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Update app.py
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app.py
CHANGED
@@ -9,7 +9,7 @@ import numpy as np
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from yolov5 import xai_yolov5
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from yolov8 import xai_yolov8s
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import requests
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# Sample images directory
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sample_images = {
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"Sample 1": os.path.join(os.getcwd(), "data/xai/sample1.jpeg"),
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@@ -85,13 +85,13 @@ def view_netron_model():
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# Custom CSS for styling (optional)
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custom_css = """
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"""
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# Gradio UI
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@@ -157,66 +157,3 @@ with gr.Blocks(css=custom_css) as interface:
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# Launch Gradio app
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if __name__ == "__main__":
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interface.launch(share=True)
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"""
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import gradio as gr
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import netron
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import threading
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import time
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import tempfile
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import os
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# Function to start a Netron server and get the file-based URL
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def start_netron_server(file_path):
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if not os.path.exists(file_path):
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return None
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# Temporary directory to store Netron visualizations
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temp_dir = tempfile.mkdtemp()
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output_path = os.path.join(temp_dir, "model_view.html")
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# Run Netron in a separate thread with export option
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def run_netron():
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netron.start(file_path, browse=False, output=output_path)
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thread = threading.Thread(target=run_netron, daemon=True)
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thread.start()
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# Wait for Netron to finish initializing
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time.sleep(2)
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# Ensure the exported file exists
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if os.path.exists(output_path):
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return f"file://{output_path}"
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else:
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return None
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# Gradio function to display the model viewer
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def visualize_model(file):
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if file:
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file_path = file.name
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netron_url = start_netron_server(file_path)
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if netron_url:
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# Embed the Netron viewer using an iframe with the generated URL
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iframe_html = f"""
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<iframe
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src="{netron_url}"
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width="100%"
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height="800"
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frameborder="0">
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</iframe>
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"""
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return iframe_html
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return "<p>Error: Unable to generate Netron visualization.</p>"
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return "<p>Please upload a valid model file.</p>"
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# Gradio app
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with gr.Blocks() as demo:
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gr.Markdown("## Netron Model Viewer with Gradio")
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file_input = gr.File(label="Upload a Model File (e.g., ONNX, TFLite, etc.)")
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output_html = gr.HTML(label="Model Visualization")
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file_input.upload(visualize_model, file_input, output_html)
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# Launch the Gradio app
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demo.launch()
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from yolov5 import xai_yolov5
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from yolov8 import xai_yolov8s
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import requests
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# Sample images directory
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sample_images = {
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"Sample 1": os.path.join(os.getcwd(), "data/xai/sample1.jpeg"),
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# Custom CSS for styling (optional)
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custom_css = """
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run_button {
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background-color: purple;
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color: white;
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width: 120px;
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border-radius: 5px;
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font-size: 14px;
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}
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"""
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# Gradio UI
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# Launch Gradio app
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if __name__ == "__main__":
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interface.launch(share=True)
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