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feat: Add pipeline timings and toggle visualization, establish debug settings (#183)

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* Add settings to turn visualization on or off

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

* Add profiling code to all models

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

* Refactor and fix profiling codes

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

* Visualization codes output PNG to debug dir

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

* Fixes for time logging

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

* Optimize imports

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

* Update lockfile

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

* Add start_timestamps to ProfilingItem

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

---------

Signed-off-by: Christoph Auer <cau@zurich.ibm.com>
This commit is contained in:
Christoph Auer
2024-10-30 15:04:19 +01:00
committed by GitHub
parent 94a5290789
commit 2a2c65bf4f
23 changed files with 998 additions and 771 deletions
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113
docling/pipeline/standard_pdf_pipeline.py
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@@ -7,7 +7,7 @@ from docling_core.types.doc import DocItem, ImageRef, PictureItem, TableItem
from docling.backend.abstract_backend import AbstractDocumentBackend
from docling.backend.pdf_backend import PdfDocumentBackend
from docling.datamodel.base_models import AssembledUnit, Page
from docling.datamodel.document import ConversionResult, InputDocument
from docling.datamodel.document import ConversionResult
from docling.datamodel.pipeline_options import (
EasyOcrOptions,
PdfPipelineOptions,
@@ -27,6 +27,7 @@ from docling.models.table_structure_model import TableStructureModel
from docling.models.tesseract_ocr_cli_model import TesseractOcrCliModel
from docling.models.tesseract_ocr_model import TesseractOcrModel
from docling.pipeline.base_pipeline import PaginatedPipeline
from docling.utils.profiling import ProfilingScope, TimeRecorder
_log = logging.getLogger(__name__)
@@ -119,73 +120,75 @@ class StandardPdfPipeline(PaginatedPipeline):
)
return None
def initialize_page(self, doc: InputDocument, page: Page) -> Page:
page._backend = doc._backend.load_page(page.page_no) # type: ignore
if page._backend is not None and page._backend.is_valid():
page.size = page._backend.get_size()
def initialize_page(self, conv_res: ConversionResult, page: Page) -> Page:
with TimeRecorder(conv_res, "page_init"):
page._backend = conv_res.input._backend.load_page(page.page_no) # type: ignore
if page._backend is not None and page._backend.is_valid():
page.size = page._backend.get_size()
return page
def _assemble_document(
self, in_doc: InputDocument, conv_res: ConversionResult
) -> ConversionResult:
def _assemble_document(self, conv_res: ConversionResult) -> ConversionResult:
all_elements = []
all_headers = []
all_body = []
for p in conv_res.pages:
if p.assembled is not None:
for el in p.assembled.body:
all_body.append(el)
for el in p.assembled.headers:
all_headers.append(el)
for el in p.assembled.elements:
all_elements.append(el)
with TimeRecorder(conv_res, "doc_assemble", scope=ProfilingScope.DOCUMENT):
for p in conv_res.pages:
if p.assembled is not None:
for el in p.assembled.body:
all_body.append(el)
for el in p.assembled.headers:
all_headers.append(el)
for el in p.assembled.elements:
all_elements.append(el)
conv_res.assembled = AssembledUnit(
elements=all_elements, headers=all_headers, body=all_body
)
conv_res.assembled = AssembledUnit(
elements=all_elements, headers=all_headers, body=all_body
)
conv_res.document = self.glm_model(conv_res)
conv_res.document = self.glm_model(conv_res)
# Generate page images in the output
if self.pipeline_options.generate_page_images:
for page in conv_res.pages:
assert page.image is not None
page_no = page.page_no + 1
conv_res.document.pages[page_no].image = ImageRef.from_pil(
page.image, dpi=int(72 * self.pipeline_options.images_scale)
)
# Generate images of the requested element types
if (
self.pipeline_options.generate_picture_images
or self.pipeline_options.generate_table_images
):
scale = self.pipeline_options.images_scale
for element, _level in conv_res.document.iterate_items():
if not isinstance(element, DocItem) or len(element.prov) == 0:
continue
if (
isinstance(element, PictureItem)
and self.pipeline_options.generate_picture_images
) or (
isinstance(element, TableItem)
and self.pipeline_options.generate_table_images
):
page_ix = element.prov[0].page_no - 1
page = conv_res.pages[page_ix]
assert page.size is not None
# Generate page images in the output
if self.pipeline_options.generate_page_images:
for page in conv_res.pages:
assert page.image is not None
crop_bbox = (
element.prov[0]
.bbox.scaled(scale=scale)
.to_top_left_origin(page_height=page.size.height * scale)
page_no = page.page_no + 1
conv_res.document.pages[page_no].image = ImageRef.from_pil(
page.image, dpi=int(72 * self.pipeline_options.images_scale)
)
cropped_im = page.image.crop(crop_bbox.as_tuple())
element.image = ImageRef.from_pil(cropped_im, dpi=int(72 * scale))
# Generate images of the requested element types
if (
self.pipeline_options.generate_picture_images
or self.pipeline_options.generate_table_images
):
scale = self.pipeline_options.images_scale
for element, _level in conv_res.document.iterate_items():
if not isinstance(element, DocItem) or len(element.prov) == 0:
continue
if (
isinstance(element, PictureItem)
and self.pipeline_options.generate_picture_images
) or (
isinstance(element, TableItem)
and self.pipeline_options.generate_table_images
):
page_ix = element.prov[0].page_no - 1
page = conv_res.pages[page_ix]
assert page.size is not None
assert page.image is not None
crop_bbox = (
element.prov[0]
.bbox.scaled(scale=scale)
.to_top_left_origin(page_height=page.size.height * scale)
)
cropped_im = page.image.crop(crop_bbox.as_tuple())
element.image = ImageRef.from_pil(
cropped_im, dpi=int(72 * scale)
)
return conv_res