import base64 import io import re import pytesseract from PIL import Image from pdf2image import convert_from_bytes def divide_images(contents: bytes) -> list[bytes]: images = convert_from_bytes(contents, dpi=250) image_bytes_list = [] for image in images: img_byte_array = io.BytesIO() image.save(img_byte_array, format='PNG') img_byte_array.seek(0) image_bytes_list.append(img_byte_array.read()) return image_bytes_list def extract_text_from_images(images: list[bytes]) -> str: extracted_texts = [] for image_bytes in images: image = Image.open(io.BytesIO(image_bytes)) text = pytesseract.image_to_string(image) extracted_texts.append(text) return '\n'.join(extracted_texts) def prepare_request_content(images: list[bytes]) -> list: content = [ {"type": "text", "text": "Generate a report on the attached document"}, *[ { "type": "image_url", "image_url": { "url": f"data:image/jpeg;base64,{base64.b64encode(image).decode('utf-8')}", }, } for image in images ] ] return content def clean_response(text: str) -> str: try: text = re.search(r'```markdown\s*(.*?)\s*```', text, re.DOTALL).group(1) except Exception as e: pass return text