Auto-update: Wed Nov 13 09:17:05 PST 2024

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sanj 2024-11-13 09:17:05 -08:00
parent 037f9c2987
commit fba9a8cf28

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ocr Executable file
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#!/usr/bin/env python3
import sys
import os
from pathlib import Path
from pdf2image import convert_from_path # This is the correct import
import easyocr
from PyPDF2 import PdfReader, PdfWriter
import concurrent.futures
import argparse
from tqdm import tqdm
import logging
def setup_logging():
logging.basicConfig(
level=logging.INFO,
format='%(asctime)s - %(levelname)s - %(message)s',
handlers=[
logging.StreamHandler(),
logging.FileHandler('ocr_process.log')
]
)
def extract_images_from_pdf_chunk(pdf_path, start_page, num_pages):
try:
return convert_from_path(pdf_path, # This is the correct function name
first_page=start_page,
last_page=start_page + num_pages - 1,
dpi=300)
except Exception as e:
logging.error(f"Error extracting pages {start_page}-{start_page+num_pages}: {e}")
raise
def process_page(image):
reader = easyocr.Reader(['en'], gpu=True)
return reader.readtext(image)
def process_chunk(pdf_path, start_page, num_pages):
images = extract_images_from_pdf_chunk(pdf_path, start_page, num_pages)
results = []
with concurrent.futures.ThreadPoolExecutor() as executor:
futures = [executor.submit(process_page, image) for image in images]
for future in concurrent.futures.as_completed(futures):
try:
results.append(future.result())
except Exception as e:
logging.error(f"Error processing page: {e}")
return results
def main():
parser = argparse.ArgumentParser(description='OCR a PDF file using EasyOCR')
parser.add_argument('pdf_path', type=str, help='Path to the PDF file')
parser.add_argument('--chunk-size', type=int, default=100,
help='Number of pages to process in each chunk')
args = parser.parse_args()
pdf_path = Path(args.pdf_path)
if not pdf_path.exists():
print(f"Error: File {pdf_path} does not exist")
sys.exit(1)
setup_logging()
logging.info(f"Starting OCR process for {pdf_path}")
# Create output directory
output_dir = pdf_path.parent / f"{pdf_path.stem}_ocr_results"
output_dir.mkdir(exist_ok=True)
reader = PdfReader(str(pdf_path))
total_pages = len(reader.pages)
with tqdm(total=total_pages) as pbar:
for start_page in range(1, total_pages + 1, args.chunk_size):
chunk_size = min(args.chunk_size, total_pages - start_page + 1)
chunk_output = output_dir / f"chunk_{start_page:06d}.txt"
if chunk_output.exists():
logging.info(f"Skipping existing chunk {start_page}")
pbar.update(chunk_size)
continue
try:
results = process_chunk(str(pdf_path), start_page, chunk_size)
# Save results
with open(chunk_output, 'w', encoding='utf-8') as f:
for page_num, page_results in enumerate(results, start_page):
f.write(f"=== Page {page_num} ===\n")
for text_result in page_results:
f.write(f"{text_result[1]}\n")
f.write("\n")
pbar.update(chunk_size)
logging.info(f"Completed chunk starting at page {start_page}")
except Exception as e:
logging.error(f"Failed to process chunk starting at page {start_page}: {e}")
continue
logging.info("OCR process complete")
if __name__ == '__main__':
main()