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added example to translate documents
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Signed-off-by: Peter Staar <taa@zurich.ibm.com>
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PeterStaar-IBM committed Jan 14, 2025
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import logging
import time
from pathlib import Path

from docling_core.types.doc import ImageRefMode, PictureItem, TableItem

from docling.datamodel.base_models import FigureElement, InputFormat, Table
from docling.datamodel.pipeline_options import PdfPipelineOptions
from docling.document_converter import DocumentConverter, PdfFormatOption

_log = logging.getLogger(__name__)

IMAGE_RESOLUTION_SCALE = 2.0


# FIXME: put in your favorite translation code ....
def translate(text: str, src: str = "en", dest: str = "de"):

# from googletrans import Translator

# Initialize the translator
# translator = Translator()

# Translate text from English to German
# text = "Hello, how are you?"
# translated = translator.translate(text, src="en", dest="de")

return text


def main():
logging.basicConfig(level=logging.INFO)

input_doc_path = Path("./tests/data/2206.01062.pdf")
output_dir = Path("scratch")

# Important: For operating with page images, we must keep them, otherwise the DocumentConverter
# will destroy them for cleaning up memory.
# This is done by setting PdfPipelineOptions.images_scale, which also defines the scale of images.
# scale=1 correspond of a standard 72 DPI image
# The PdfPipelineOptions.generate_* are the selectors for the document elements which will be enriched
# with the image field
pipeline_options = PdfPipelineOptions()
pipeline_options.images_scale = IMAGE_RESOLUTION_SCALE
pipeline_options.generate_page_images = True
pipeline_options.generate_picture_images = True

doc_converter = DocumentConverter(
format_options={
InputFormat.PDF: PdfFormatOption(pipeline_options=pipeline_options)
}
)

start_time = time.time()

conv_res = doc_converter.convert(input_doc_path)
conv_doc = conv_res.document

# Save markdown with embedded pictures in original text
md_filename = output_dir / f"{doc_filename}-with-images-orig.md"
conv_doc.save_as_markdown(md_filename, image_mode=ImageRefMode.EMBEDDED)

for element, _level in conv_res.document.iterate_items():
if isinstance(element, TextItem):
element.orig = element.text
element.text = translate(text=element.text)

# Save markdown with embedded pictures in translated text
md_filename = output_dir / f"{doc_filename}-with-images-translated.md"
conv_doc.save_as_markdown(md_filename, image_mode=ImageRefMode.EMBEDDED)

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