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https://github.com/DS4SD/docling.git
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fix: refine conversion result (#52)
- fields `output` & `assembled` need not be optional - introduced "synonym" `ConversionResult` for `ConvertedDocument` & deprecated the latter Signed-off-by: Panos Vagenas <35837085+vagenas@users.noreply.github.com>
This commit is contained in:
@@ -7,7 +7,6 @@ from pathlib import Path
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from typing import Iterable, Optional, Type, Union
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import requests
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from docling_core.types import Document
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from PIL import ImageDraw
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from pydantic import AnyHttpUrl, TypeAdapter, ValidationError
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@@ -22,7 +21,7 @@ from docling.datamodel.base_models import (
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PipelineOptions,
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)
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from docling.datamodel.document import (
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ConvertedDocument,
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ConversionResult,
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DocumentConversionInput,
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InputDocument,
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)
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@@ -73,7 +72,7 @@ class DocumentConverter:
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return Path(download_path)
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def convert(self, input: DocumentConversionInput) -> Iterable[ConvertedDocument]:
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def convert(self, input: DocumentConversionInput) -> Iterable[ConversionResult]:
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for input_batch in chunkify(
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input.docs(pdf_backend=self.pdf_backend), settings.perf.doc_batch_size
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@@ -86,9 +85,9 @@ class DocumentConverter:
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# yield from pool.map(self.process_document, input_batch)
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# Note: Pdfium backend is not thread-safe, thread pool usage was disabled.
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yield from map(self.process_document, input_batch)
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yield from map(self._process_document, input_batch)
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def convert_single(self, source: Path | AnyHttpUrl | str) -> ConvertedDocument:
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def convert_single(self, source: Path | AnyHttpUrl | str) -> ConversionResult:
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"""Convert a single document.
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Args:
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@@ -99,7 +98,7 @@ class DocumentConverter:
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RuntimeError: If conversion fails.
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Returns:
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Document: The converted document object.
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ConversionResult: The conversion result object.
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"""
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with tempfile.TemporaryDirectory() as temp_dir:
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try:
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@@ -129,51 +128,49 @@ class DocumentConverter:
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f"Unexpected file path type encountered: {type(source)}"
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)
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conv_inp = DocumentConversionInput.from_paths(paths=[local_path])
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converted_docs_iter = self.convert(conv_inp)
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converted_doc: ConvertedDocument = next(converted_docs_iter)
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if converted_doc.status not in {
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conv_res_iter = self.convert(conv_inp)
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conv_res: ConversionResult = next(conv_res_iter)
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if conv_res.status not in {
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ConversionStatus.SUCCESS,
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ConversionStatus.PARTIAL_SUCCESS,
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}:
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raise RuntimeError(f"Conversion failed with status: {converted_doc.status}")
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return converted_doc
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raise RuntimeError(f"Conversion failed with status: {conv_res.status}")
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return conv_res
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def process_document(self, in_doc: InputDocument) -> ConvertedDocument:
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def _process_document(self, in_doc: InputDocument) -> ConversionResult:
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start_doc_time = time.time()
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converted_doc = ConvertedDocument(input=in_doc)
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conv_res = ConversionResult(input=in_doc)
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_log.info(f"Processing document {in_doc.file.name}")
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if not in_doc.valid:
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converted_doc.status = ConversionStatus.FAILURE
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return converted_doc
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conv_res.status = ConversionStatus.FAILURE
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return conv_res
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for i in range(0, in_doc.page_count):
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converted_doc.pages.append(Page(page_no=i))
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conv_res.pages.append(Page(page_no=i))
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all_assembled_pages = []
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try:
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# Iterate batches of pages (page_batch_size) in the doc
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for page_batch in chunkify(
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converted_doc.pages, settings.perf.page_batch_size
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):
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for page_batch in chunkify(conv_res.pages, settings.perf.page_batch_size):
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start_pb_time = time.time()
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# Pipeline
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# 1. Initialise the page resources
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init_pages = map(
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functools.partial(self.initialize_page, in_doc), page_batch
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functools.partial(self._initialize_page, in_doc), page_batch
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)
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# 2. Populate page image
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pages_with_images = map(
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functools.partial(self.populate_page_images, in_doc), init_pages
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functools.partial(self._populate_page_images, in_doc), init_pages
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)
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# 3. Populate programmatic page cells
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pages_with_cells = map(
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functools.partial(self.parse_page_cells, in_doc),
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functools.partial(self._parse_page_cells, in_doc),
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pages_with_images,
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)
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@@ -202,13 +199,13 @@ class DocumentConverter:
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# Free up mem resources of PDF backend
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in_doc._backend.unload()
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converted_doc.pages = all_assembled_pages
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self.assemble_doc(converted_doc)
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conv_res.pages = all_assembled_pages
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self._assemble_doc(conv_res)
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status = ConversionStatus.SUCCESS
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for page in converted_doc.pages:
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for page in conv_res.pages:
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if not page._backend.is_valid():
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converted_doc.errors.append(
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conv_res.errors.append(
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ErrorItem(
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component_type=DoclingComponentType.PDF_BACKEND,
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module_name=type(page._backend).__name__,
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@@ -217,10 +214,10 @@ class DocumentConverter:
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)
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status = ConversionStatus.PARTIAL_SUCCESS
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converted_doc.status = status
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conv_res.status = status
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except Exception as e:
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converted_doc.status = ConversionStatus.FAILURE
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conv_res.status = ConversionStatus.FAILURE
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trace = "\n".join(traceback.format_exception(e))
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_log.info(
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f"Encountered an error during conversion of document {in_doc.document_hash}:\n"
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@@ -232,10 +229,10 @@ class DocumentConverter:
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f"Finished converting document time-pages={end_doc_time:.2f}/{in_doc.page_count}"
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)
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return converted_doc
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return conv_res
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# Initialise and load resources for a page, before downstream steps (populate images, cells, ...)
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def initialize_page(self, doc: InputDocument, page: Page) -> Page:
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def _initialize_page(self, doc: InputDocument, page: Page) -> Page:
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page._backend = doc._backend.load_page(page.page_no)
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page.size = page._backend.get_size()
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page.page_hash = create_hash(doc.document_hash + ":" + str(page.page_no))
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@@ -243,7 +240,7 @@ class DocumentConverter:
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return page
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# Generate the page image and store it in the page object
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def populate_page_images(self, doc: InputDocument, page: Page) -> Page:
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def _populate_page_images(self, doc: InputDocument, page: Page) -> Page:
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# default scale
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page.get_image(
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scale=1.0
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@@ -259,7 +256,7 @@ class DocumentConverter:
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return page
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# Extract and populate the page cells and store it in the page object
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def parse_page_cells(self, doc: InputDocument, page: Page) -> Page:
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def _parse_page_cells(self, doc: InputDocument, page: Page) -> Page:
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page.cells = page._backend.get_text_cells()
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# DEBUG code:
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@@ -274,12 +271,12 @@ class DocumentConverter:
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return page
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def assemble_doc(self, converted_doc: ConvertedDocument):
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def _assemble_doc(self, conv_res: ConversionResult):
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all_elements = []
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all_headers = []
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all_body = []
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for p in converted_doc.pages:
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for p in conv_res.pages:
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for el in p.assembled.body:
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all_body.append(el)
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@@ -288,8 +285,8 @@ class DocumentConverter:
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for el in p.assembled.elements:
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all_elements.append(el)
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converted_doc.assembled = AssembledUnit(
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conv_res.assembled = AssembledUnit(
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elements=all_elements, headers=all_headers, body=all_body
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)
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converted_doc.output = self.glm_model(converted_doc)
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conv_res.output = self.glm_model(conv_res)
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