import os import sys from subprocess import run, CalledProcessError from concurrent.futures import ThreadPoolExecutor converted_dir = "converted" def is_image_file(path): lower_path = path.lower() return lower_path.endswith('.png') or lower_path.endswith('.jpg') or lower_path.endswith('.jpeg') def convert_image(image_path): print(f"Converting {image_path}...") converted_path = os.path.join(converted_dir, os.path.basename(image_path)) cmd = [ "convert", image_path, "-colorspace", "Gray", "-resize", "300%", "-threshold", "55%", "-type", "Grayscale", converted_path ] try: run(cmd, check=True) print(f"Converted image output to {converted_path}!") return converted_path except CalledProcessError: print(f"Error converting {image_path} with ImageMagick. Using original for Tesseract.") return image_path def ocr_image(image_path): print(f"OCR'ing {image_path}...") text_filename = os.path.basename(image_path).replace(".jpg", ".txt") text_path = os.path.join(converted_dir, text_filename) cmd = ["tesseract", image_path, text_path.replace(".txt", "")] try: run(cmd, check=True) print(f"OCRed to {text_path}!") return text_path except CalledProcessError: print(f"Error processing {image_path} with Tesseract. Skipping.") return None def process_image(image_path): converted_path = convert_image(image_path) print(f"OCR'ing image {image_path} (now at {converted_path})...") text_path = ocr_image(converted_path) if text_path and os.path.exists(text_path): with open(text_path, 'r') as text_file: text_content = text_file.read() print(f"Added text from {text_path} to final output.") return text_content else: print(f"Cannot locate {text_path}! Cannot add text to final output!") return None def main(directory_path): final_text = [] if not os.path.exists(converted_dir): os.mkdir(converted_dir) image_paths = [] for root, dirs, files in os.walk(directory_path): for file in files: image_path = os.path.join(root, file) if is_image_file(image_path): image_paths.append(image_path) # Use a ThreadPoolExecutor to process images in parallel with ThreadPoolExecutor() as executor: final_text = list(executor.map(process_image, image_paths)) # Filter out any None values and write the text to final.txt final_text = [text for text in final_text if text is not None] FINAL_OUTPUT = "final.txt" with open(FINAL_OUTPUT, 'w') as f: f.write("\n".join(final_text)) print(f"All images processed! Final output saved to {FINAL_OUTPUT}") return FINAL_OUTPUT # Add this line if __name__ == "__main__": if len(sys.argv) != 2: print("Usage: python images2text.py ") sys.exit(1) main(sys.argv[1])