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Upload gradio_app.py
Browse files- gradio_app.py +96 -59
gradio_app.py
CHANGED
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@@ -27,17 +27,13 @@ from fastapi import FastAPI
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from fastapi.staticfiles import StaticFiles
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import uuid
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import base64
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import html
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from hy3dgen.shapegen.utils import logger
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MAX_SEED = 1e7
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import spaces
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if True:
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import os
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import subprocess
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import sys
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import shlex
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@@ -46,9 +42,6 @@ if True:
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print('install custom')
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subprocess.run(shlex.split("pip install custom_rasterizer-0.1-cp310-cp310-linux_x86_64.whl"), check=True)
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@spaces.GPU
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def my_gpu_function():
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pass
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def get_example_img_list():
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print('Loading example img list ...')
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@@ -118,19 +111,16 @@ def randomize_seed_fn(seed: int, randomize_seed: bool) -> int:
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return seed
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def build_model_viewer_html(save_folder,
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# Remove first folder from path to make relative path
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if textured:
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related_path = f"./textured_mesh.glb"
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template_name = './assets/modelviewer-textured-template.html'
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output_html_path = os.path.join(save_folder, f'textured_mesh.html')
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mesh_file_path = os.path.join(save_folder, f'textured_mesh.glb')
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else:
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related_path = f"./white_mesh.glb"
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template_name = './assets/modelviewer-template.html'
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output_html_path = os.path.join(save_folder, f'white_mesh.html')
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mesh_file_path = os.path.join(save_folder, f'white_mesh.glb')
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-
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offset = 50 if textured else 10
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with open(os.path.join(CURRENT_DIR, template_name), 'r', encoding='utf-8') as f:
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template_html = f.read()
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@@ -138,11 +128,19 @@ def build_model_viewer_html(save_folder, path, height=660, width=790, textured=F
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with open(output_html_path, 'w', encoding='utf-8') as f:
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template_html = template_html.replace('#height#', f'{height - offset}')
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template_html = template_html.replace('#width#', f'{width}')
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template_html = template_html.replace('#src#', f'https://nicolasg2523-picsto3d.hf.space/gradio_api/file=/tmp/{path}')
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f.write(template_html)
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@spaces.GPU(duration=40)
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def _gen_shape(
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@@ -304,7 +302,7 @@ def generation_all(
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textured_mesh.metadata['extras'] = stats
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path_textured = export_mesh(textured_mesh, save_folder, textured=True)
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model_viewer_html_textured = build_model_viewer_html(save_folder,
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textured=True)
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if args.low_vram_mode:
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torch.cuda.empty_cache()
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@@ -352,11 +350,7 @@ def shape_generation(
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mesh.metadata['extras'] = stats
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path = export_mesh(mesh, save_folder, textured=False)
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filepath=gr.File(path)
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print(filepath)
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model_viewer_html = build_model_viewer_html(save_folder, path, height=HTML_HEIGHT, width=HTML_WIDTH)
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if args.low_vram_mode:
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torch.cuda.empty_cache()
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return (
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@@ -364,20 +358,33 @@ def shape_generation(
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model_viewer_html,
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stats,
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seed,
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gr.update(value=path)
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)
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def js_update(file):
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return f"<script>updateModelViewer('https://nicolasg2523-picsto3d.hf.space/gradio_api/file={file}');</script>"
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def build_app():
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title = '
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title_html = f"""
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<div style="font-size: 2em; font-weight: bold; text-align: center; margin-bottom: 5px">
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{title}
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</div>
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"""
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custom_css = """
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.app.svelte-wpkpf6.svelte-wpkpf6:not(.fill_width) {
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with gr.Row():
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with gr.Column(scale=3):
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with gr.Tabs(selected='tab_img_prompt') as tabs_prompt:
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with gr.Tab('Image Prompt', id='tab_img_prompt', visible=
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image = gr.Image(label='Image', type='pil', image_mode='RGBA', height=290)
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with gr.Tab('Text Prompt', id='tab_txt_prompt', visible=
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caption = gr.Textbox(label='Text Prompt',
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placeholder='HunyuanDiT will be used to generate image.',
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info='Example: A 3D model of a cute cat, white background')
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with gr.Tab('MultiView Prompt', visible=True) as tab_mv:
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# gr.Label('Please upload at least one front image.')
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with gr.Row():
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mv_image_front = gr.Image(label='Front', type='pil', image_mode='RGBA', height=140,
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@@ -476,18 +482,56 @@ def build_app():
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file_export = gr.DownloadButton(label="Download", variant='primary',
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interactive=False, min_width=100)
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with gr.Column(scale=
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with gr.Tabs(selected='gen_mesh_panel') as tabs_output:
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with gr.Tab('Generated Mesh', id='gen_mesh_panel'):
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html_gen_mesh = gr.HTML(HTML_OUTPUT_PLACEHOLDER, label='Output')
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file_output = gr.File(label="Generated GLB")
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file_output.change(fn=js_update, inputs=file_output, outputs=html_gen_mesh)
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with gr.Tab('Exporting Mesh', id='export_mesh_panel'):
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html_export_mesh = gr.HTML(HTML_OUTPUT_PLACEHOLDER, label='Output')
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with gr.Tab('Mesh Statistic', id='stats_panel'):
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stats = gr.Json({}, label='Mesh Stats')
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btn.click(
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shape_generation,
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num_chunks,
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randomize_seed,
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],
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outputs=[file_out, html_gen_mesh, stats, seed
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).then(
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lambda: (gr.update(visible=False, value=False), gr.update(interactive=True), gr.update(interactive=True),
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gr.update(interactive=False)),
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# for preview
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save_folder = gen_save_folder()
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_ = export_mesh(mesh, save_folder, textured=True)
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model_viewer_html = build_model_viewer_html(save_folder,
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textured=True)
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else:
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mesh = trimesh.load(file_out)
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# for preview
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save_folder = gen_save_folder()
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_ = export_mesh(mesh, save_folder, textured=False)
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model_viewer_html = build_model_viewer_html(save_folder,
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textured=False)
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print(f'export to {path}')
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return model_viewer_html, gr.update(value=path, interactive=True)
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parser.add_argument('--low_vram_mode', action='store_true')
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args = parser.parse_args()
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try:
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port = int(args.port)
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except ValueError:
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print(f"Invalid port argument detected: {args.port} β using default 7860")
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port = 7860
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args.enable_flashvdm = True
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SAVE_DIR = args.cache_path
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os.makedirs(SAVE_DIR, exist_ok=True)
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CURRENT_DIR = os.path.dirname(os.path.abspath(__file__))
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MV_MODE =
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TURBO_MODE = 'turbo' in args.subfolder
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HTML_HEIGHT = 690 if MV_MODE else 650
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HTML_OUTPUT_PLACEHOLDER = f"""
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<div style='height: {650}px; width: 100%; border-radius: 8px; border-color: #e5e7eb; border-style: solid; border-width: 1px; display: flex; justify-content: center; align-items: center;'>
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<div style='text-align: center; font-size: 16px; color: #6b7280;'>
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<p style="color: #8d8d8d;">
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<
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<model-viewer id="model_viewer" src="https://modelviewer.dev/shared-assets/models/DamagedHelmet.glb" camera-controls auto-rotate style="height:500px;width:500px;"></model-viewer>
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<script>
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function updateModelViewer(srcUrl) {{
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const modelViewer = document.querySelector('#model_viewer');
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modelViewer.setAttribute('src', srcUrl + '?v=' + Date.now());
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console.log('updating model viewer src);
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}}
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</script>
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</div>
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</div>
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"""
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border-color: #e5e7eb; order-style: solid; border-width: 1px;'>
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</div>
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"""
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#demo = gr.Interface(fn=my_gpu_function, inputs=[], outputs="text")
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example_is = get_example_img_list()
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example_ts = get_example_txt_list()
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example_mvs = get_example_mv_list()
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texgen_worker = Hunyuan3DPaintPipeline.from_pretrained(args.texgen_model_path)
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if args.low_vram_mode:
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texgen_worker.enable_model_cpu_offload()
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HAS_TEXTUREGEN = True
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except Exception as e:
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print(e)
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degenerate_face_remove_worker = DegenerateFaceRemover()
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face_reduce_worker = FaceReducer()
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# create a static directory to store the static files
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static_dir = Path(SAVE_DIR).absolute()
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static_dir.mkdir(parents=True, exist_ok=True)
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shutil.copytree('./assets/env_maps', os.path.join(static_dir, 'env_maps'), dirs_exist_ok=True)
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-
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if args.low_vram_mode:
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torch.cuda.empty_cache()
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demo = build_app()
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-
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from fastapi.staticfiles import StaticFiles
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import uuid
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from hy3dgen.shapegen.utils import logger
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MAX_SEED = 1e7
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if True:
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import os
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import spaces
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import subprocess
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import sys
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import shlex
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print('install custom')
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subprocess.run(shlex.split("pip install custom_rasterizer-0.1-cp310-cp310-linux_x86_64.whl"), check=True)
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def get_example_img_list():
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print('Loading example img list ...')
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return seed
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def build_model_viewer_html(save_folder, height=660, width=790, textured=False):
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# Remove first folder from path to make relative path
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if textured:
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related_path = f"./textured_mesh.glb"
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template_name = './assets/modelviewer-textured-template.html'
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output_html_path = os.path.join(save_folder, f'textured_mesh.html')
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else:
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related_path = f"./white_mesh.glb"
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template_name = './assets/modelviewer-template.html'
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output_html_path = os.path.join(save_folder, f'white_mesh.html')
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offset = 50 if textured else 10
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with open(os.path.join(CURRENT_DIR, template_name), 'r', encoding='utf-8') as f:
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template_html = f.read()
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with open(output_html_path, 'w', encoding='utf-8') as f:
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template_html = template_html.replace('#height#', f'{height - offset}')
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template_html = template_html.replace('#width#', f'{width}')
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template_html = template_html.replace('#src#', f'{related_path}/')
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f.write(template_html)
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rel_path = os.path.relpath(output_html_path, SAVE_DIR)
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iframe_tag = f'<iframe src="/static/{rel_path}" height="{height}" width="100%" frameborder="0"></iframe>'
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print(
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f'Find html file {output_html_path}, {os.path.exists(output_html_path)}, relative HTML path is /static/{rel_path}')
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return f"""
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<div style='height: {height}; width: 100%;'>
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{iframe_tag}
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</div>
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"""
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@spaces.GPU(duration=40)
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def _gen_shape(
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textured_mesh.metadata['extras'] = stats
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path_textured = export_mesh(textured_mesh, save_folder, textured=True)
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model_viewer_html_textured = build_model_viewer_html(save_folder, height=HTML_HEIGHT, width=HTML_WIDTH,
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textured=True)
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if args.low_vram_mode:
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torch.cuda.empty_cache()
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mesh.metadata['extras'] = stats
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path = export_mesh(mesh, save_folder, textured=False)
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model_viewer_html = build_model_viewer_html(save_folder, height=HTML_HEIGHT, width=HTML_WIDTH)
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if args.low_vram_mode:
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torch.cuda.empty_cache()
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return (
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model_viewer_html,
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stats,
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seed,
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)
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def build_app():
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title = 'Hunyuan3D-2: High Resolution Textured 3D Assets Generation'
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if MV_MODE:
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title = 'Hunyuan3D-2mv: Image to 3D Generation with 1-4 Views'
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if 'mini' in args.subfolder:
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title = 'Hunyuan3D-2mini: Strong 0.6B Image to Shape Generator'
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if TURBO_MODE:
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title = title.replace(':', '-Turbo: Fast ')
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title_html = f"""
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<div style="font-size: 2em; font-weight: bold; text-align: center; margin-bottom: 5px">
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{title}
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</div>
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<div align="center">
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Tencent Hunyuan3D Team
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</div>
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<div align="center">
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<a href="https://github.com/tencent/Hunyuan3D-2">Github</a>  
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<a href="http://3d-models.hunyuan.tencent.com">Homepage</a>  
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<a href="https://3d.hunyuan.tencent.com">Hunyuan3D Studio</a>  
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<a href="#">Technical Report</a>  
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<a href="https://huggingface.co/Tencent/Hunyuan3D-2"> Pretrained Models</a>  
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</div>
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"""
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custom_css = """
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.app.svelte-wpkpf6.svelte-wpkpf6:not(.fill_width) {
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with gr.Row():
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with gr.Column(scale=3):
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with gr.Tabs(selected='tab_img_prompt') as tabs_prompt:
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with gr.Tab('Image Prompt', id='tab_img_prompt', visible=not MV_MODE) as tab_ip:
|
| 410 |
image = gr.Image(label='Image', type='pil', image_mode='RGBA', height=290)
|
| 411 |
|
| 412 |
+
with gr.Tab('Text Prompt', id='tab_txt_prompt', visible=HAS_T2I and not MV_MODE) as tab_tp:
|
| 413 |
caption = gr.Textbox(label='Text Prompt',
|
| 414 |
placeholder='HunyuanDiT will be used to generate image.',
|
| 415 |
info='Example: A 3D model of a cute cat, white background')
|
| 416 |
+
with gr.Tab('MultiView Prompt', visible=MV_MODE) as tab_mv:
|
|
|
|
| 417 |
# gr.Label('Please upload at least one front image.')
|
| 418 |
with gr.Row():
|
| 419 |
mv_image_front = gr.Image(label='Front', type='pil', image_mode='RGBA', height=140,
|
|
|
|
| 482 |
file_export = gr.DownloadButton(label="Download", variant='primary',
|
| 483 |
interactive=False, min_width=100)
|
| 484 |
|
| 485 |
+
with gr.Column(scale=6):
|
| 486 |
with gr.Tabs(selected='gen_mesh_panel') as tabs_output:
|
| 487 |
with gr.Tab('Generated Mesh', id='gen_mesh_panel'):
|
| 488 |
html_gen_mesh = gr.HTML(HTML_OUTPUT_PLACEHOLDER, label='Output')
|
|
|
|
|
|
|
|
|
|
| 489 |
with gr.Tab('Exporting Mesh', id='export_mesh_panel'):
|
| 490 |
html_export_mesh = gr.HTML(HTML_OUTPUT_PLACEHOLDER, label='Output')
|
| 491 |
with gr.Tab('Mesh Statistic', id='stats_panel'):
|
| 492 |
stats = gr.Json({}, label='Mesh Stats')
|
| 493 |
|
| 494 |
+
with gr.Column(scale=3 if MV_MODE else 2):
|
| 495 |
+
with gr.Tabs(selected='tab_img_gallery') as gallery:
|
| 496 |
+
with gr.Tab('Image to 3D Gallery', id='tab_img_gallery', visible=not MV_MODE) as tab_gi:
|
| 497 |
+
with gr.Row():
|
| 498 |
+
gr.Examples(examples=example_is, inputs=[image],
|
| 499 |
+
label=None, examples_per_page=18)
|
| 500 |
+
|
| 501 |
+
with gr.Tab('Text to 3D Gallery', id='tab_txt_gallery', visible=HAS_T2I and not MV_MODE) as tab_gt:
|
| 502 |
+
with gr.Row():
|
| 503 |
+
gr.Examples(examples=example_ts, inputs=[caption],
|
| 504 |
+
label=None, examples_per_page=18)
|
| 505 |
+
with gr.Tab('MultiView to 3D Gallery', id='tab_mv_gallery', visible=MV_MODE) as tab_mv:
|
| 506 |
+
with gr.Row():
|
| 507 |
+
gr.Examples(examples=example_mvs,
|
| 508 |
+
inputs=[mv_image_front, mv_image_back, mv_image_left, mv_image_right],
|
| 509 |
+
label=None, examples_per_page=6)
|
| 510 |
+
|
| 511 |
+
gr.HTML(f"""
|
| 512 |
+
<div align="center">
|
| 513 |
+
Activated Model - Shape Generation ({args.model_path}/{args.subfolder}) ; Texture Generation ({'Hunyuan3D-2' if HAS_TEXTUREGEN else 'Unavailable'})
|
| 514 |
+
</div>
|
| 515 |
+
""")
|
| 516 |
+
if not HAS_TEXTUREGEN:
|
| 517 |
+
gr.HTML("""
|
| 518 |
+
<div style="margin-top: 5px;" align="center">
|
| 519 |
+
<b>Warning: </b>
|
| 520 |
+
Texture synthesis is disable due to missing requirements,
|
| 521 |
+
please install requirements following <a href="https://github.com/Tencent/Hunyuan3D-2?tab=readme-ov-file#install-requirements">README.md</a>to activate it.
|
| 522 |
+
</div>
|
| 523 |
+
""")
|
| 524 |
+
if not args.enable_t23d:
|
| 525 |
+
gr.HTML("""
|
| 526 |
+
<div style="margin-top: 5px;" align="center">
|
| 527 |
+
<b>Warning: </b>
|
| 528 |
+
Text to 3D is disable. To activate it, please run `python gradio_app.py --enable_t23d`.
|
| 529 |
+
</div>
|
| 530 |
+
""")
|
| 531 |
+
|
| 532 |
+
tab_ip.select(fn=lambda: gr.update(selected='tab_img_gallery'), outputs=gallery)
|
| 533 |
+
if HAS_T2I:
|
| 534 |
+
tab_tp.select(fn=lambda: gr.update(selected='tab_txt_gallery'), outputs=gallery)
|
| 535 |
|
| 536 |
btn.click(
|
| 537 |
shape_generation,
|
|
|
|
| 550 |
num_chunks,
|
| 551 |
randomize_seed,
|
| 552 |
],
|
| 553 |
+
outputs=[file_out, html_gen_mesh, stats, seed]
|
| 554 |
).then(
|
| 555 |
lambda: (gr.update(visible=False, value=False), gr.update(interactive=True), gr.update(interactive=True),
|
| 556 |
gr.update(interactive=False)),
|
|
|
|
| 621 |
# for preview
|
| 622 |
save_folder = gen_save_folder()
|
| 623 |
_ = export_mesh(mesh, save_folder, textured=True)
|
| 624 |
+
model_viewer_html = build_model_viewer_html(save_folder, height=HTML_HEIGHT, width=HTML_WIDTH,
|
| 625 |
textured=True)
|
| 626 |
else:
|
| 627 |
mesh = trimesh.load(file_out)
|
|
|
|
| 635 |
# for preview
|
| 636 |
save_folder = gen_save_folder()
|
| 637 |
_ = export_mesh(mesh, save_folder, textured=False)
|
| 638 |
+
model_viewer_html = build_model_viewer_html(save_folder, height=HTML_HEIGHT, width=HTML_WIDTH,
|
| 639 |
textured=False)
|
| 640 |
print(f'export to {path}')
|
| 641 |
return model_viewer_html, gr.update(value=path, interactive=True)
|
|
|
|
| 671 |
parser.add_argument('--low_vram_mode', action='store_true')
|
| 672 |
args = parser.parse_args()
|
| 673 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 674 |
args.enable_flashvdm = True
|
| 675 |
SAVE_DIR = args.cache_path
|
| 676 |
os.makedirs(SAVE_DIR, exist_ok=True)
|
| 677 |
|
| 678 |
CURRENT_DIR = os.path.dirname(os.path.abspath(__file__))
|
| 679 |
+
MV_MODE = 'mv' in args.model_path
|
| 680 |
TURBO_MODE = 'turbo' in args.subfolder
|
| 681 |
|
| 682 |
HTML_HEIGHT = 690 if MV_MODE else 650
|
|
|
|
| 684 |
HTML_OUTPUT_PLACEHOLDER = f"""
|
| 685 |
<div style='height: {650}px; width: 100%; border-radius: 8px; border-color: #e5e7eb; border-style: solid; border-width: 1px; display: flex; justify-content: center; align-items: center;'>
|
| 686 |
<div style='text-align: center; font-size: 16px; color: #6b7280;'>
|
| 687 |
+
<p style="color: #8d8d8d;">Welcome to Hunyuan3D!</p>
|
| 688 |
+
<p style="color: #8d8d8d;">No mesh here.</p>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 689 |
</div>
|
| 690 |
</div>
|
| 691 |
"""
|
|
|
|
| 695 |
border-color: #e5e7eb; order-style: solid; border-width: 1px;'>
|
| 696 |
</div>
|
| 697 |
"""
|
|
|
|
|
|
|
| 698 |
example_is = get_example_img_list()
|
| 699 |
example_ts = get_example_txt_list()
|
| 700 |
example_mvs = get_example_mv_list()
|
|
|
|
| 709 |
texgen_worker = Hunyuan3DPaintPipeline.from_pretrained(args.texgen_model_path)
|
| 710 |
if args.low_vram_mode:
|
| 711 |
texgen_worker.enable_model_cpu_offload()
|
| 712 |
+
# Not help much, ignore for now.
|
| 713 |
+
# if args.compile:
|
| 714 |
+
# texgen_worker.models['delight_model'].pipeline.unet.compile()
|
| 715 |
+
# texgen_worker.models['delight_model'].pipeline.vae.compile()
|
| 716 |
+
# texgen_worker.models['multiview_model'].pipeline.unet.compile()
|
| 717 |
+
# texgen_worker.models['multiview_model'].pipeline.vae.compile()
|
| 718 |
HAS_TEXTUREGEN = True
|
| 719 |
except Exception as e:
|
| 720 |
print(e)
|
|
|
|
| 751 |
degenerate_face_remove_worker = DegenerateFaceRemover()
|
| 752 |
face_reduce_worker = FaceReducer()
|
| 753 |
|
| 754 |
+
# https://discuss.huggingface.co/t/how-to-serve-an-html-file/33921/2
|
| 755 |
+
# create a FastAPI app
|
| 756 |
+
app = FastAPI()
|
| 757 |
# create a static directory to store the static files
|
| 758 |
static_dir = Path(SAVE_DIR).absolute()
|
| 759 |
static_dir.mkdir(parents=True, exist_ok=True)
|
| 760 |
+
app.mount("/static", StaticFiles(directory=static_dir, html=True), name="static")
|
| 761 |
shutil.copytree('./assets/env_maps', os.path.join(static_dir, 'env_maps'), dirs_exist_ok=True)
|
| 762 |
|
|
|
|
| 763 |
if args.low_vram_mode:
|
| 764 |
torch.cuda.empty_cache()
|
| 765 |
demo = build_app()
|
| 766 |
+
app = gr.mount_gradio_app(app, demo, path="/")
|
| 767 |
+
uvicorn.run(app, host=args.host, port=args.port)
|