huggingface_hub import snapshot_download | |
import gradio as gr | |
os.chdir(os.path.dirname(os.path.abspath(__file__))) | |
hallo_dir = snapshot_download(repo_id="fudan-generative-ai/hallo", local_dir="pretrained_models") | |
joyhallo_dir = snapshot_download(repo_id="jdh-algo/JoyHallo-v1", local_dir="pretrained_models/joyhallo") | |
wav_dir = snapshot_download(repo_id="TencentGameMate/chinese-wav2vec2-base", local_dir="pretrained_models/chinese-wav2vec2-base") | |
print(hallo_dir, joyhallo_dir) | |
print(os.listdir(hallo_dir)) | |
from scripts.inference import predict | |
def run_inference(source_image, driving_audio, progress=gr.Progress(track_tqdm=True)): | |
return predict(source_image, driving_audio, 1.0, 1.0, 1.0, 1.2) | |
css = ''' | |
div#warning-ready { | |
background-color: #ecfdf5; | |
padding: 0 16px 16px; | |
margin: 20px 0; | |
color: #030303!important; | |
} | |
div#warning-ready > .gr-prose > h2, div#warning-ready > .gr-prose > p { | |
color: #057857!important; | |
} | |
div#warning-duplicate { | |
background-color: #ebf5ff; | |
padding: 0 16px 16px; | |
margin: 20px 0; | |
color: #030303!important; | |
} | |
div#warning-duplicate > .gr-prose > h2, div#warning-duplicate > .gr-prose > p { | |
color: #0f4592!important; | |
} | |
div#warning-duplicate strong { | |
color: #0f4592; | |
} | |
p.actions { | |
display: flex; | |
align-items: center; | |
margin: 20px 0; | |
} | |
div#warning-duplicate .actions a { | |
display: inline-block; | |
margin-right: 10px; | |
} | |
.dark #warning-duplicate { | |
background-color: #0c0c0c !important; | |
border: 1px solid white !important; | |
} | |
''' | |
with gr.Blocks(css=css) as demo: | |
gr.Markdown("# JoyHallo: Digital human model for Mandarin") | |
gr.Markdown("Generate talking head avatars driven with Mandarin speech.") | |
gr.Markdown(""" | |
Data requirements: | |
Image: | |
1. Cropped to square shape. | |
2. Face should be facing forward and occupy 50%-70% of the image area. | |
Audio: | |
1. Audio in wav format. | |
2. Mandarin or English or mixed, with clear audio and suitable background music. | |
! Important: Too long audio will casue a very long processing time, please keep the audio length within 5s. | |
""") | |
with gr.Row(): | |
with gr.Column(): | |
avatar_face = gr.Image(type="filepath", label="Face") | |
driving_audio = gr.Audio(type="filepath", label="Driving audio") | |
generate = gr.Button("Generate") | |
with gr.Column(): | |
output_video = gr.Video(label="Your talking head") | |
generate.click( | |
fn=run_inference, | |
inputs=[avatar_face, driving_audio], | |
outputs=output_video | |
) | |
demo.launch() |