Add assemble options and example saving pages and figures

Signed-off-by: Michele Dolfi <dol@zurich.ibm.com>
This commit is contained in:
Michele Dolfi 2024-08-12 11:29:27 +02:00
parent 0bf4a43ed5
commit 4338dea17b
3 changed files with 106 additions and 4 deletions

View File

@ -265,3 +265,9 @@ class PipelineOptions(BaseModel):
do_ocr: bool = False # True: perform OCR, replace programmatic PDF text
table_structure_options: TableStructureOptions = TableStructureOptions()
class AssembleOptions(BaseModel):
remove_page_images: bool = (
True # True: page images are removed in the assemble step
)

View File

@ -14,6 +14,7 @@ from pydantic import AnyHttpUrl, TypeAdapter, ValidationError
from docling.backend.abstract_backend import PdfDocumentBackend
from docling.datamodel.base_models import (
AssembledUnit,
AssembleOptions,
ConversionStatus,
Page,
PipelineOptions,
@ -44,6 +45,7 @@ class DocumentConverter:
pipeline_options: PipelineOptions = PipelineOptions(),
pdf_backend: Type[PdfDocumentBackend] = DocumentConversionInput.DEFAULT_BACKEND,
pipeline_cls: Type[BaseModelPipeline] = StandardModelPipeline,
assemble_options: AssembleOptions = AssembleOptions(),
):
if not artifacts_path:
artifacts_path = self.download_models_hf()
@ -57,6 +59,7 @@ class DocumentConverter:
self.page_assemble_model = PageAssembleModel(config={})
self.glm_model = GlmModel(config={})
self.pdf_backend = pdf_backend
self.assemble_options = assemble_options
@staticmethod
def download_models_hf(
@ -174,17 +177,23 @@ class DocumentConverter:
pages_with_images,
)
# 4. Run pipeline stages
pipeline_pages = self.model_pipeline.apply(pages_with_cells)
# 7. Assemble page elements (per page)
# 5. Assemble page elements (per page)
assembled_pages = self.page_assemble_model(pipeline_pages)
# exhaust assembled_pages
for assembled_page in assembled_pages:
# Free up mem resources before moving on with next batch
assembled_page.image = (
None # Comment this if you want to visualize page images
)
# Remove page images (can be disabled)
if self.assemble_options.remove_page_images:
assembled_page.image = (
None # Comment this if you want to visualize page images
)
# Unload backend
assembled_page._backend.unload()
all_assembled_pages.append(assembled_page)

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@ -0,0 +1,87 @@
import json
import logging
import time
from pathlib import Path
from typing import Iterable
from docling.datamodel.base_models import (
AssembleOptions,
BoundingBox,
ConversionStatus,
CoordOrigin,
PipelineOptions,
)
from docling.datamodel.document import ConvertedDocument, DocumentConversionInput
from docling.document_converter import DocumentConverter
_log = logging.getLogger(__name__)
def export_figures(
converted_docs: Iterable[ConvertedDocument],
output_dir: Path,
):
output_dir.mkdir(parents=True, exist_ok=True)
success_count = 0
failure_count = 0
for doc in converted_docs:
if doc.status == ConversionStatus.SUCCESS:
success_count += 1
doc_filename = doc.input.file.stem
for page in doc.pages:
page_no = page.page_no + 1
page_image_filename = output_dir / f"{doc_filename}-{page_no}.png"
with page_image_filename.open("wb") as fp:
page.image.save(fp, format="PNG")
for fig_ix, fig in enumerate(doc.output.figures):
page_no = fig.prov[0].page
page_ix = page_no - 1
x0, y0, x1, y1 = fig.prov[0].bbox
crop_bbox = BoundingBox(
l=x0, b=y0, r=x1, t=y1, coord_origin=CoordOrigin.BOTTOMLEFT
).to_top_left_origin(page_height=doc.pages[page_ix].size.height)
cropped_im = doc.pages[page_ix].image.crop(crop_bbox.as_tuple())
fig_image_filename = output_dir / f"{doc_filename}-fig{fig_ix+1}.png"
with fig_image_filename.open("wb") as fp:
cropped_im.save(fp, "PNG")
else:
_log.info(f"Document {doc.input.file} failed to convert.")
failure_count += 1
_log.info(
f"Processed {success_count + failure_count} docs, of which {failure_count} failed"
)
def main():
logging.basicConfig(level=logging.INFO)
input_doc_paths = [
Path("./test/data/2206.01062.pdf"),
]
input_files = DocumentConversionInput.from_paths(input_doc_paths)
assemble_options = AssembleOptions()
assemble_options.remove_page_images = False
doc_converter = DocumentConverter(assemble_options=assemble_options)
start_time = time.time()
converted_docs = doc_converter.convert(input_files)
export_figures(converted_docs, output_dir=Path("./scratch"))
end_time = time.time() - start_time
_log.info(f"All documents were converted in {end_time:.2f} seconds.")
if __name__ == "__main__":
main()