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app.py
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@@ -26,23 +26,6 @@ from model.dualstylegan import DualStyleGAN
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from model.encoder.align_all_parallel import align_face
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from model.encoder.psp import pSp
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STYLE_IMAGE_PATHS = {
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'cartoon':
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'https://raw.githubusercontent.com/williamyang1991/DualStyleGAN/main/doc_images/cartoon_overview.jpg',
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'caricature':
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'https://raw.githubusercontent.com/williamyang1991/DualStyleGAN/main/doc_images/caricature_overview.jpg',
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'anime':
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'https://raw.githubusercontent.com/williamyang1991/DualStyleGAN/main/doc_images/anime_overview.jpg',
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'arcane':
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'https://raw.githubusercontent.com/williamyang1991/DualStyleGAN/main/doc_images/Reconstruction_arcane_overview.jpg',
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'comic':
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'https://raw.githubusercontent.com/williamyang1991/DualStyleGAN/main/doc_images/Reconstruction_comic_overview.jpg',
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'pixar':
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'https://raw.githubusercontent.com/williamyang1991/DualStyleGAN/main/doc_images/Reconstruction_pixar_overview.jpg',
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'slamdunk':
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'https://raw.githubusercontent.com/williamyang1991/DualStyleGAN/main/doc_images/Reconstruction_slamdunk_overview.jpg',
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}
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TOKEN = os.environ['TOKEN']
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MODEL_REPO = 'hysts/DualStyleGAN'
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@@ -199,6 +182,25 @@ class App:
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return img_gen
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def update_slider(choice: str) -> dict:
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max_vals = {
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'cartoon': 316,
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@@ -212,9 +214,8 @@ def update_slider(choice: str) -> dict:
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return gr.Slider.update(maximum=max_vals[choice] + 1, value=26)
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def update_style_image(
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text = f'<center><img src="{style_image_path}" alt="style image" width="800" height="400"></center>'
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return gr.Markdown.update(value=text)
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@@ -222,13 +223,27 @@ def main():
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args = parse_args()
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app = App(device=torch.device(args.device))
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gr.Markdown(
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'''<
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This is an unofficial demo app for https://github.com/williamyang1991/DualStyleGAN.
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<center><img src="https://raw.githubusercontent.com/williamyang1991/DualStyleGAN/main/doc_images/overview.jpg" alt="overview"
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Related App: https://huggingface.co/spaces/hysts/DualStyleGAN
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''')
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@@ -278,8 +293,7 @@ Related App: https://huggingface.co/spaces/hysts/DualStyleGAN
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step=1,
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label='Style Image Index',
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interactive=True)
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text = f'<center><img src="{style_image_path}" alt="style image" width="800" height="400"></center>'
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style_image = gr.Markdown(value=text)
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with gr.Box():
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from model.encoder.align_all_parallel import align_face
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from model.encoder.psp import pSp
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TOKEN = os.environ['TOKEN']
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MODEL_REPO = 'hysts/DualStyleGAN'
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return img_gen
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def get_style_image_url(style_name: str) -> str:
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base_url = 'https://raw.githubusercontent.com/williamyang1991/DualStyleGAN/main/doc_images'
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filenames = {
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'cartoon': 'cartoon_overview.jpg',
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'caricature': 'caricature_overview.jpg',
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'anime': 'anime_overview.jpg',
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'arcane': 'Reconstruction_arcane_overview.jpg',
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'comic': 'Reconstruction_comic_overview.jpg',
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'pixar': 'Reconstruction_pixar_overview.jpg',
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'slamdunk': 'Reconstruction_slamdunk_overview.jpg',
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}
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return f'{base_url}/{filenames[style_name]}'
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def get_style_image_markdown_text(style_name: str) -> str:
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url = get_style_image_url(style_name)
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return f'<center><img id="style-image" src="{url}" alt="style image"></center>'
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def update_slider(choice: str) -> dict:
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max_vals = {
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'cartoon': 316,
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return gr.Slider.update(maximum=max_vals[choice] + 1, value=26)
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def update_style_image(style_name: str) -> dict:
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text = get_style_image_markdown_text(style_name)
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return gr.Markdown.update(value=text)
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args = parse_args()
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app = App(device=torch.device(args.device))
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css = '''
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h1#title {
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text-align: center;
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}
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img#overview {
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max-width: 800px;
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max-height: 600px;
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}
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img#style-image {
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max-width: 1000px;
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max-height: 600px;
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}
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'''
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with gr.Blocks(theme=args.theme, css=css) as demo:
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gr.Markdown(
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'''<h1 id="title">Portrait Style Transfer with DualStyleGAN</h1>
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This is an unofficial demo app for https://github.com/williamyang1991/DualStyleGAN.
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<center><img id="overview" src="https://raw.githubusercontent.com/williamyang1991/DualStyleGAN/main/doc_images/overview.jpg" alt="overview"></center>
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Related App: https://huggingface.co/spaces/hysts/DualStyleGAN
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''')
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step=1,
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label='Style Image Index',
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interactive=True)
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text = get_style_image_markdown_text('cartoon')
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style_image = gr.Markdown(value=text)
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with gr.Box():
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