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add options for different page elements, improve example and flip name of assemble_options
Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
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@ -268,6 +268,6 @@ class PipelineOptions(BaseModel):
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class AssembleOptions(BaseModel):
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remove_page_images: bool = (
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True # True: page images are removed in the assemble step
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keep_page_images: bool = (
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False # False: page images are removed in the assemble step
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)
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@ -188,7 +188,7 @@ class DocumentConverter:
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# Free up mem resources before moving on with next batch
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# Remove page images (can be disabled)
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if self.assemble_options.remove_page_images:
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if not self.assemble_options.keep_page_images:
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assembled_page.image = (
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None # Comment this if you want to visualize page images
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)
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@ -1,15 +1,14 @@
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import json
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import logging
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import time
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from pathlib import Path
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from typing import Iterable
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from typing import Tuple
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from docling.datamodel.base_models import (
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AssembleOptions,
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BoundingBox,
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ConversionStatus,
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CoordOrigin,
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PipelineOptions,
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FigureElement,
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PageElement,
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TableElement,
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)
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from docling.datamodel.document import ConvertedDocument, DocumentConversionInput
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from docling.document_converter import DocumentConverter
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@ -17,46 +16,43 @@ from docling.document_converter import DocumentConverter
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_log = logging.getLogger(__name__)
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def export_figures(
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converted_docs: Iterable[ConvertedDocument],
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def export_page_images(
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doc: ConvertedDocument,
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output_dir: Path,
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):
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output_dir.mkdir(parents=True, exist_ok=True)
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success_count = 0
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failure_count = 0
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doc_filename = doc.input.file.stem
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for doc in converted_docs:
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if doc.status == ConversionStatus.SUCCESS:
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success_count += 1
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doc_filename = doc.input.file.stem
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for page in doc.pages:
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page_no = page.page_no + 1
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page_image_filename = output_dir / f"{doc_filename}-{page_no}.png"
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with page_image_filename.open("wb") as fp:
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page.image.save(fp, format="PNG")
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for page in doc.pages:
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page_no = page.page_no + 1
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page_image_filename = output_dir / f"{doc_filename}-{page_no}.png"
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with page_image_filename.open("wb") as fp:
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page.image.save(fp, format="PNG")
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for fig_ix, fig in enumerate(doc.output.figures):
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page_no = fig.prov[0].page
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page_ix = page_no - 1
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x0, y0, x1, y1 = fig.prov[0].bbox
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crop_bbox = BoundingBox(
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l=x0, b=y0, r=x1, t=y1, coord_origin=CoordOrigin.BOTTOMLEFT
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).to_top_left_origin(page_height=doc.pages[page_ix].size.height)
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def export_element_images(
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doc: ConvertedDocument,
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output_dir: Path,
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allowed_element_types: Tuple[PageElement] = (FigureElement,),
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):
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output_dir.mkdir(parents=True, exist_ok=True)
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cropped_im = doc.pages[page_ix].image.crop(crop_bbox.as_tuple())
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fig_image_filename = output_dir / f"{doc_filename}-fig{fig_ix+1}.png"
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with fig_image_filename.open("wb") as fp:
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cropped_im.save(fp, "PNG")
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doc_filename = doc.input.file.stem
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else:
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_log.info(f"Document {doc.input.file} failed to convert.")
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failure_count += 1
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for element_ix, element in enumerate(doc.assembled.elements):
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if isinstance(element, allowed_element_types):
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page_ix = element.page_no
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crop_bbox = element.cluster.bbox.to_top_left_origin(
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page_height=doc.pages[page_ix].size.height
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)
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_log.info(
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f"Processed {success_count + failure_count} docs, of which {failure_count} failed"
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)
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cropped_im = doc.pages[page_ix].image.crop(crop_bbox.as_tuple())
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element_image_filename = (
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output_dir / f"{doc_filename}-element-{element_ix}.png"
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)
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with element_image_filename.open("wb") as fp:
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cropped_im.save(fp, "PNG")
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def main():
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@ -68,15 +64,34 @@ def main():
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input_files = DocumentConversionInput.from_paths(input_doc_paths)
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# Important: For operating with page images, we must keep them, otherwise the DocumentConverter
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# will destroy them for cleaning up memory.
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assemble_options = AssembleOptions()
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assemble_options.remove_page_images = False
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assemble_options.keep_page_images = True
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doc_converter = DocumentConverter(assemble_options=assemble_options)
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start_time = time.time()
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converted_docs = doc_converter.convert(input_files)
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export_figures(converted_docs, output_dir=Path("./scratch"))
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for doc in converted_docs:
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if doc.status != ConversionStatus.SUCCESS:
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_log.info(f"Document {doc.input.file} failed to convert.")
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continue
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# Export page images
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export_page_images(doc, output_dir=Path("./scratch"))
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# Export figures
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# export_element_images(doc, output_dir=Path("./scratch"), allowed_element_types=(FigureElement,))
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# Export figures and tables
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export_element_images(
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doc,
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output_dir=Path("./scratch"),
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allowed_element_types=(FigureElement, TableElement),
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)
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end_time = time.time() - start_time
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