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Python

import re
from loguru import logger
from magic_pdf.config.make_content_config import DropMode, MakeMode
from magic_pdf.config.ocr_content_type import BlockType, ContentType
from magic_pdf.libs.commons import join_path
from magic_pdf.libs.config_reader import get_latex_delimiter_config
from magic_pdf.libs.language import detect_lang
from magic_pdf.libs.markdown_utils import ocr_escape_special_markdown_char
from magic_pdf.post_proc.para_split_v3 import ListLineTag
def __is_hyphen_at_line_end(line):
"""Check if a line ends with one or more letters followed by a hyphen.
Args:
line (str): The line of text to check.
Returns:
bool: True if the line ends with one or more letters followed by a hyphen, False otherwise.
"""
# Use regex to check if the line ends with one or more letters followed by a hyphen
return bool(re.search(r'[A-Za-z]+-\s*$', line))
def ocr_mk_mm_markdown_with_para_and_pagination(pdf_info_dict: list,
img_buket_path):
markdown_with_para_and_pagination = []
page_no = 0
for page_info in pdf_info_dict:
paras_of_layout = page_info.get('para_blocks')
if not paras_of_layout:
markdown_with_para_and_pagination.append({
'page_no':
page_no,
'md_content':
'',
})
page_no += 1
continue
page_markdown = ocr_mk_markdown_with_para_core_v2(
paras_of_layout, 'mm', img_buket_path)
markdown_with_para_and_pagination.append({
'page_no':
page_no,
'md_content':
'\n\n'.join(page_markdown)
})
page_no += 1
return markdown_with_para_and_pagination
def ocr_mk_markdown_with_para_core_v2(paras_of_layout,
mode,
img_buket_path='',
):
page_markdown = []
for para_block in paras_of_layout:
para_text = ''
para_type = para_block['type']
if para_type in [BlockType.Text, BlockType.List, BlockType.Index]:
para_text = merge_para_with_text(para_block)
elif para_type == BlockType.Title:
title_level = get_title_level(para_block)
para_text = f'{"#" * title_level} {merge_para_with_text(para_block)}'
elif para_type == BlockType.InterlineEquation:
para_text = merge_para_with_text(para_block)
elif para_type == BlockType.Image:
if mode == 'nlp':
continue
elif mode == 'mm':
for block in para_block['blocks']: # 1st.拼image_body
if block['type'] == BlockType.ImageBody:
for line in block['lines']:
for span in line['spans']:
if span['type'] == ContentType.Image:
if span.get('image_path', ''):
para_text += f"\n![]({join_path(img_buket_path, span['image_path'])}) \n"
for block in para_block['blocks']: # 2nd.拼image_caption
if block['type'] == BlockType.ImageCaption:
para_text += merge_para_with_text(block) + ' \n'
for block in para_block['blocks']: # 3rd.拼image_footnote
if block['type'] == BlockType.ImageFootnote:
para_text += merge_para_with_text(block) + ' \n'
elif para_type == BlockType.Table:
if mode == 'nlp':
continue
elif mode == 'mm':
for block in para_block['blocks']: # 1st.拼table_caption
if block['type'] == BlockType.TableCaption:
para_text += merge_para_with_text(block) + ' \n'
for block in para_block['blocks']: # 2nd.拼table_body
if block['type'] == BlockType.TableBody:
for line in block['lines']:
for span in line['spans']:
if span['type'] == ContentType.Table:
# if processed by table model
if span.get('latex', ''):
para_text += f"\n\n$\n {span['latex']}\n$\n\n"
elif span.get('html', ''):
para_text += f"\n\n{span['html']}\n\n"
elif span.get('image_path', ''):
para_text += f"\n![]({join_path(img_buket_path, span['image_path'])}) \n"
for block in para_block['blocks']: # 3rd.拼table_footnote
if block['type'] == BlockType.TableFootnote:
para_text += merge_para_with_text(block) + ' \n'
if para_text.strip() == '':
continue
else:
page_markdown.append(para_text.strip() + ' ')
return page_markdown
def detect_language(text):
en_pattern = r'[a-zA-Z]+'
en_matches = re.findall(en_pattern, text)
en_length = sum(len(match) for match in en_matches)
if len(text) > 0:
if en_length / len(text) >= 0.5:
return 'en'
else:
return 'unknown'
else:
return 'empty'
def full_to_half(text: str) -> str:
"""Convert full-width characters to half-width characters using code point manipulation.
Args:
text: String containing full-width characters
Returns:
String with full-width characters converted to half-width
"""
result = []
for char in text:
code = ord(char)
# Full-width letters and numbers (FF21-FF3A for A-Z, FF41-FF5A for a-z, FF10-FF19 for 0-9)
if (0xFF21 <= code <= 0xFF3A) or (0xFF41 <= code <= 0xFF5A) or (0xFF10 <= code <= 0xFF19):
result.append(chr(code - 0xFEE0)) # Shift to ASCII range
else:
result.append(char)
return ''.join(result)
latex_delimiters_config = get_latex_delimiter_config()
default_delimiters = {
'display': {'left': '$$', 'right': '$$'},
'inline': {'left': '$', 'right': '$'}
}
delimiters = latex_delimiters_config if latex_delimiters_config else default_delimiters
display_left_delimiter = delimiters['display']['left']
display_right_delimiter = delimiters['display']['right']
inline_left_delimiter = delimiters['inline']['left']
inline_right_delimiter = delimiters['inline']['right']
def merge_para_with_text(para_block):
block_text = ''
for line in para_block['lines']:
for span in line['spans']:
if span['type'] in [ContentType.Text]:
span['content'] = full_to_half(span['content'])
block_text += span['content']
block_lang = detect_lang(block_text)
para_text = ''
for i, line in enumerate(para_block['lines']):
if i >= 1 and line.get(ListLineTag.IS_LIST_START_LINE, False):
para_text += ' \n'
for j, span in enumerate(line['spans']):
span_type = span['type']
content = ''
if span_type == ContentType.Text:
content = ocr_escape_special_markdown_char(span['content'])
elif span_type == ContentType.InlineEquation:
content = f"{inline_left_delimiter}{span['content']}{inline_right_delimiter}"
elif span_type == ContentType.InterlineEquation:
content = f"\n{display_left_delimiter}\n{span['content']}\n{display_right_delimiter}\n"
content = content.strip()
if content:
langs = ['zh', 'ja', 'ko']
# logger.info(f'block_lang: {block_lang}, content: {content}')
if block_lang in langs: # 中文/日语/韩文语境下,换行不需要空格分隔,但是如果是行内公式结尾,还是要加空格
if j == len(line['spans']) - 1 and span_type not in [ContentType.InlineEquation]:
para_text += content
else:
para_text += f'{content} '
else:
if span_type in [ContentType.Text, ContentType.InlineEquation]:
# 如果span是line的最后一个且末尾带有-连字符,那么末尾不应该加空格,同时应该把-删除
if j == len(line['spans'])-1 and span_type == ContentType.Text and __is_hyphen_at_line_end(content):
para_text += content[:-1]
else: # 西方文本语境下 content间需要空格分隔
para_text += f'{content} '
elif span_type == ContentType.InterlineEquation:
para_text += content
else:
continue
# 连写字符拆分
# para_text = __replace_ligatures(para_text)
return para_text
def para_to_standard_format_v2(para_block, img_buket_path, page_idx, drop_reason=None):
para_type = para_block['type']
para_content = {}
if para_type in [BlockType.Text, BlockType.List, BlockType.Index]:
para_content = {
'type': 'text',
'text': merge_para_with_text(para_block),
}
elif para_type == BlockType.Title:
para_content = {
'type': 'text',
'text': merge_para_with_text(para_block),
}
title_level = get_title_level(para_block)
if title_level != 0:
para_content['text_level'] = title_level
elif para_type == BlockType.InterlineEquation:
para_content = {
'type': 'equation',
'text': merge_para_with_text(para_block),
'text_format': 'latex',
}
elif para_type == BlockType.Image:
para_content = {'type': 'image', 'img_path': '', 'img_caption': [], 'img_footnote': []}
for block in para_block['blocks']:
if block['type'] == BlockType.ImageBody:
for line in block['lines']:
for span in line['spans']:
if span['type'] == ContentType.Image:
if span.get('image_path', ''):
para_content['img_path'] = join_path(img_buket_path, span['image_path'])
if block['type'] == BlockType.ImageCaption:
para_content['img_caption'].append(merge_para_with_text(block))
if block['type'] == BlockType.ImageFootnote:
para_content['img_footnote'].append(merge_para_with_text(block))
elif para_type == BlockType.Table:
para_content = {'type': 'table', 'img_path': '', 'table_caption': [], 'table_footnote': []}
for block in para_block['blocks']:
if block['type'] == BlockType.TableBody:
for line in block['lines']:
for span in line['spans']:
if span['type'] == ContentType.Table:
if span.get('latex', ''):
para_content['table_body'] = f"\n\n$\n {span['latex']}\n$\n\n"
elif span.get('html', ''):
para_content['table_body'] = f"\n\n{span['html']}\n\n"
if span.get('image_path', ''):
para_content['img_path'] = join_path(img_buket_path, span['image_path'])
if block['type'] == BlockType.TableCaption:
para_content['table_caption'].append(merge_para_with_text(block))
if block['type'] == BlockType.TableFootnote:
para_content['table_footnote'].append(merge_para_with_text(block))
para_content['page_idx'] = page_idx
if drop_reason is not None:
para_content['drop_reason'] = drop_reason
return para_content
def union_make(pdf_info_dict: list,
make_mode: str,
drop_mode: str,
img_buket_path: str = '',
):
output_content = []
for page_info in pdf_info_dict:
drop_reason_flag = False
drop_reason = None
if page_info.get('need_drop', False):
drop_reason = page_info.get('drop_reason')
if drop_mode == DropMode.NONE:
pass
elif drop_mode == DropMode.NONE_WITH_REASON:
drop_reason_flag = True
elif drop_mode == DropMode.WHOLE_PDF:
raise Exception((f'drop_mode is {DropMode.WHOLE_PDF} ,'
f'drop_reason is {drop_reason}'))
elif drop_mode == DropMode.SINGLE_PAGE:
logger.warning((f'drop_mode is {DropMode.SINGLE_PAGE} ,'
f'drop_reason is {drop_reason}'))
continue
else:
raise Exception('drop_mode can not be null')
paras_of_layout = page_info.get('para_blocks')
page_idx = page_info.get('page_idx')
if not paras_of_layout:
continue
if make_mode == MakeMode.MM_MD:
page_markdown = ocr_mk_markdown_with_para_core_v2(
paras_of_layout, 'mm', img_buket_path)
output_content.extend(page_markdown)
elif make_mode == MakeMode.NLP_MD:
page_markdown = ocr_mk_markdown_with_para_core_v2(
paras_of_layout, 'nlp')
output_content.extend(page_markdown)
elif make_mode == MakeMode.STANDARD_FORMAT:
for para_block in paras_of_layout:
if drop_reason_flag:
para_content = para_to_standard_format_v2(
para_block, img_buket_path, page_idx)
else:
para_content = para_to_standard_format_v2(
para_block, img_buket_path, page_idx)
output_content.append(para_content)
if make_mode in [MakeMode.MM_MD, MakeMode.NLP_MD]:
return '\n\n'.join(output_content)
elif make_mode == MakeMode.STANDARD_FORMAT:
return output_content
def get_title_level(block):
title_level = block.get('level', 1)
if title_level > 4:
title_level = 4
elif title_level < 1:
title_level = 0
return title_level