Docling/examples/batch_convert.py
Christoph Auer a294b7e64a
feat: Page-level error reporting from PDF backend, introduce PARTIAL_SUCCESS status (#47)
* Put safety-checks for failed parse of pages

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* Introduce page-level error checks

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* Bump to docling-parse 1.1.1

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

* Introduce page-level error checks

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>

---------

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
2024-08-23 16:18:41 +02:00

85 lines
2.6 KiB
Python

import json
import logging
import time
from pathlib import Path
from typing import Iterable
from docling.datamodel.base_models import ConversionStatus, PipelineOptions
from docling.datamodel.document import ConvertedDocument, DocumentConversionInput
from docling.document_converter import DocumentConverter
_log = logging.getLogger(__name__)
def export_documents(
converted_docs: Iterable[ConvertedDocument],
output_dir: Path,
):
output_dir.mkdir(parents=True, exist_ok=True)
success_count = 0
failure_count = 0
partial_success_count = 0
for doc in converted_docs:
if doc.status == ConversionStatus.SUCCESS:
success_count += 1
doc_filename = doc.input.file.stem
# Export Deep Search document JSON format:
with (output_dir / f"{doc_filename}.json").open("w") as fp:
fp.write(json.dumps(doc.render_as_dict()))
# Export Markdown format:
with (output_dir / f"{doc_filename}.md").open("w") as fp:
fp.write(doc.render_as_markdown())
elif doc.status == ConversionStatus.PARTIAL_SUCCESS:
_log.info(
f"Document {doc.input.file} was partially converted with the following errors:"
)
for item in doc.errors:
_log.info(f"\t{item.error_message}")
partial_success_count += 1
else:
_log.info(f"Document {doc.input.file} failed to convert.")
failure_count += 1
_log.info(
f"Processed {success_count + partial_success_count + failure_count} docs, "
f"of which {failure_count} failed "
f"and {partial_success_count} were partially converted."
)
def main():
logging.basicConfig(level=logging.INFO)
input_doc_paths = [
Path("./test/data/2206.01062.pdf"),
Path("./test/data/2203.01017v2.pdf"),
Path("./test/data/2305.03393v1.pdf"),
Path("./test/data/redp5110.pdf"),
Path("./test/data/redp5695.pdf"),
]
# buf = BytesIO(Path("./test/data/2206.01062.pdf").open("rb").read())
# docs = [DocumentStream(filename="my_doc.pdf", stream=buf)]
# input = DocumentConversionInput.from_streams(docs)
doc_converter = DocumentConverter()
input = DocumentConversionInput.from_paths(input_doc_paths)
start_time = time.time()
converted_docs = doc_converter.convert(input)
export_documents(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()