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chore: add simple convert script
Signed-off-by: Peter Staar <taa@zurich.ibm.com>
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169
examples/convert.py
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169
examples/convert.py
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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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import argparse
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from docling.backend.docling_parse_backend import DoclingParseDocumentBackend
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from docling.backend.pypdfium2_backend import PyPdfiumDocumentBackend
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from docling.datamodel.base_models import ConversionStatus, PipelineOptions
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from docling.datamodel.document import ConversionResult, DocumentConversionInput
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from docling.document_converter import DocumentConverter
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_log = logging.getLogger(__name__)
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from enum import Enum
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# Define an enum for the backend options
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class Backend(Enum):
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PDFIUM = "pdfium"
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DOCLING = "docling"
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def export_documents(
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conv_results: Iterable[ConversionResult],
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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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for conv_res in conv_results:
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if conv_res.status == ConversionStatus.SUCCESS:
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success_count += 1
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doc_filename = conv_res.input.file.stem
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# Export Deep Search document JSON format:
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fname = output_dir / f"{doc_filename}.json"
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with fname.open("w") as fp:
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_log.info(f"writing {fname}")
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fp.write(json.dumps(conv_res.render_as_dict()))
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# Export Text format:
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with (output_dir / f"{doc_filename}.txt").open("w") as fp:
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fp.write(conv_res.render_as_text())
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# Export Markdown format:
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with (output_dir / f"{doc_filename}.md").open("w") as fp:
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fp.write(conv_res.render_as_markdown())
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# Export Document Tags format:
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with (output_dir / f"{doc_filename}.doctags").open("w") as fp:
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fp.write(conv_res.render_as_doctags())
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else:
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_log.info(f"Document {conv_res.input.file} failed to convert.")
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failure_count += 1
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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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return success_count, failure_count
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def main(pdf, ocr, backend):
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logging.basicConfig(level=logging.INFO)
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input_doc_paths = [
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Path(pdf)
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]
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###########################################################################
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# The following sections contain a combination of PipelineOptions
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# and PDF Backends for various configurations.
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# Uncomment one section at the time to see the differences in the output.
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doc_converter = None
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if backend==Backend.PDFIUM.value and not ocr: # PyPdfium without OCR
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pipeline_options = PipelineOptions()
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pipeline_options.do_ocr=False
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pipeline_options.do_table_structure=True
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pipeline_options.table_structure_options.do_cell_matching = False
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doc_converter = DocumentConverter(
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pipeline_options=pipeline_options,
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pdf_backend=PyPdfiumDocumentBackend,
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)
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elif backend==Backend.PDFIUM.value and ocr: # PyPdfium with OCR
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pipeline_options = PipelineOptions()
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pipeline_options.do_ocr=False
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pipeline_options.do_table_structure=True
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pipeline_options.table_structure_options.do_cell_matching = True
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doc_converter = DocumentConverter(
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pipeline_options=pipeline_options,
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pdf_backend=PyPdfiumDocumentBackend,
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)
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elif backend==Backend.DOCLING.value and not ocr: # Docling Parse without OCR
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pipeline_options = PipelineOptions()
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pipeline_options.do_ocr = False
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pipeline_options.do_table_structure = True
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pipeline_options.table_structure_options.do_cell_matching = True
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doc_converter = DocumentConverter(
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pipeline_options=pipeline_options,
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pdf_backend=DoclingParseDocumentBackend,
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)
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elif backend==Backend.DOCLING.value and ocr:# Docling Parse with OCR
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pipeline_options = PipelineOptions()
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pipeline_options.do_ocr=True
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pipeline_options.do_table_structure=True
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pipeline_options.table_structure_options.do_cell_matching = True
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doc_converter = DocumentConverter(
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pipeline_options=pipeline_options,
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pdf_backend=DoclingParseDocumentBackend,
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)
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else:
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return
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###########################################################################
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# Define input files
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input = DocumentConversionInput.from_paths(input_doc_paths)
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start_time = time.time()
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conv_results = doc_converter.convert(input)
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success_count, failure_count = export_documents(
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conv_results, output_dir=Path("./scratch")
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)
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end_time = time.time() - start_time
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_log.info(f"All documents were converted in {end_time:.2f} seconds.")
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if failure_count > 0:
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raise RuntimeError(
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f"The example failed converting {failure_count} on {len(input_doc_paths)}."
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)
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if __name__ == "__main__":
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# Create an argument parser
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parser = argparse.ArgumentParser(description="Process PDF files with optional OCR.")
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# Add arguments
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parser.add_argument("--pdf", type=str, help="Path to the PDF file.")
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parser.add_argument("--ocr", type=bool, default=False, help="Enable OCR (True or False).")
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# Add the backend option as an enum
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parser.add_argument("--backend", type=lambda b: Backend[b.upper()],
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choices=list(Backend), default=Backend.DOCLING,
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help="Select backend (pdfium or docling). Default is docling.")
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# Parse the arguments
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args = parser.parse_args()
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main(args.pdf, args.ocr, args.backend.value)
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