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43320e9
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818d07f
Create app.py
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app.py
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import gradio as gr
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from transformers import pipeline
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from transformers import SummarizationPipeline
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summarizer = SummarizationPipeline(model="hamzamalik11/Biobart_radiology_summarization", task="summarization")
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#pipeline = pipeline(, model="hamzamalik11/Biobart_radiology_summarization")
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def greet(RADIOLOGY_REPORT):
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summary_output= summarizer(RADIOLOGY_REPORT)
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return summary_output
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findings_examples = [
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"prevoid bladder volume cc postvoid bladder volume cc bladder grossly normal appearance",
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"heart mediastinal contours normal left sided subclavian line position tip distal svc lungs remain clear active disease effusions",
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'''heart size normal mediastinal hilar contours remain stable small right pneumothorax remains unchanged surgical lung staples overlying
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left upper lobe seen linear pattern consistent prior upper lobe resection soft tissue osseous structures appear unremarkable nasogastric
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endotracheal tubes remain satisfactory position atelectatic changes right lower lung field remain unchanged prior study''',
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]
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radiology_demo = gr.Interface(fn=greet, inputs="text", outputs="text",
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examples=findings_examples,
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description=""" -------------RADIOLOGY REPORT SUMMARIZATION----------------
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ENTER YOUR FINDINGS IN RADIOLOGY REPORT SECTION & MODEL WILL PROVIDE YOU IMPRESSIONS AS AN OUTPUT""",
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)
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demo = gr.TabbedInterface([radiology_demo])
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if __name__ == "__main__":
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demo.launch( share = True)
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