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Update ocr_utils.py
Browse files- ocr_utils.py +13 -9
ocr_utils.py
CHANGED
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@@ -3,13 +3,14 @@ import easyocr
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import os
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import tempfile
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def extract_text_from_pdf_with_tesseract_or_layoutlm(pdf_path: str) ->
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"""
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Extract text from a scanned PDF using PyMuPDF and EasyOCR.
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Args:
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pdf_path (str): Path to the PDF file.
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Returns:
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"""
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try:
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# Save PDF to a temporary file
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@@ -20,7 +21,7 @@ def extract_text_from_pdf_with_tesseract_or_layoutlm(pdf_path: str) -> str:
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# Convert PDF to images using PyMuPDF
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doc = fitz.open(temp_path)
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reader = easyocr.Reader(['en'], gpu=False) # Initialize EasyOCR, adjust languages as needed
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for page_num in range(len(doc)):
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@@ -31,21 +32,24 @@ def extract_text_from_pdf_with_tesseract_or_layoutlm(pdf_path: str) -> str:
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# Perform OCR using EasyOCR
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results = reader.readtext(img_path)
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text = " ".join([res[1] for res in results]) # Extract text
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if text.strip():
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else:
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# Clean up temporary image
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if os.path.exists(img_path):
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os.unlink(img_path)
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doc.close()
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return
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except Exception as e:
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print(f"OCR failed: {str(e)}")
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return
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finally:
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if os.path.exists(temp_path):
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os.unlink(temp_path)
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import os
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import tempfile
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def extract_text_from_pdf_with_tesseract_or_layoutlm(pdf_path: str) -> list:
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"""
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Extract text and bounding boxes from a scanned PDF using PyMuPDF and EasyOCR.
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Args:
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pdf_path (str): Path to the PDF file.
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Returns:
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list: List of dictionaries, each containing 'text' (str) and 'bbox' (list of [x0, y0, x1, y1]) for each page.
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Returns empty list if failed.
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"""
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try:
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# Save PDF to a temporary file
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# Convert PDF to images using PyMuPDF
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doc = fitz.open(temp_path)
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all_pages = []
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reader = easyocr.Reader(['en'], gpu=False) # Initialize EasyOCR, adjust languages as needed
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for page_num in range(len(doc)):
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# Perform OCR using EasyOCR
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results = reader.readtext(img_path)
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text = " ".join([res[1] for res in results]) # Extract text
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# Extract bounding boxes in [x0, y0, x1, y1] format
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bboxes = [[res[0][0][0], res[0][0][1], res[0][2][0], res[0][2][1]] for res in results]
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if text.strip():
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all_pages.append({"text": text, "bbox": bboxes})
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else:
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all_pages.append({"text": f"Page {page_num + 1}: No text detected", "bbox": []})
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# Clean up temporary image
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if os.path.exists(img_path):
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os.unlink(img_path)
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doc.close()
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return all_pages
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except Exception as e:
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print(f"OCR failed: {str(e)}")
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return []
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finally:
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if os.path.exists(temp_path):
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os.unlink(temp_path)
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