Spaces:
Sleeping
Sleeping
Ziad Meligy commited on
Commit ·
bfe1fa6
1
Parent(s): f1ec150
Pushing to space Dicom
Browse files
main.py
CHANGED
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@@ -1,7 +1,11 @@
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from fastapi import FastAPI, File, UploadFile, HTTPException
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from fastapi.middleware.cors import CORSMiddleware
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from generate_report import generate_report
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from utils import convert_to_png
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import io
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@@ -41,6 +45,76 @@ async def upload_image(file: UploadFile = File(...)):
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raise HTTPException(status_code=500, detail=str(e))
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from fastapi import FastAPI, File, UploadFile, HTTPException
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from fastapi.middleware.cors import CORSMiddleware
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from fastapi.responses import JSONResponse
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from generate_report import generate_report
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from utils import convert_to_png
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from utils import dicom_to_png
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import pydicom
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import tempfile
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import io
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raise HTTPException(status_code=500, detail=str(e))
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@app.post("/generate_report_dicom")
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async def generate_report_dicom(file: UploadFile = File(...)):
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"""
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Generate radiology report from DICOM file.
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Checks if the DICOM is an X-ray, converts it to PNG, and generates a report.
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"""
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try:
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# Validate file type
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if not file.filename.lower().endswith(('.dcm', '.dicom')):
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raise HTTPException(status_code=400, detail="File must be a DICOM file (.dcm or .dicom)")
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# Read DICOM file
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file_content = await file.read()
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# Create a temporary file to store DICOM data
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with tempfile.NamedTemporaryFile(delete=False, suffix='.dcm') as temp_file:
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temp_file.write(file_content)
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temp_file_path = temp_file.name
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try:
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# Read DICOM data
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dicom_data = pydicom.dcmread(temp_file_path)
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# # Check if it's an X-ray
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# if not is_xray_dicom(dicom_data):
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# return JSONResponse(
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# {"error": "DICOM file does not appear to be an X-ray image"},
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# status_code=400
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# )
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# Convert DICOM to PNG
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image = dicom_to_png(dicom_data)
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report= generate_report(image) # Generate report using the image
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# Get additional DICOM metadata for context
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metadata = {}
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if hasattr(dicom_data, 'PatientID'):
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metadata['patient_id'] = str(dicom_data.PatientID)
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if hasattr(dicom_data, 'StudyDate'):
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metadata['study_date'] = str(dicom_data.StudyDate)
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if hasattr(dicom_data, 'Modality'):
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metadata['modality'] = str(dicom_data.Modality)
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if hasattr(dicom_data, 'BodyPartExamined'):
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metadata['body_part'] = str(dicom_data.BodyPartExamined)
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return JSONResponse({
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"generated_report": report,
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"dicom_metadata": metadata,
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"image_info": {
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"width": image.width,
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"height": image.height,
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"mode": image.mode
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}
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})
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finally:
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# Clean up temporary file
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import os
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try:
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os.unlink(temp_file_path)
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except:
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pass
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except HTTPException:
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raise
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except Exception as e:
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return JSONResponse({"error": str(e)}, status_code=500)
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utils.py
CHANGED
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@@ -36,4 +36,20 @@ async def convert_to_png(file: UploadFile) -> Image.Image:
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image = Image.fromarray(pixel_array).convert("RGB")
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return image
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raise HTTPException(status_code=400, detail="Unsupported media type")
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image = Image.fromarray(pixel_array).convert("RGB")
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return image
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raise HTTPException(status_code=400, detail="Unsupported media type")
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def dicom_to_png(ds):
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pixel_array = ds.pixel_array
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# Normalize if needed (handle 16-bit images)
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if pixel_array.dtype != np.uint8:
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# Scale to 0-255
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pixel_array = pixel_array.astype(np.float32)
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pixel_array -= pixel_array.min()
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pixel_array /= pixel_array.max()
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pixel_array *= 255.0
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pixel_array = pixel_array.astype(np.uint8)
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# Convert to PIL Image
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img = Image.fromarray(pixel_array).convert("RGB")
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return img
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