create app.py boilerplate
Browse files
app.py
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import gradio as gr
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import os
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import tempfile
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import json
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import zipfile
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from your_yolox_module import run_yolox # Your actual YOLOX implementation
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from your_crop_module import run_square_crop # Your cropping implementation
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def process_yolox_api(files):
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'''API endpoint for YOLOX processing.'''
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if not files:
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return [], "No files uploaded"
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# Create temporary directories
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temp_dir = tempfile.mkdtemp()
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input_dir = os.path.join(temp_dir, "input")
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output_dir = os.path.join(temp_dir, "output")
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cropped_dir = os.path.join(temp_dir, "cropped")
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os.makedirs(input_dir, exist_ok=True)
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os.makedirs(output_dir, exist_ok=True)
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os.makedirs(cropped_dir, exist_ok=True)
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# Save uploaded files
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for file in files:
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if file is not None:
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shutil.copy(file.name, input_dir)
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try:
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# Run YOLOX
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coco_json_path = run_yolox(input_dir, output_dir)
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# Run cropping
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cropped_paths = run_square_crop(input_dir, coco_json_path, cropped_dir)
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# Create zip file
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zip_path = os.path.join(temp_dir, "cropped_results.zip")
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with zipfile.ZipFile(zip_path, 'w') as zipf:
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for img_path in cropped_paths:
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if os.path.exists(img_path):
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zipf.write(img_path, os.path.basename(img_path))
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return zip_path, cropped_paths, f"Processed {len(cropped_paths)} images"
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except Exception as e:
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return None, [], f"Error: {str(e)}"
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# Create interface with API endpoint
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with gr.Blocks() as yolox_demo:
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gr.Markdown("# YOLOX Auto-Cropping Service")
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with gr.Row():
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with gr.Column():
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files_input = gr.File(label="Upload Images", file_count="multiple", file_types=["image"])
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process_btn = gr.Button("Process", variant="primary")
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with gr.Column():
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gallery_output = gr.Gallery(label="Cropped Images", columns=3, rows=2)
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download_output = gr.File(label="Download Results")
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status_output = gr.Textbox(label="Status", interactive=False)
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process_btn.click(
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fn=process_yolox_api,
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inputs=[files_input],
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outputs=[download_output, gallery_output, status_output],
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api_name="yolox_process" # This creates the API endpoint
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)
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yolox_demo.launch()
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