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import os, sys |
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import tempfile |
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import gradio as gr |
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from src.gradio_demo import SadTalker |
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from huggingface_hub import snapshot_download |
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def get_source_image(image): |
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return image |
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try: |
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import webui |
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in_webui = True |
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except: |
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in_webui = False |
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def toggle_audio_file(choice): |
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if choice == False: |
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return gr.update(visible=True), gr.update(visible=False) |
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else: |
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return gr.update(visible=False), gr.update(visible=True) |
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def ref_video_fn(path_of_ref_video): |
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if path_of_ref_video is not None: |
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return gr.update(value=True) |
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else: |
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return gr.update(value=False) |
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def download_model(): |
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REPO_ID = 'vinthony/SadTalker-V002rc' |
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snapshot_download(repo_id=REPO_ID, local_dir='./checkpoints', local_dir_use_symlinks=True) |
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def sadtalker_demo(): |
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download_model() |
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sad_talker = SadTalker(lazy_load=True) |
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with gr.Blocks(analytics_enabled=False) as sadtalker_interface: |
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gr.Markdown("<div align='center'> <h2> 😭 SadTalker: Learning Realistic 3D Motion Coefficients for Stylized Audio-Driven Single Image Talking Face Animation (CVPR 2023) </span> </h2> \ |
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<a style='font-size:18px;color: #efefef' href='https://arxiv.org/abs/2211.12194'>Arxiv</a> \ |
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<a style='font-size:18px;color: #efefef' href='https://sadtalker.github.io'>Homepage</a> \ |
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<a style='font-size:18px;color: #efefef' href='https://github.com/Winfredy/SadTalker'> Github </div>") |
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gr.Markdown(""" |
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<b>You may duplicate the space and upgrade to GPU in settings for better performance and faster inference without waiting in the queue. <a style='display:inline-block' href="https://huggingface.co/spaces/vinthony/SadTalker?duplicate=true"><img src="https://bit.ly/3gLdBN6" alt="Duplicate Space"></a></b> \ |
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<br/><b>Alternatively, try our GitHub <a href=https://github.com/Winfredy/SadTalker> code </a> on your own GPU. </b> <a style='display:inline-block' href="https://github.com/Winfredy/SadTalker"><img src="https://img.shields.io/github/stars/Winfredy/SadTalker?style=social"/></a> \ |
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""") |
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with gr.Row().style(equal_height=False): |
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with gr.Column(variant='panel'): |
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with gr.Tabs(elem_id="sadtalker_source_image"): |
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with gr.TabItem('Source image'): |
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with gr.Row(): |
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source_image = gr.Image(label="Source image", source="upload", type="filepath", elem_id="img2img_image").style(width=512) |
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with gr.Tabs(elem_id="sadtalker_driven_audio"): |
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with gr.TabItem('Driving Methods'): |
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gr.Markdown("Possible driving combinations: <br> 1. Audio only 2. Audio/IDLE Mode + Ref Video(pose, blink, pose+blink) 3. IDLE Mode only 4. Ref Video only (all) ") |
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with gr.Row(): |
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driven_audio = gr.Audio(label="Input audio", source="upload", type="filepath") |
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driven_audio_no = gr.Audio(label="Use IDLE mode, no audio is required", source="upload", type="filepath", visible=False) |
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with gr.Column(): |
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use_idle_mode = gr.Checkbox(label="Use Idle Animation") |
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length_of_audio = gr.Number(value=5, label="The length(seconds) of the generated video.") |
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use_idle_mode.change(toggle_audio_file, inputs=use_idle_mode, outputs=[driven_audio, driven_audio_no]) |
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if sys.platform != 'win32' and not in_webui: |
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with gr.Accordion('Generate Audio From TTS', open=False): |
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from src.utils.text2speech import TTSTalker |
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tts_talker = TTSTalker() |
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with gr.Column(variant='panel'): |
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input_text = gr.Textbox(label="Generating audio from text", lines=5, placeholder="please enter some text here, we genreate the audio from text using @Coqui.ai TTS.") |
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tts = gr.Button('Generate audio',elem_id="sadtalker_audio_generate", variant='primary') |
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tts.click(fn=tts_talker.test, inputs=[input_text], outputs=[driven_audio]) |
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with gr.Row(): |
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ref_video = gr.Video(label="Reference Video", source="upload", type="filepath", elem_id="vidref").style(width=512) |
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with gr.Column(): |
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use_ref_video = gr.Checkbox(label="Use Reference Video") |
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ref_info = gr.Radio(['pose', 'blink','pose+blink', 'all'], value='pose', label='Reference Video',info="How to borrow from reference Video?((fully transfer, aka, video driving mode))") |
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ref_video.change(ref_video_fn, inputs=ref_video, outputs=[use_ref_video]) |
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with gr.Column(variant='panel'): |
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with gr.Tabs(elem_id="sadtalker_checkbox"): |
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with gr.TabItem('Settings'): |
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gr.Markdown("need help? please visit our [[best practice page](https://github.com/OpenTalker/SadTalker/blob/main/docs/best_practice.md)] for more detials") |
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with gr.Column(variant='panel'): |
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with gr.Row(): |
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pose_style = gr.Slider(minimum=0, maximum=45, step=1, label="Pose style", value=0) |
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exp_weight = gr.Slider(minimum=0, maximum=3, step=0.1, label="expression scale", value=1) |
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blink_every = gr.Checkbox(label="use eye blink", value=True) |
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with gr.Row(): |
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size_of_image = gr.Radio([256, 512], value=256, label='face model resolution', info="use 256/512 model?") |
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preprocess_type = gr.Radio(['crop', 'resize','full', 'extcrop', 'extfull'], value='crop', label='preprocess', info="How to handle input image?") |
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with gr.Row(): |
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is_still_mode = gr.Checkbox(label="Still Mode (fewer head motion, works with preprocess `full`)") |
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facerender = gr.Radio(['facevid2vid','pirender'], value='facevid2vid', label='facerender', info="which face render?") |
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with gr.Row(): |
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batch_size = gr.Slider(label="batch size in generation", step=1, maximum=10, value=1) |
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enhancer = gr.Checkbox(label="GFPGAN as Face enhancer") |
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submit = gr.Button('Generate', elem_id="sadtalker_generate", variant='primary') |
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with gr.Tabs(elem_id="sadtalker_genearted"): |
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gen_video = gr.Video(label="Generated video", format="mp4").style(width=256) |
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submit.click( |
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fn=sad_talker.test, |
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inputs=[source_image, |
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driven_audio, |
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preprocess_type, |
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is_still_mode, |
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enhancer, |
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batch_size, |
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size_of_image, |
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pose_style, |
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facerender, |
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exp_weight, |
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use_ref_video, |
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ref_video, |
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ref_info, |
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use_idle_mode, |
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length_of_audio, |
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blink_every |
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], |
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outputs=[gen_video] |
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) |
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with gr.Row(): |
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examples = [ |
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[ |
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'examples/source_image/full_body_1.png', |
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'examples/driven_audio/bus_chinese.wav', |
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'crop', |
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True, |
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False |
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], |
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[ |
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'examples/source_image/full_body_2.png', |
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'examples/driven_audio/japanese.wav', |
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'crop', |
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False, |
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False |
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], |
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[ |
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'examples/source_image/full3.png', |
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'examples/driven_audio/deyu.wav', |
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'crop', |
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False, |
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True |
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], |
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[ |
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'examples/source_image/full4.jpeg', |
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'examples/driven_audio/eluosi.wav', |
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'full', |
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False, |
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True |
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], |
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[ |
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'examples/source_image/full4.jpeg', |
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'examples/driven_audio/imagine.wav', |
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'full', |
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True, |
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True |
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], |
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[ |
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'examples/source_image/full_body_1.png', |
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'examples/driven_audio/bus_chinese.wav', |
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'full', |
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True, |
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False |
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], |
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[ |
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'examples/source_image/art_13.png', |
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'examples/driven_audio/fayu.wav', |
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'resize', |
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True, |
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False |
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], |
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[ |
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'examples/source_image/art_5.png', |
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'examples/driven_audio/chinese_news.wav', |
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'resize', |
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False, |
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False |
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], |
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[ |
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'examples/source_image/art_5.png', |
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'examples/driven_audio/RD_Radio31_000.wav', |
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'resize', |
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True, |
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True |
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], |
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] |
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gr.Examples(examples=examples, |
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inputs=[ |
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source_image, |
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driven_audio, |
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preprocess_type, |
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is_still_mode, |
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enhancer], |
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outputs=[gen_video], |
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fn=sad_talker.test, |
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cache_examples=os.getenv('SYSTEM') == 'spaces') |
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return sadtalker_interface |
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if __name__ == "__main__": |
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demo = sadtalker_demo() |
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demo.queue(max_size=10) |
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demo.launch(debug=True) |
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