import fitz # PyMuPDF from concurrent.futures import ThreadPoolExecutor def _extract_text(page): text = page.get_text() return text.strip() if text and text.strip() else None def parse_pdf_from_url_multithreaded(content, max_workers=2, chunk_size=1): try: with fitz.open(stream=content, filetype="pdf") as doc: pages = list(doc) with ThreadPoolExecutor(max_workers=max_workers) as executor: texts = list(executor.map(_extract_text, pages)) if chunk_size > 1: chunks = [] for i in range(0, len(texts), chunk_size): chunk = ' '.join([t for t in texts[i:i+chunk_size] if t]) if chunk: chunks.append(chunk) return chunks if chunks else ["No data found in this document (empty PDF)"] return [t for t in texts if t] or ["No data found in this document (empty PDF)"] except Exception as e: print(f"❌ Failed to parse as PDF: {str(e)}") return [f"No data found in this document (not PDF or corrupted)"] def parse_pdf_from_file_multithreaded(file_path, max_workers=2, chunk_size=1): try: with fitz.open(file_path) as doc: pages = list(doc) with ThreadPoolExecutor(max_workers=max_workers) as executor: texts = list(executor.map(_extract_text, pages)) if chunk_size > 1: chunks = [] for i in range(0, len(texts), chunk_size): chunk = ' '.join([t for t in texts[i:i+chunk_size] if t]) if chunk: chunks.append(chunk) return chunks if chunks else ["No data found in this document (local PDF empty)"] return [t for t in texts if t] or ["No data found in this document (local PDF empty)"] except Exception as e: print(f"❌ Failed to open local file: {str(e)}") return [f"No data found in this document (local file error)"]