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add text2shape
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app.py
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import gradio as gr
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def greet(name):
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return "Hello " + name + "!!"
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import argparse
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import gradio as gr
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import os
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import torch
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import trimesh
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import sys
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sys.path.append("cube")
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from cube3d.inference.engine import EngineFast
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from pathlib import Path
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import uuid
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import shutil
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GLOBAL_STATE = {}
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def gen_save_folder(max_size=200):
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os.makedirs(GLOBAL_STATE["SAVE_DIR"], exist_ok=True)
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dirs = [f for f in Path(GLOBAL_STATE["SAVE_DIR"]).iterdir() if f.is_dir()]
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if len(dirs) >= max_size:
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oldest_dir = min(dirs, key=lambda x: x.stat().st_ctime)
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shutil.rmtree(oldest_dir)
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print(f"Removed the oldest folder: {oldest_dir}")
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new_folder = os.path.join(GLOBAL_STATE["SAVE_DIR"], str(uuid.uuid4()))
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os.makedirs(new_folder, exist_ok=True)
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print(f"Created new folder: {new_folder}")
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return new_folder
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def handle_text_prompt(input_prompt, ):
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mesh_v_f = GLOBAL_STATE["engine_fast"].t2s([input_prompt], use_kv_cache=True, resolution_base=8.0)
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# save output
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vertices, faces = mesh_v_f[0][0], mesh_v_f[0][1]
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save_folder = gen_save_folder()
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output_path = os.path.join(save_folder, "output.obj")
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trimesh.Trimesh(vertices=vertices, faces=faces).export(output_path)
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return output_path
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def build_interface():
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"""Build UI for gradio app
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Three tabs:
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- Scene Generation
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- Scene Completion
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- Scene Understanding
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"""
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title = "Cube 3D"
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with gr.Blocks(theme=gr.themes.Soft(), title=title, fill_width=True) as interface:
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gr.Markdown(
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f"""
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# {title}
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"""
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)
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with gr.Row():
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with gr.Column(scale=2):
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with gr.Group():
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input_text_box = gr.Textbox(
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value=None,
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label="Prompt",
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lines=2,
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)
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with gr.Row():
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submit_button = gr.Button("Submit", variant="primary")
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with gr.Column(scale=3):
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model3d = gr.Model3D(
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label="Output", height="45em", interactive=False
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)
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submit_button.click(
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handle_text_prompt,
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inputs=[
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input_text_box
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],
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outputs=[
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model3d
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]
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)
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return interface
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if __name__=="__main__":
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parser = argparse.ArgumentParser()
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parser.add_argument(
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"--config_path",
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type=str,
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help="Path to the config file",
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default="cube/cube3d/configs/open_model.yaml",
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)
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parser.add_argument(
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"--gpt_ckpt_path",
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type=str,
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help="Path to the gpt ckpt path",
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default="model_weights/shape_gpt.safetensors",
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)
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parser.add_argument(
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"--shape_ckpt_path",
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type=str,
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help="Path to the shape ckpt path",
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default="model_weights/shape_tokenizer.safetensors",
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)
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parser.add_argument(
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"--save_dir",
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type=str,
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default="gradio_save_dir",
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)
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args = parser.parse_args()
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engine_fast = EngineFast(
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args.config_path,
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args.gpt_ckpt_path,
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args.shape_ckpt_path,
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device=torch.device("cuda"),
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)
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GLOBAL_STATE["engine_fast"] = engine_fast
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GLOBAL_STATE["SAVE_DIR"] = args.save_dir
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os.makedirs(GLOBAL_STATE["SAVE_DIR"], exist_ok=True)
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demo = build_interface()
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demo.queue(default_concurrency_limit=None)
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demo.launch()
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