Spaces:
Sleeping
Sleeping
Version 9
Browse files- paddle_ocr_standalone.py +209 -126
paddle_ocr_standalone.py
CHANGED
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@@ -1,185 +1,262 @@
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#!/usr/bin/env python3
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# paddle_ocr_standalone.py -
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import sys
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import os
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import json
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import tempfile
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fitz.Document.pageCount = property(pageCount_property)
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if not hasattr(fitz.Page, 'getPixmap'):
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def getPixmap(self, matrix=None, alpha=True):
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return self.get_pixmap(matrix=matrix, alpha=alpha)
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fitz.Page.getPixmap = getPixmap
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if not hasattr(fitz.Page, 'getText'):
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def getText(self, option="text"):
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return self.get_text(option)
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fitz.Page.getText = getText
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# NOW import PaddleOCR after applying the patches
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from paddleocr import PaddleOCR
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def
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"""
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try:
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image_paths = []
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print(f"PDF has {len(doc)} pages", file=sys.stderr)
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for page_num in range(len(doc)):
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page = doc[page_num]
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# Create a transformation matrix for higher DPI
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mat = fitz.Matrix(dpi/72, dpi/72) # 200 DPI for better OCR accuracy
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# Render page to pixmap
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if hasattr(page, 'getPixmap'):
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pix = page.getPixmap(matrix=mat)
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else:
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pix = page.get_pixmap(matrix=mat)
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# Save to temporary file
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temp_img_path = f"/tmp/ocr_page_{page_num}_{os.getpid()}.png"
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pix.save(temp_img_path)
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# Check if file was created and get its size
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if os.path.exists(temp_img_path):
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file_size = os.path.getsize(temp_img_path)
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print(f"Converted page {page_num + 1} to: {temp_img_path} (size: {file_size} bytes, dimensions: {pix.width}x{pix.height})", file=sys.stderr)
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else:
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print(f"Failed to create image file: {temp_img_path}", file=sys.stderr)
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continue
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image_paths.append(temp_img_path)
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doc.close()
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print(f"Successfully converted {len(image_paths)} pages to images", file=sys.stderr)
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return image_paths
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except Exception as e:
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traceback.print_exc(file=sys.stderr)
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return []
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def cleanup_temp_files(file_paths):
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"""Clean up temporary image files"""
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for file_path in file_paths:
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try:
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if os.path.exists(file_path):
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os.unlink(file_path)
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print(f"Cleaned up: {file_path}", file=sys.stderr)
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except Exception as e:
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print(f"Warning: Could not clean up {file_path}: {e}", file=sys.stderr)
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# Check if file path was provided
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if len(sys.argv) < 2:
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print(json.dumps(result))
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sys.exit(1)
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file_path = sys.argv[1]
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temp_files = []
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try:
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is_pdf = file_path.lower().endswith('.pdf')
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if is_pdf:
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image_paths = pdf_to_images(file_path, dpi=150) # Reduced from 200
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temp_files = image_paths
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if not image_paths:
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raise Exception("
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total_pages = len(image_paths)
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else:
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image_paths = [file_path]
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total_pages = 1
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# Process each image with OCR
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extracted_text = ""
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pages_processed = 0
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for i, img_path in enumerate(image_paths):
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try:
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current_page = i + 1
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# Run OCR on the image
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result = ocr.ocr(img_path, cls=True)
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if result and result[0]:
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print(f"Page {current_page} has {len(result[0])} text lines detected", file=sys.stderr)
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pages_processed += 1
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page_text = ""
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for line_idx, line in enumerate(result[0]):
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if page_text.strip():
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extracted_text += f"\n--- Page {current_page} ---\n"
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extracted_text += page_text
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else:
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print(f"Page {current_page} processed successfully", file=sys.stderr)
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else:
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if result:
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print(f"Result structure: {result}", file=sys.stderr)
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except Exception as page_error:
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continue
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# Clean up temporary files
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if temp_files:
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cleanup_temp_files(temp_files)
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#
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result_data = {
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"success": True,
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"text": extracted_text,
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"method": "pdf_to_images" if is_pdf else "direct_image"
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}
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except Exception as e:
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# Clean up on error
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if temp_files:
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traceback.print_exc(file=sys.stderr)
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error_data = {
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"success": False,
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"error": str(e)
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}
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sys.exit(1)
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#!/usr/bin/env python3
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# paddle_ocr_standalone.py - Robust version with comprehensive error handling
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import sys
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import os
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import json
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import tempfile
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import traceback
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def safe_print_stderr(message):
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"""Safely print to stderr"""
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try:
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print(message, file=sys.stderr, flush=True)
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except:
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pass
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def safe_print_json(data):
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"""Safely print JSON to stdout"""
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try:
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print(json.dumps(data), flush=True)
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except Exception as e:
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safe_print_stderr(f"Error printing JSON: {e}")
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print('{"success": false, "error": "JSON serialization failed"}')
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# Check if file path was provided
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if len(sys.argv) < 2:
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safe_print_json({"success": False, "error": "Usage: python paddle_ocr_standalone.py <file_path>"})
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sys.exit(1)
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file_path = sys.argv[1]
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temp_files = []
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try:
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safe_print_stderr(f"=== Starting OCR processing for: {os.path.basename(file_path)} ===")
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# Check if file exists and is readable
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if not os.path.exists(file_path):
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raise Exception(f"File does not exist: {file_path}")
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if not os.access(file_path, os.R_OK):
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raise Exception(f"File is not readable: {file_path}")
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file_size = os.path.getsize(file_path)
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safe_print_stderr(f"File size: {file_size} bytes")
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# Import dependencies one by one with error handling
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safe_print_stderr("Importing PyMuPDF...")
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try:
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import fitz
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safe_print_stderr("β PyMuPDF imported successfully")
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except Exception as e:
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raise Exception(f"Failed to import PyMuPDF: {e}")
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# Apply monkey patch for PyMuPDF compatibility
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safe_print_stderr("Applying PyMuPDF compatibility patches...")
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try:
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if not hasattr(fitz.Document, 'pageCount'):
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def pageCount_property(self):
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return self.page_count
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fitz.Document.pageCount = property(pageCount_property)
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safe_print_stderr("β Added pageCount property")
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if not hasattr(fitz.Page, 'getPixmap'):
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def getPixmap(self, matrix=None, alpha=True):
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return self.get_pixmap(matrix=matrix, alpha=alpha)
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fitz.Page.getPixmap = getPixmap
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safe_print_stderr("β Added getPixmap method")
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if not hasattr(fitz.Page, 'getText'):
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def getText(self, option="text"):
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return self.get_text(option)
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fitz.Page.getText = getText
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safe_print_stderr("β Added getText method")
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except Exception as e:
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safe_print_stderr(f"Warning: Monkey patch failed: {e}")
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# Test PDF opening
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safe_print_stderr("Testing PDF opening...")
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try:
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test_doc = fitz.open(file_path)
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page_count = len(test_doc)
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safe_print_stderr(f"β PDF opened successfully, {page_count} pages detected")
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test_doc.close()
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except Exception as e:
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raise Exception(f"Failed to open PDF: {e}")
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# Import PaddleOCR
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safe_print_stderr("Importing PaddleOCR...")
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try:
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from paddleocr import PaddleOCR
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safe_print_stderr("β PaddleOCR imported successfully")
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except Exception as e:
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raise Exception(f"Failed to import PaddleOCR: {e}")
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# Initialize PaddleOCR
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safe_print_stderr("Initializing PaddleOCR...")
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try:
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ocr = PaddleOCR(
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use_angle_cls=True,
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lang='en',
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show_log=False,
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use_gpu=False
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)
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safe_print_stderr("β PaddleOCR initialized successfully")
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except Exception as e:
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raise Exception(f"Failed to initialize PaddleOCR: {e}")
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def pdf_to_images(pdf_path, dpi=150):
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"""Convert PDF pages to images"""
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try:
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safe_print_stderr(f"Converting PDF to images (DPI: {dpi})...")
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doc = fitz.open(pdf_path)
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image_paths = []
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safe_print_stderr(f"PDF has {len(doc)} pages")
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for page_num in range(len(doc)):
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try:
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safe_print_stderr(f"Converting page {page_num + 1}...")
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page = doc[page_num]
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# Create transformation matrix
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mat = fitz.Matrix(dpi/72, dpi/72)
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# Render page to pixmap
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if hasattr(page, 'getPixmap'):
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pix = page.getPixmap(matrix=mat)
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else:
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pix = page.get_pixmap(matrix=mat)
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# Save to temporary file
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temp_img_path = f"/tmp/ocr_page_{page_num}_{os.getpid()}.png"
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pix.save(temp_img_path)
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# Verify file creation
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if os.path.exists(temp_img_path):
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file_size = os.path.getsize(temp_img_path)
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| 139 |
+
safe_print_stderr(f"β Page {page_num + 1} converted: {temp_img_path} (size: {file_size} bytes, {pix.width}x{pix.height})")
|
| 140 |
+
image_paths.append(temp_img_path)
|
| 141 |
+
else:
|
| 142 |
+
safe_print_stderr(f"β Failed to create image: {temp_img_path}")
|
| 143 |
+
|
| 144 |
+
except Exception as page_error:
|
| 145 |
+
safe_print_stderr(f"β Error converting page {page_num + 1}: {page_error}")
|
| 146 |
+
continue
|
| 147 |
+
|
| 148 |
+
doc.close()
|
| 149 |
+
safe_print_stderr(f"β Successfully converted {len(image_paths)}/{len(doc)} pages")
|
| 150 |
+
return image_paths
|
| 151 |
+
|
| 152 |
+
except Exception as e:
|
| 153 |
+
safe_print_stderr(f"β PDF conversion failed: {e}")
|
| 154 |
+
traceback.print_exc(file=sys.stderr)
|
| 155 |
+
return []
|
| 156 |
+
|
| 157 |
+
def cleanup_temp_files(file_paths):
|
| 158 |
+
"""Clean up temporary files"""
|
| 159 |
+
for file_path in file_paths:
|
| 160 |
+
try:
|
| 161 |
+
if os.path.exists(file_path):
|
| 162 |
+
os.unlink(file_path)
|
| 163 |
+
safe_print_stderr(f"β Cleaned up: {file_path}")
|
| 164 |
+
except Exception as e:
|
| 165 |
+
safe_print_stderr(f"Warning: Could not clean up {file_path}: {e}")
|
| 166 |
+
|
| 167 |
+
# Determine file type and convert if needed
|
| 168 |
is_pdf = file_path.lower().endswith('.pdf')
|
| 169 |
|
| 170 |
if is_pdf:
|
| 171 |
+
safe_print_stderr("Processing PDF file...")
|
| 172 |
+
image_paths = pdf_to_images(file_path)
|
|
|
|
| 173 |
temp_files = image_paths
|
| 174 |
|
| 175 |
if not image_paths:
|
| 176 |
+
raise Exception("PDF conversion produced no images")
|
| 177 |
|
| 178 |
total_pages = len(image_paths)
|
| 179 |
+
safe_print_stderr(f"Will process {total_pages} images")
|
| 180 |
else:
|
| 181 |
+
safe_print_stderr("Processing image file...")
|
| 182 |
image_paths = [file_path]
|
| 183 |
total_pages = 1
|
| 184 |
|
| 185 |
+
safe_print_stderr(f"TOTAL_PAGES:{total_pages}")
|
| 186 |
|
| 187 |
# Process each image with OCR
|
| 188 |
+
safe_print_stderr("Starting OCR processing...")
|
| 189 |
extracted_text = ""
|
| 190 |
pages_processed = 0
|
| 191 |
|
| 192 |
for i, img_path in enumerate(image_paths):
|
| 193 |
try:
|
| 194 |
current_page = i + 1
|
| 195 |
+
safe_print_stderr(f"CURRENT_PAGE:{current_page}")
|
| 196 |
+
safe_print_stderr(f"Processing image: {img_path}")
|
| 197 |
+
|
| 198 |
+
# Verify image exists and is readable
|
| 199 |
+
if not os.path.exists(img_path):
|
| 200 |
+
safe_print_stderr(f"β Image file does not exist: {img_path}")
|
| 201 |
+
continue
|
| 202 |
+
|
| 203 |
+
img_size = os.path.getsize(img_path)
|
| 204 |
+
safe_print_stderr(f"Image size: {img_size} bytes")
|
| 205 |
|
| 206 |
# Run OCR on the image
|
| 207 |
+
safe_print_stderr(f"Running OCR on page {current_page}...")
|
| 208 |
result = ocr.ocr(img_path, cls=True)
|
| 209 |
|
| 210 |
+
safe_print_stderr(f"OCR result type: {type(result)}")
|
| 211 |
+
if result:
|
| 212 |
+
safe_print_stderr(f"OCR result length: {len(result)}")
|
| 213 |
+
if result[0]:
|
| 214 |
+
safe_print_stderr(f"Page {current_page} has {len(result[0])} text regions detected")
|
| 215 |
+
else:
|
| 216 |
+
safe_print_stderr(f"Page {current_page}: OCR returned empty result")
|
| 217 |
+
else:
|
| 218 |
+
safe_print_stderr(f"Page {current_page}: OCR returned None")
|
| 219 |
+
continue
|
| 220 |
|
| 221 |
+
if result and result[0]:
|
|
|
|
|
|
|
| 222 |
pages_processed += 1
|
| 223 |
page_text = ""
|
| 224 |
|
| 225 |
for line_idx, line in enumerate(result[0]):
|
| 226 |
+
try:
|
| 227 |
+
if len(line) >= 2:
|
| 228 |
+
text_content = line[1][0] if isinstance(line[1], (list, tuple)) else str(line[1])
|
| 229 |
+
confidence = line[1][1] if isinstance(line[1], (list, tuple)) and len(line[1]) > 1 else 1.0
|
| 230 |
+
|
| 231 |
+
safe_print_stderr(f"Line {line_idx}: '{text_content}' (confidence: {confidence:.2f})")
|
| 232 |
+
|
| 233 |
+
if confidence > 0.3:
|
| 234 |
+
page_text += text_content + "\n"
|
| 235 |
+
except Exception as line_error:
|
| 236 |
+
safe_print_stderr(f"Error processing line {line_idx}: {line_error}")
|
| 237 |
+
continue
|
| 238 |
|
| 239 |
if page_text.strip():
|
| 240 |
extracted_text += f"\n--- Page {current_page} ---\n"
|
| 241 |
extracted_text += page_text
|
| 242 |
+
safe_print_stderr(f"β Page {current_page}: Added {len(page_text)} characters of text")
|
| 243 |
else:
|
| 244 |
+
safe_print_stderr(f"Page {current_page}: No text above confidence threshold")
|
| 245 |
|
|
|
|
| 246 |
else:
|
| 247 |
+
safe_print_stderr(f"Page {current_page}: No OCR results")
|
|
|
|
|
|
|
| 248 |
|
| 249 |
except Exception as page_error:
|
| 250 |
+
safe_print_stderr(f"β Error processing page {current_page}: {page_error}")
|
| 251 |
+
traceback.print_exc(file=sys.stderr)
|
| 252 |
continue
|
| 253 |
|
| 254 |
# Clean up temporary files
|
| 255 |
if temp_files:
|
| 256 |
+
safe_print_stderr("Cleaning up temporary files...")
|
| 257 |
cleanup_temp_files(temp_files)
|
| 258 |
|
| 259 |
+
# Prepare final result
|
| 260 |
result_data = {
|
| 261 |
"success": True,
|
| 262 |
"text": extracted_text,
|
|
|
|
| 265 |
"method": "pdf_to_images" if is_pdf else "direct_image"
|
| 266 |
}
|
| 267 |
|
| 268 |
+
safe_print_stderr(f"=== OCR Complete: {pages_processed}/{total_pages} pages processed ===")
|
| 269 |
+
safe_print_stderr(f"Total text length: {len(extracted_text)} characters")
|
| 270 |
+
|
| 271 |
+
# Output final JSON result
|
| 272 |
+
safe_print_json(result_data)
|
| 273 |
|
| 274 |
except Exception as e:
|
| 275 |
# Clean up on error
|
| 276 |
if temp_files:
|
| 277 |
+
try:
|
| 278 |
+
cleanup_temp_files(temp_files)
|
| 279 |
+
except:
|
| 280 |
+
pass
|
| 281 |
+
|
| 282 |
+
safe_print_stderr(f"=== FATAL ERROR ===")
|
| 283 |
+
safe_print_stderr(f"Error: {e}")
|
| 284 |
traceback.print_exc(file=sys.stderr)
|
| 285 |
|
| 286 |
error_data = {
|
| 287 |
"success": False,
|
| 288 |
"error": str(e)
|
| 289 |
}
|
| 290 |
+
safe_print_json(error_data)
|
| 291 |
sys.exit(1)
|