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Update app.py
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app.py
CHANGED
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@@ -84,7 +84,7 @@ def preprocess_image(image):
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def predict_xray(image):
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try:
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if image is None:
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return "Please upload an image."
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img_tensor = preprocess_image(image)
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with torch.no_grad():
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@@ -126,12 +126,12 @@ def predict_xray(image):
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except Exception as e:
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logger.error(f"Error in prediction: {e}")
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return f"Error: {str(e)}"
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# Analyze PDF report
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def analyze_report(file):
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if not file or not file.name.endswith(".pdf"):
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return "Please upload a valid PDF file."
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try:
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doc = fitz.open(file.name)
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text = "".join(page.get_text() for page in doc)
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@@ -147,10 +147,10 @@ def analyze_report(file):
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condition, disease, status = "Fracture", "Bone Injury", "Orthopedic Attention Required"
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preview = text[:300] + "..." if text else "No readable content."
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return f"Condition: {condition}\nDisease: {disease}\nStatus: {status}\n\nPreview:\n{preview}, <h4>Summary:</h4><p><b>Condition:</b> {condition}</p><p><b>Status:</b> {status}</p>"
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except Exception as e:
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return f"Failed to process PDF: {str(e)}"
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# Gradio interface
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def create_interface():
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@@ -159,9 +159,10 @@ def create_interface():
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with gr.Tabs():
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with gr.TabItem("X-ray Analysis"):
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gr.Button("Analyze X-ray").click(predict_xray, inputs=img_input, outputs=[img_output, summary_output])
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with gr.TabItem("Report Analysis"):
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def predict_xray(image):
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try:
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if image is None:
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return "Please upload an image.", "Please upload an image."
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img_tensor = preprocess_image(image)
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with torch.no_grad():
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except Exception as e:
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logger.error(f"Error in prediction: {e}")
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return f"Error: {str(e)}", "Error in prediction"
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# Analyze PDF report
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def analyze_report(file):
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if not file or not file.name.endswith(".pdf"):
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return "Please upload a valid PDF file.", "Please upload a valid PDF file."
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try:
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doc = fitz.open(file.name)
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text = "".join(page.get_text() for page in doc)
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condition, disease, status = "Fracture", "Bone Injury", "Orthopedic Attention Required"
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preview = text[:300] + "..." if text else "No readable content."
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return f"Condition: {condition}\nDisease: {disease}\nStatus: {status}\n\nPreview:\n{preview}, <h4>Summary:</h4><p><b>Condition:</b> {condition}</p><p><b>Status:</b> {status}</p>", f"Condition: {condition}, Status: {status}"
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except Exception as e:
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return f"Failed to process PDF: {str(e)}", "Failed to process PDF"
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# Gradio interface
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def create_interface():
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with gr.Tabs():
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with gr.TabItem("X-ray Analysis"):
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with gr.Row():
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img_input = gr.Image(label="Upload Chest X-ray", type="pil")
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img_output = gr.HTML()
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summary_output = gr.HTML(label="Summary Result")
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gr.Button("Analyze X-ray").click(predict_xray, inputs=img_input, outputs=[img_output, summary_output])
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with gr.TabItem("Report Analysis"):
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