# Based on: https://docs.unstructured.io/open-source/introduction/quick-start ## and https://docs.unstructured.io/open-source/installation/full-installation # Full Installation in python venv enviroment ## pip install "unstructured[all-docs]" from unstructured.partition.pdf import partition_pdf from unstructured.cleaners.translate import translate_text from transformers import MarianMTModel, MarianTokenizer # Partition the PDF and process the elements elements = partition_pdf( "./pdf_trans.pdf", # name of pdf file to extract text from languages=["pl"], content_type="application/pdf", # content type is pdf. include_page_breaks=True, strategy="fast", extract_image_block_types=["Table"], infer_table_structure=True, max_partition=None ) # Combine the elements into a single string pol_text = "\n\n".join([str(el) for el in elements]) # Write the original text to a file with open("pl_pdf.txt", "w", encoding="utf-8") as f: # name of translated text f.write(pol_text) file_path = "./en_pdf.txt" # name of a pdf file to translate with open(file_path, 'w', encoding='utf-8') as file: for i, el in enumerate(elements): translated_chunk = translate_text(str(el),'pl','en') print(translated_chunk) file.write(f"{translated_chunk}\n\n")