From f348349c2e7ade904622010079fc641575405f25 Mon Sep 17 00:00:00 2001 From: Moses Paul R Date: Wed, 27 Nov 2024 18:14:32 +0000 Subject: [PATCH 01/36] ignore unassociated newlines from the pdf provider [skip ci] --- marker/providers/__init__.py | 4 ++++ marker/schema/groups/page.py | 5 +++++ 2 files changed, 9 insertions(+) diff --git a/marker/providers/__init__.py b/marker/providers/__init__.py index 02007853..4a228156 100644 --- a/marker/providers/__init__.py +++ b/marker/providers/__init__.py @@ -11,6 +11,10 @@ class ProviderOutput(BaseModel): line: Line spans: List[Span] + @property + def raw_text(self): + return "".join(span.text for span in self.spans) + ProviderPageLines = Dict[int, List[ProviderOutput]] class BaseProvider: diff --git a/marker/schema/groups/page.py b/marker/schema/groups/page.py index 1f216612..fd60acc9 100644 --- a/marker/schema/groups/page.py +++ b/marker/schema/groups/page.py @@ -123,6 +123,11 @@ def identify_missing_blocks( if line_idx in assigned_line_idxs: continue + # if the unassociated line is a new line with minimal area, we can skip it + if provider_outputs[line_idx].line.polygon.area <= 1 and \ + provider_outputs[line_idx].raw_text == "\n": + continue + if new_block is None: new_block = [(line_idx, provider_outputs[line_idx])] elif all([ From 5bfd4aa49efba3dd825a3f1a575e9ebe043d1f2f Mon Sep 17 00:00:00 2001 From: Moses Paul R Date: Wed, 27 Nov 2024 19:08:43 +0000 Subject: [PATCH 02/36] ftfy ocr builder [skip ci] --- marker/builders/ocr.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/marker/builders/ocr.py b/marker/builders/ocr.py index 93c5ca19..5a9fb537 100644 --- a/marker/builders/ocr.py +++ b/marker/builders/ocr.py @@ -1,10 +1,10 @@ from typing import List +from ftfy import fix_text from surya.model.detection.model import EfficientViTForSemanticSegmentation from surya.model.recognition.encoderdecoder import OCREncoderDecoderModel from surya.ocr import run_ocr -from marker.settings import settings from marker.builders import BaseBuilder from marker.providers import ProviderOutput, ProviderPageLines from marker.providers.pdf import PdfProvider @@ -14,6 +14,7 @@ from marker.schema.registry import get_block_class from marker.schema.text.line import Line from marker.schema.text.span import Span +from marker.settings import settings class OcrBuilder(BaseBuilder): @@ -96,13 +97,13 @@ def ocr_extraction(self, document: Document, provider: PdfProvider) -> ProviderP ) spans = [ SpanClass( - text=ocr_line.text + "\n", + text=fix_text(ocr_line.text) + "\n", formats=['plain'], page_id=page_id, polygon=polygon, minimum_position=0, maximum_position=0, - font='', + font='Unknown', font_weight=0, font_size=0, ) From b92793ce73ffbea6467855b1df41ec27547de76b Mon Sep 17 00:00:00 2001 From: Moses Paul R Date: Wed, 27 Nov 2024 19:21:28 +0000 Subject: [PATCH 03/36] ftfy table cells --- marker/processors/table.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/marker/processors/table.py b/marker/processors/table.py index 163a7465..853f1205 100644 --- a/marker/processors/table.py +++ b/marker/processors/table.py @@ -1,4 +1,5 @@ +from ftfy import fix_text from surya.input.pdflines import get_page_text_lines from surya.model.detection.model import EfficientViTForSemanticSegmentation from surya.model.recognition.encoderdecoder import OCREncoderDecoderModel @@ -100,6 +101,8 @@ def __call__(self, document: Document): for table_d, table_res in zip(table_data, tables): block = document.get_block(table_d["block_id"]) cells = assign_rows_columns(table_res, table_d["img_size"]) + for cell in cells: + cell.text = fix_text(cell.text) block.cells = cells def get_detector_batch_size(self): From c82f11a62d37fad747d23e448261c46ac01c823e Mon Sep 17 00:00:00 2001 From: Moses Paul R Date: Wed, 27 Nov 2024 19:51:54 +0000 Subject: [PATCH 04/36] debug improvements and bugfix --- marker/processors/debug.py | 10 +++++----- marker/renderers/__init__.py | 11 ++++++----- marker/schema/blocks/pageheader.py | 2 +- marker/schema/groups/page.py | 5 ++--- 4 files changed, 14 insertions(+), 14 deletions(-) diff --git a/marker/processors/debug.py b/marker/processors/debug.py index 05f85b58..3d46b046 100644 --- a/marker/processors/debug.py +++ b/marker/processors/debug.py @@ -69,7 +69,7 @@ def __call__(self, document: Document): print(f"Dumped block debug data to {self.debug_data_folder}") def draw_pdf_debug_images(self, document: Document): - for idx, page in enumerate(document.pages): + for page in document.pages: png_image = page.highres_image.copy() line_bboxes = [] @@ -87,12 +87,12 @@ def draw_pdf_debug_images(self, document: Document): png_image = self.render_layout_boxes(page, png_image) - debug_file = os.path.join(self.debug_folder, f"pdf_page_{idx}.png") + debug_file = os.path.join(self.debug_folder, f"pdf_page_{page.page_id}.png") png_image.save(debug_file) def draw_layout_debug_images(self, document: Document, pdf_mode=False): - for idx, page in enumerate(document.pages): + for page in document.pages: img_size = page.highres_image.size png_image = Image.new("RGB", img_size, color="white") @@ -110,7 +110,7 @@ def draw_layout_debug_images(self, document: Document, pdf_mode=False): png_image = self.render_layout_boxes(page, png_image) - debug_file = os.path.join(self.debug_folder, f"layout_page_{idx}.png") + debug_file = os.path.join(self.debug_folder, f"layout_page_{page.page_id}.png") png_image.save(debug_file) @@ -143,7 +143,7 @@ def render_layout_boxes(self, page, png_image): def dump_block_debug_data(self, document: Document): debug_file = os.path.join(self.debug_folder, f"blocks.json") debug_data = [] - for idx, page in enumerate(document.pages): + for page in document.pages: page_data = page.model_dump(exclude=["lowres_image", "highres_image"]) debug_data.append(page_data) diff --git a/marker/renderers/__init__.py b/marker/renderers/__init__.py index d2358188..688f7a19 100644 --- a/marker/renderers/__init__.py +++ b/marker/renderers/__init__.py @@ -8,7 +8,8 @@ from pydantic import BaseModel from marker.schema import BlockTypes -from marker.schema.blocks.base import BlockOutput, BlockId +from marker.schema.blocks.base import BlockId +from marker.schema.document import Document from marker.util import assign_config @@ -24,7 +25,7 @@ def __call__(self, document): raise NotImplementedError @staticmethod - def extract_image(document, image_id, to_base64=False): + def extract_image(document: Document, image_id, to_base64=False): image_block = document.get_block(image_id) page = document.get_page(image_block.page_id) page_img = page.highres_image @@ -54,7 +55,7 @@ def replace_whitespace(match): return html - def generate_page_stats(self, document, document_output): + def generate_page_stats(self, document: Document, document_output): page_stats = [] for page in document.pages: block_counts = Counter([str(block.block_type) for block in page.children]).most_common() @@ -65,7 +66,7 @@ def generate_page_stats(self, document, document_output): }) return page_stats - def generate_document_metadata(self, document, document_output): + def generate_document_metadata(self, document: Document, document_output): metadata = { "table_of_contents": document.table_of_contents, "page_stats": self.generate_page_stats(document, document_output), @@ -75,7 +76,7 @@ def generate_document_metadata(self, document, document_output): return metadata - def extract_block_html(self, document, block_output): + def extract_block_html(self, document: Document, block_output): soup = BeautifulSoup(block_output.html, 'html.parser') content_refs = soup.find_all('content-ref') diff --git a/marker/schema/blocks/pageheader.py b/marker/schema/blocks/pageheader.py index 4414b1b0..d304490e 100644 --- a/marker/schema/blocks/pageheader.py +++ b/marker/schema/blocks/pageheader.py @@ -3,7 +3,7 @@ class PageHeader(Block): - block_type: str = BlockTypes.PageHeader + block_type: BlockTypes = BlockTypes.PageHeader def assemble_html(self, child_blocks, parent_structure): if self.ignore_for_output: diff --git a/marker/schema/groups/page.py b/marker/schema/groups/page.py index fd60acc9..a9f938fb 100644 --- a/marker/schema/groups/page.py +++ b/marker/schema/groups/page.py @@ -1,7 +1,6 @@ from collections import defaultdict -from typing import Dict, List, TYPE_CHECKING, Sequence, Tuple +from typing import Any, Dict, List, Sequence, Tuple, Union -import numpy as np from PIL import Image from marker.providers import ProviderOutput @@ -18,7 +17,7 @@ class PageGroup(Group): block_type: BlockTypes = BlockTypes.Page lowres_image: Image.Image | None = None highres_image: Image.Image | None = None - children: List[Block] | None = None + children: List[Union[Any, Block]] | None = None layout_sliced: bool = False # Whether the layout model had to slice the image (order may be wrong) excluded_block_types: Sequence[BlockTypes] = (BlockTypes.Line, BlockTypes.Span,) maximum_assignment_distance: float = 20 # pixels From 89ebc6dae19740114d3d1971ba89bbf4f1309498 Mon Sep 17 00:00:00 2001 From: Moses Paul R Date: Wed, 27 Nov 2024 20:06:23 +0000 Subject: [PATCH 05/36] switch blockTypes to strEnum --- marker/schema/__init__.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/marker/schema/__init__.py b/marker/schema/__init__.py index 7312c0f1..1957639c 100644 --- a/marker/schema/__init__.py +++ b/marker/schema/__init__.py @@ -1,7 +1,7 @@ -from enum import auto, IntEnum +from enum import auto, StrEnum -class BlockTypes(IntEnum): +class BlockTypes(StrEnum): Line = auto() Span = auto() FigureGroup = auto() From 93549e59a2ae2d4b8ac6d4c92586cd151d4342fa Mon Sep 17 00:00:00 2001 From: Vik Paruchuri Date: Wed, 27 Nov 2024 16:16:35 -0500 Subject: [PATCH 06/36] Add texify batch size --- marker/processors/equation.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/marker/processors/equation.py b/marker/processors/equation.py index 5a990d8c..5da8436d 100644 --- a/marker/processors/equation.py +++ b/marker/processors/equation.py @@ -29,7 +29,7 @@ class EquationProcessor(BaseProcessor): """ block_types = (BlockTypes.Equation, ) model_max_length = 384 - batch_size = None + texify_batch_size = None token_buffer = 256 def __init__(self, texify_model: GenerateVisionEncoderDecoderModel, config=None): @@ -68,8 +68,8 @@ def __call__(self, document: Document): block.latex = prediction def get_batch_size(self): - if self.batch_size is not None: - return self.batch_size + if self.texify_batch_size is not None: + return self.texify_batch_size elif settings.TORCH_DEVICE_MODEL == "cuda": return 6 elif settings.TORCH_DEVICE_MODEL == "mps": From 921d86657293f1a39153c3ae1f9c983e8343e3fd Mon Sep 17 00:00:00 2001 From: Moses Paul R Date: Thu, 28 Nov 2024 11:20:39 +0000 Subject: [PATCH 07/36] fixed test --- tests/builders/test_rotated_bboxes.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/builders/test_rotated_bboxes.py b/tests/builders/test_rotated_bboxes.py index 90632551..d62d0438 100644 --- a/tests/builders/test_rotated_bboxes.py +++ b/tests/builders/test_rotated_bboxes.py @@ -11,7 +11,7 @@ def test_rotated_bboxes(pdf_document): # Ensure we match all text lines up properly text_lines = first_page.contained_blocks(pdf_document, (BlockTypes.Line,)) text_blocks = first_page.contained_blocks(pdf_document, (BlockTypes.Text,)) - assert len(text_lines) == 97 + assert len(text_lines) == 95 # Ensure the bbox sizes match up max_line_position = max([line.polygon.x_end for line in text_lines]) From 577bb7310a6c22a7fc2b2e50395d84294584045d Mon Sep 17 00:00:00 2001 From: Moses Paul R Date: Thu, 28 Nov 2024 16:30:05 +0000 Subject: [PATCH 08/36] fix section hierarchy leak --- marker/renderers/json.py | 9 +++++---- marker/schema/blocks/base.py | 2 +- marker/schema/document.py | 2 +- 3 files changed, 7 insertions(+), 6 deletions(-) diff --git a/marker/renderers/json.py b/marker/renderers/json.py index 0388717d..de2a16d4 100644 --- a/marker/renderers/json.py +++ b/marker/renderers/json.py @@ -1,12 +1,13 @@ from __future__ import annotations -from typing import List, Dict +from typing import Dict, List from pydantic import BaseModel -from marker.schema.blocks import Block from marker.renderers import BaseRenderer from marker.schema import BlockTypes +from marker.schema.blocks import Block, BlockOutput +from marker.schema.document import Document from marker.schema.registry import get_block_class @@ -37,7 +38,7 @@ class JSONRenderer(BaseRenderer): image_blocks: list = [BlockTypes.Picture, BlockTypes.Figure] page_blocks: list = [BlockTypes.Page] - def extract_json(self, document, block_output): + def extract_json(self, document: Document, block_output: BlockOutput): cls = get_block_class(block_output.id.block_type) if cls.__base__ == Block: html, images = self.extract_block_html(document, block_output) @@ -64,7 +65,7 @@ def extract_json(self, document, block_output): section_hierarchy=reformat_section_hierarchy(block_output.section_hierarchy) ) - def __call__(self, document) -> JSONOutput: + def __call__(self, document: Document) -> JSONOutput: document_output = document.render() json_output = [] for page_output in document_output.children: diff --git a/marker/schema/blocks/base.py b/marker/schema/blocks/base.py index c4a7a41b..02e78b69 100644 --- a/marker/schema/blocks/base.py +++ b/marker/schema/blocks/base.py @@ -170,7 +170,7 @@ def render(self, document: Document, parent_structure: Optional[List[str]], sect for block_id in self.structure: block = document.get_block(block_id) rendered = block.render(document, self.structure, section_hierarchy) - section_hierarchy = rendered.section_hierarchy # Update the section hierarchy from the peer blocks + section_hierarchy = rendered.section_hierarchy.copy() # Update the section hierarchy from the peer blocks child_content.append(rendered) return BlockOutput( diff --git a/marker/schema/document.py b/marker/schema/document.py index 19ca34a4..cc718995 100644 --- a/marker/schema/document.py +++ b/marker/schema/document.py @@ -85,7 +85,7 @@ def render(self): section_hierarchy = None for page in self.pages: rendered = page.render(self, None, section_hierarchy) - section_hierarchy = rendered.section_hierarchy + section_hierarchy = rendered.section_hierarchy.copy() child_content.append(rendered) return DocumentOutput( From c962038a30fe1e5f6575fd49dbc5dcf1068ae147 Mon Sep 17 00:00:00 2001 From: Moses Paul R Date: Thu, 28 Nov 2024 18:24:57 +0000 Subject: [PATCH 09/36] don't move page footers to the top --- marker/processors/page_header.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/marker/processors/page_header.py b/marker/processors/page_header.py index 0972084a..989f9d50 100644 --- a/marker/processors/page_header.py +++ b/marker/processors/page_header.py @@ -8,7 +8,7 @@ class PageHeaderProcessor(BaseProcessor): """ A processor for moving PageHeaders to the top """ - block_types = (BlockTypes.PageHeader, BlockTypes.PageFooter) + block_types = (BlockTypes.PageHeader) def __call__(self, document: Document): for page in document.pages: From 9e4811e409786ba8e868a76c4dc3daf3439d5849 Mon Sep 17 00:00:00 2001 From: Moses Paul R Date: Thu, 28 Nov 2024 20:40:50 +0000 Subject: [PATCH 10/36] account for line merging now that page footers are at the bottom of the page --- marker/processors/text.py | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/marker/processors/text.py b/marker/processors/text.py index 5294659e..c57487d2 100644 --- a/marker/processors/text.py +++ b/marker/processors/text.py @@ -19,6 +19,7 @@ class TextProcessor(BaseProcessor): Default is 0.02. """ block_types = (BlockTypes.Text, BlockTypes.TextInlineMath) + ignored_block_types = (BlockTypes.PageHeader, BlockTypes.PageFooter) column_gap_ratio = 0.02 # column gaps are atleast 2% of the current column width def __init__(self, config): @@ -36,7 +37,13 @@ def __call__(self, document: Document): column_gap = block.polygon.width * self.column_gap_ratio column_break, page_break = False, False - next_block = page.get_next_block(block) + next_block = None + + for next_block_id in page.structure[page.structure.index(block.id) + 1:]: + if next_block_id.block_type in self.ignored_block_types: + continue + next_block = page.get_block(next_block_id) + break if next_block is not None: # next block exists # we check for a column break @@ -70,7 +77,7 @@ def __call__(self, document: Document): # Go through the next page only for next_page_block_id in next_page.structure: - if next_page_block_id.block_type in [BlockTypes.PageHeader, BlockTypes.PageFooter]: + if next_page_block_id.block_type in self.ignored_block_types: continue # skip headers and footers # we have our block From a1065cb02c54c9273c6207461ba1b1f9cbbe10e4 Mon Sep 17 00:00:00 2001 From: Moses Paul R Date: Fri, 29 Nov 2024 11:39:00 +0000 Subject: [PATCH 11/36] add extract_images config opt --- marker/renderers/html.py | 12 ++++++++---- marker/renderers/markdown.py | 1 + tests/renderers/test_markdown_renderer.py | 11 ++++++++++- 3 files changed, 19 insertions(+), 5 deletions(-) diff --git a/marker/renderers/html.py b/marker/renderers/html.py index 9d7bfa18..5ec30b83 100644 --- a/marker/renderers/html.py +++ b/marker/renderers/html.py @@ -21,6 +21,7 @@ class HTMLOutput(BaseModel): class HTMLRenderer(BaseRenderer): page_blocks: list = [BlockTypes.Page] paginate_output: bool = False + extract_images: bool = True def extract_image(self, document, image_id): image_block = document.get_block(image_id) @@ -49,10 +50,13 @@ def extract_html(self, document, document_output, level=0): if ref_block_id.block_type in self.remove_blocks: ref.replace_with('') elif ref_block_id.block_type in self.image_blocks: - image = self.extract_image(document, ref_block_id) - image_name = f"{ref_block_id.to_path()}.png" - images[image_name] = image - ref.replace_with(BeautifulSoup(f"

", 'html.parser')) + if self.extract_images: + image = self.extract_image(document, ref_block_id) + image_name = f"{ref_block_id.to_path()}.png" + images[image_name] = image + ref.replace_with(BeautifulSoup(f"

", 'html.parser')) + else: + ref.replace_with('') elif ref_block_id.block_type in self.page_blocks: images.update(sub_images) if self.paginate_output: diff --git a/marker/renderers/markdown.py b/marker/renderers/markdown.py index 0e0f2f80..5cbc15bc 100644 --- a/marker/renderers/markdown.py +++ b/marker/renderers/markdown.py @@ -7,6 +7,7 @@ from marker.renderers.html import HTMLRenderer from marker.schema.document import Document + def cleanup_text(full_text): full_text = re.sub(r'\n{3,}', '\n\n', full_text) full_text = re.sub(r'(\n\s){3,}', '\n\n', full_text) diff --git a/tests/renderers/test_markdown_renderer.py b/tests/renderers/test_markdown_renderer.py index 8f82de4c..0752b100 100644 --- a/tests/renderers/test_markdown_renderer.py +++ b/tests/renderers/test_markdown_renderer.py @@ -25,4 +25,13 @@ def test_markdown_renderer_pagination(pdf_document): def test_markdown_renderer_metadata(pdf_document): renderer = MarkdownRenderer({"paginate_output": True}) metadata = renderer(pdf_document).metadata - assert "table_of_contents" in metadata \ No newline at end of file + assert "table_of_contents" in metadata + + +@pytest.mark.config({"page_range": [0, 1]}) +def test_markdown_renderer_images(pdf_document): + renderer = MarkdownRenderer({"extract_images": False}) + markdown_output = renderer(pdf_document) + + assert len(markdown_output.images) == 0 + assert '![](' not in markdown_output.markdown From 9602cb46347915e34653850c39bdc18be4c0786c Mon Sep 17 00:00:00 2001 From: Moses Paul R Date: Fri, 29 Nov 2024 11:46:06 +0000 Subject: [PATCH 12/36] integrate extract_images into json output as well --- marker/renderers/__init__.py | 10 +++++----- marker/renderers/html.py | 1 - 2 files changed, 5 insertions(+), 6 deletions(-) diff --git a/marker/renderers/__init__.py b/marker/renderers/__init__.py index 688f7a19..dad32863 100644 --- a/marker/renderers/__init__.py +++ b/marker/renderers/__init__.py @@ -8,7 +8,7 @@ from pydantic import BaseModel from marker.schema import BlockTypes -from marker.schema.blocks.base import BlockId +from marker.schema.blocks.base import BlockId, BlockOutput from marker.schema.document import Document from marker.util import assign_config @@ -16,6 +16,7 @@ class BaseRenderer: remove_blocks: list = [BlockTypes.PageHeader, BlockTypes.PageFooter] image_blocks: list = [BlockTypes.Picture, BlockTypes.Figure] + extract_images: bool = True def __init__(self, config: Optional[BaseModel | dict] = None): assign_config(self, config) @@ -76,7 +77,7 @@ def generate_document_metadata(self, document: Document, document_output): return metadata - def extract_block_html(self, document: Document, block_output): + def extract_block_html(self, document: Document, block_output: BlockOutput): soup = BeautifulSoup(block_output.html, 'html.parser') content_refs = soup.find_all('content-ref') @@ -92,14 +93,13 @@ def extract_block_html(self, document: Document, block_output): ref_block_id: BlockId = item.id break - if ref_block_id.block_type in self.image_blocks: + if ref_block_id.block_type in self.image_blocks and self.extract_images: images[ref_block_id] = self.extract_image(document, ref_block_id, to_base64=True) else: images.update(sub_images) ref.replace_with(BeautifulSoup(content, 'html.parser')) - if block_output.id.block_type in self.image_blocks: + if block_output.id.block_type in self.image_blocks and self.extract_images: images[block_output.id] = self.extract_image(document, block_output.id, to_base64=True) return str(soup), images - diff --git a/marker/renderers/html.py b/marker/renderers/html.py index 5ec30b83..d1b32b8f 100644 --- a/marker/renderers/html.py +++ b/marker/renderers/html.py @@ -21,7 +21,6 @@ class HTMLOutput(BaseModel): class HTMLRenderer(BaseRenderer): page_blocks: list = [BlockTypes.Page] paginate_output: bool = False - extract_images: bool = True def extract_image(self, document, image_id): image_block = document.get_block(image_id) From 4f7554424a1d3c3cd3445e116c3072a5c56268d6 Mon Sep 17 00:00:00 2001 From: Vik Paruchuri Date: Fri, 29 Nov 2024 21:52:45 -0500 Subject: [PATCH 13/36] Force utf8 --- benchmarks/overall.py | 4 +++- data/images/overall.png | Bin 30191 -> 27412 bytes data/images/per_doc.png | Bin 47374 -> 47320 bytes marker/config/parser.py | 4 ++++ marker/output.py | 5 +++-- marker/renderers/__init__.py | 3 ++- marker/settings.py | 3 +++ marker_app.py | 2 +- marker_server.py | 5 +++-- 9 files changed, 19 insertions(+), 7 deletions(-) diff --git a/benchmarks/overall.py b/benchmarks/overall.py index 6564b256..e9e5ea0e 100644 --- a/benchmarks/overall.py +++ b/benchmarks/overall.py @@ -16,6 +16,8 @@ import subprocess import shutil from tabulate import tabulate + +from marker.settings import settings from scoring import score_text configure_logging() @@ -53,7 +55,7 @@ def main(in_folder: str, reference_folder: str, out_file: str, nougat: bool, md_ md_filename = fname.rsplit(".", 1)[0] + ".md" reference_filename = os.path.join(reference_folder, md_filename) - with open(reference_filename, "r", encoding="utf-8") as f: + with open(reference_filename, "r", encoding=settings.OUTPUT_ENCODING) as f: reference = f.read() pdf_filename = os.path.join(in_folder, fname) diff --git a/data/images/overall.png b/data/images/overall.png index 0b7f5318e09e7ad48ee858e1717a800ad9f384cc..0946421ac30c97d8bba96f27b9a2949346d0d672 100644 GIT binary patch literal 27412 zcmeIb2UM2lwk`ar+ZYu!i3L%Li6}*iih!tqv4heN(m_C}((ha!?tL=u*=LXQ-}B%9{A1kvjqGg1ue{&$KF?Zn%{kY~4Mq8* zE0%3o#$Yg3$Q(PQ%wYU2jKNqa|Lr&Ujln?5cKn}&_2E<2D&_{(cDh#j3^`qE3lno| z6GOdCw)$3=49(3%gmw$<64-Rn+S=mM9${hAe>_3R-0Ffb*OtvTc$1|T$22Z67^`&Y ze+wd|BMcb~qhDkW{j7TVQGc`jDb3WA0$7v59az4?>V znYuInmx896h69z_r4l5%q}CN|XIX&jz+%^zwxVt6H=wpWvxyn~oNG-MDe*gK2;_yB0p$g3+ndd2aUV$0NLp&u{j4;S*MrWz)y5 z)$80-C_KAymAJULHtalq{f8fZVApCf%^h!X6z-ziRp>q zREJR`=b@K8V*PQN=_haeu*EkpP)J=}UF3L9!izuuj5Ke}d$`;3>GaHu&1kQhX;X$$ zkkil&e$~h)l8$4Miopjwg+#6x*TqMf)F&-lwMzZap+n)$KdfG@mUG#%Z@9B8pmD8y 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