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Running
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Create app.py
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app.py
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import gradio as gr
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import subprocess
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import os
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import shutil
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import uuid
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import zipfile
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def run_segmentation(uploaded_file, modality):
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job_id = str(uuid.uuid4())
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input_filename = f"input_{job_id}.nii.gz"
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output_folder = f"segmentations_{job_id}"
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with open(input_filename, "wb") as f:
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f.write(uploaded_file.read())
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command = ["TotalSegmentator", "-i", input_filename, "-o", output_folder]
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if modality == "MR":
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command.extend(["--task", "total_mr"])
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try:
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subprocess.run(command, check=True)
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except subprocess.CalledProcessError as e:
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return f"Error during segmentation: {e}"
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zip_filename = f"segmentations_{job_id}.zip"
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with zipfile.ZipFile(zip_filename, "w", zipfile.ZIP_DEFLATED) as zipf:
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for root, dirs, files in os.walk(output_folder):
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for file in files:
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file_path = os.path.join(root, file)
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arcname = os.path.relpath(file_path, output_folder)
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zipf.write(file_path, arcname)
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os.remove(input_filename)
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shutil.rmtree(output_folder)
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return zip_filename
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with gr.Blocks() as demo:
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gr.Markdown("# TotalSegmentator Gradio App")
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gr.Markdown(
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"Upload a CT or MR image (in NIfTI format) and run segmentation using TotalSegmentator. "
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"For MR images, the task flag is set accordingly."
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)
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with gr.Row():
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uploaded_file = gr.File(label="Upload NIfTI Image (.nii.gz)")
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modality = gr.Radio(choices=["CT", "MR"], label="Select Image Modality", value="CT")
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output_file = gr.File(label="Download Segmentation Output (zip)")
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run_btn = gr.Button("Run Segmentation")
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run_btn.click(fn=run_segmentation, inputs=[uploaded_file, modality], outputs=output_file)
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demo.launch()
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