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app.py
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import
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import spaces
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import torch
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from gradio_rerun import Rerun
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import rerun as rr
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import rerun.blueprint as rrb
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from pathlib import Path
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import uuid
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from mini_dust3r.api import OptimizedResult, inferece_dust3r, log_optimized_result
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from mini_dust3r.model import AsymmetricCroCo3DStereo
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"naver/DUSt3R_ViTLarge_BaseDecoder_512_dpt"
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).to(DEVICE)
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def
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)
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rrb.Horizontal(
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contents=[
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rrb.Spatial3DView(origin=f"{log_path}"),
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rrb.Vertical(
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contents=[
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rrb.Spatial2DView(
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origin=f"{log_path}/camera_{i}/pinhole/",
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contents=[
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"+ $origin/**",
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],
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)
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for i in range(len(image_name_list))
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]
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),
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],
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column_shares=[3, 1],
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),
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collapse_panels=True,
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)
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return blueprint
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@spaces.GPU
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def predict(image_name_list: list[str] | str):
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# check if is list or string and if not raise error
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if not isinstance(image_name_list, list) and not isinstance(image_name_list, str):
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raise gr.Error(
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f"Input must be a list of strings or a string, got: {type(image_name_list)}"
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)
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)
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rr.save(filename.as_posix())
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return filename.as_posix()
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with gr.Blocks(
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css=""".gradio-container {margin: 0 !important; min-width: 100%};""",
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title="Mini-DUSt3R Demo",
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) as demo:
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# scene state is save so that you can change conf_thr, cam_size... without rerunning the inference
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gr.HTML('<h2 style="text-align: center;">Mini-DUSt3R Demo</h2>')
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gr.HTML(
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'<p style="text-align: center;">Unofficial DUSt3R demo using the mini-dust3r pip package</p>'
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)
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gr.HTML(
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'<p style="text-align: center;">More info <a href="https://github.com/pablovela5620/mini-dust3r">here</a></p>'
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)
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with gr.Tab(label="Single Image"):
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with gr.Column():
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single_image = gr.Image(type="filepath", height=300)
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run_btn_single = gr.Button("Run")
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rerun_viewer_single = Rerun(height=900)
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run_btn_single.click(
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fn=predict, inputs=[single_image], outputs=[rerun_viewer_single]
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)
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example_single_dir = Path("examples/single_image")
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example_single_files = sorted(example_single_dir.glob("*.png"))
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examples_single = gr.Examples(
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examples=example_single_files,
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inputs=[single_image],
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outputs=[rerun_viewer_single],
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fn=predict,
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cache_examples="lazy",
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)
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with gr.Tab(label="Multi Image"):
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with gr.Column():
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multi_files = gr.File(file_count="multiple")
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run_btn_multi = gr.Button("Run")
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rerun_viewer_multi = Rerun(height=900)
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run_btn_multi.click(
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fn=predict, inputs=[multi_files], outputs=[rerun_viewer_multi]
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)
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demo.launch()
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import subprocess
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from pathlib import Path
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PIXI_PATH = Path("/home/user/.pixi/bin/pixi")
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PIXI_VERSION = "0.32.1"
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def check_and_install_pixi() -> None:
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try:
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subprocess.check_call(f"{PIXI_PATH} --version", shell=True)
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except subprocess.CalledProcessError:
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print("pixi not found. Installing pixi...")
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# Install pixi using the provided installation script
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subprocess.check_call(
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f"PIXI_VERSION=v{PIXI_VERSION} curl -fsSL https://pixi.sh/install.sh | bash",
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shell=True,
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)
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subprocess.check_call(
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f"{PIXI_PATH} self-update --version {PIXI_VERSION}", shell=True
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subprocess.check_call(f"{PIXI_PATH} --version", shell=True)
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def run_command(command: str) -> None:
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try:
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subprocess.check_call(command, shell=True)
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except subprocess.CalledProcessError as e:
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print(f"run command {command}. Error: {e}")
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if __name__ == "__main__":
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check_and_install_pixi()
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# install lsof
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run_command(command=f"{PIXI_PATH} global install lsof")
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# kill anything running on port 7860
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run_command(command=f"{PIXI_PATH.parent}/lsof -t -i:7860 | xargs -r kill")
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# clean current environment
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run_command(command=f"{PIXI_PATH} clean")
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# run spaces app
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run_command(command=f"{PIXI_PATH} run -e spaces app")
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