# coding: utf-8 import dataclasses from copy import deepcopy from pathlib import Path import re from typing import Sequence, Any, Union, Optional from PIL import Image from .table_ocr import visualize_cells from .utils import merge_line_texts, smart_join, y_overlap, list2box from .layout_parser import ElementType FORMULA_TAG = '^[(\(]\d+(\.\d+)*[)\)]$' @dataclasses.dataclass class Element(object): id: str box: Sequence text: Optional[str] meta: Any type: ElementType total_img: Image.Image isolated: bool = False col_number: int = -1 score: float = 1.0 spellchecker = None kwargs: dict = dataclasses.field(default_factory=dict) def __init__( self, *, id: str, box: Sequence, isolated: bool, col_number: int, meta: Any, type: ElementType, total_img: Image.Image, score: float, text: Optional[str] = None, spellchecker=None, configs: Optional[dict] = None, ): self.total_img = total_img self.id = id self.box = box self.isolated = isolated self.col_number = col_number self.meta = meta self.type = type self.score = score self.spellchecker = spellchecker self.kwargs = configs or {} if self.meta is not None and text is None: self.text = self._meta_to_text() else: self.text = text if self.isolated: self.text = self.text + '\n' def to_dict(self): return dataclasses.asdict(self) def _meta_to_text(self) -> str: if self.type in (ElementType.TEXT, ElementType.TITLE): embed_sep = self.kwargs.get('embed_sep', (' $', '$ ')) isolated_sep = self.kwargs.get('isolated_sep', ('$$\n', '\n$$')) line_sep = self.kwargs.get('line_sep', '\n') auto_line_break = self.kwargs.get('auto_line_break', True) if self.type == ElementType.TITLE: for box_info in self.meta: if box_info.get('type', 'text') == 'isolated': box_info['type'] = 'embedding' outs = merge_line_texts( self.meta, auto_line_break, line_sep, embed_sep, isolated_sep, self.spellchecker, ) if self.type == ElementType.TITLE: outs = smart_join(outs.split('\n'), self.spellchecker) elif self.type == ElementType.FORMULA: if isinstance(self.meta, dict): outs = self.meta['text'] elif isinstance(self.meta, list): outs = [one['text'] for one in self.meta] elif self.type == ElementType.TABLE: outs = '\n'.join(self.meta.get('markdown', [])) else: outs = '' return outs def __repr__(self) -> str: return f"Element({self.to_dict()})" def __str__(self) -> str: return self.__repr__() def __lt__(self, other) -> bool: """ Adapted from https://github.com/SVJLucas/Scanipy/blob/main/scanipy/elements/element.py. Less than operator for Element objects. Args: other (Element): Another Element object. Returns: bool: True if this Element is "less than" the other, False otherwise. Raises: TypeError: If 'other' is not an instance or subclass of Element. """ if not isinstance(other, Element): raise TypeError("other must be an instance or subclass of Element") return self._column_before(other) or ( self._same_column(other) and (self.box[1] < other.box[1]) ) def _column_before(self, other) -> bool: """ Adapted from https://github.com/SVJLucas/Scanipy/blob/main/scanipy/elements/element.py. Check if this Element is in a column before the other Element. Args: other (Element): Another Element object. Returns: bool: True if in a column before, False otherwise. """ if not isinstance(other, Element): raise TypeError("other must be an instance or subclass of Element") return self.col_number < other.col_number # max_width = max(box_width(self.box), box_width(other.box)) # return self.box[0] < other.box[0] - max_width / 2 def _same_column(self, other) -> bool: """ Check if this Element is in the same column as the other Element. Args: other (Element): Another Element object. Returns: bool: True if in the same column, False otherwise. """ if not isinstance(other, Element): raise TypeError("other must be an instance or subclass of ElementOutput") return self.col_number == other.col_number # max_width = max(box_width(self.box), box_width(other.box)) # return abs(self.box[0] - other.box[0]) < max_width / 2 def box_width(box): return box[2] - box[0] class Page(object): number: int id: str elements: Sequence[Element] config: dict spellchecker = None def __init__( self, *, number: int, elements: Sequence[Element], id: Optional[str] = None, spellchecker=None, config=None, ): self.number = number self.id = id or str(number) self.elements = elements self.spellchecker = spellchecker self.config = config or {} def __repr__(self) -> str: return f"Page(id={self.id}, number={self.number}, elements={self.elements})" def to_markdown( self, out_dir: Union[str, Path], root_url: Optional[str] = None, markdown_fn: Optional[str] = 'output.md', ) -> str: """ Convert the Page to markdown. Args: out_dir (Union[str, Path]): The output directory. root_url (Optional[str]): The root url for the saved images in the markdown files. markdown_fn (Optional[str]): The markdown file name. Default is 'output.md'. Returns: The markdown string. """ out_dir = Path(out_dir) out_dir.mkdir(exist_ok=True, parents=True) self.elements = self._merge_isolated_formula_and_tag(self.elements) self.elements.sort() if not self.elements: return '' md_out = self._ele_to_markdown(self.elements[0], root_url, out_dir) for idx, element in enumerate(self.elements[1:]): prev_element = self.elements[idx] cur_txt = self._ele_to_markdown(element, root_url, out_dir) if ( prev_element.col_number + 1 == element.col_number and prev_element.type == element.type and prev_element.type in (ElementType.TEXT, ElementType.TITLE) and md_out and md_out[-1] != '\n' and cur_txt and cur_txt[0] != '\n' ): # column continuation md_out = smart_join([md_out, cur_txt], self.spellchecker) else: md_out += '\n\n' + cur_txt line_sep = '\n' md_out = re.sub( rf'{line_sep}{{2,}}', f'{line_sep}{line_sep}', md_out ) # 把2个以上的连续 '\n' 替换为 '\n\n' if markdown_fn: with open(out_dir / markdown_fn, 'w', encoding='utf-8') as f: f.write(md_out) return md_out def _ele_to_markdown( self, element: Element, root_url: Optional[str], out_dir: Union[str, Path] ): type = element.type text = element.text if type in (ElementType.TEXT, ElementType.TABLE): if type == ElementType.TABLE: visualize_cells( element.total_img.crop(element.box), element.meta['cells'][0], out_dir / f'{element.id}.png', ) return text elif type == ElementType.TITLE: return f'## {text}' elif type == ElementType.FORMULA: isolated_sep = self.config.get('isolated_sep', ('$$\n', '\n$$')) return isolated_sep[0] + text.strip() + isolated_sep[1] elif type == ElementType.FIGURE: out_figure_dir = out_dir / 'figures' out_figure_dir.mkdir(exist_ok=True, parents=True) out_path = out_figure_dir / f'{element.id}-{type.name}.jpg' element.total_img.crop(element.box).save(str(out_path)) _url = self._map_path_to_url(root_url, out_path, out_dir) return f'![]({_url})' return '' def _map_path_to_url(self, root_url: Optional[str], path: Path, out_dir: Path): rel_url = path.relative_to(out_dir) if root_url is not None: return f'{root_url}/{rel_url}' return str(rel_url) @classmethod def _merge_isolated_formula_and_tag(cls, elements): # 合并孤立的公式和公式标题 # 对于每个公式标题,找到与它在同一行且在其左侧距离最近的孤立公式,并把它们合并 isolated_formula = [ item for item in elements if item.type == ElementType.FORMULA and item.isolated ] formula_caption = [ item for item in elements if item.type == ElementType.TEXT and re.match(FORMULA_TAG, item.text) ] ele_ids = set([item.id for item in isolated_formula + formula_caption]) remaining_elements = [item for item in elements if item.id not in ele_ids] for caption in formula_caption: caption_xmin, caption_ymin, caption_xmax, caption_ymax = caption.box min_dist = float('inf') nearest_formula = None for formula in isolated_formula: formula_xmin, formula_ymin, formula_xmax, formula_ymax = formula.box if ( caption.col_number == formula.col_number and y_overlap( list2box(*caption.box), list2box(*formula.box), key=None ) >= 0.8 ): dist = caption_xmin - formula_xmax if 0 <= dist < min_dist: min_dist = dist nearest_formula = formula if nearest_formula is not None: new_formula = deepcopy(nearest_formula) formula_xmin, formula_ymin, formula_xmax, formula_ymax = new_formula.box new_formula.box = [ min(caption_xmin, formula_xmin), min(caption_ymin, formula_ymin), max(caption_xmax, formula_xmax), max(caption_ymax, formula_ymax), ] new_text = new_formula.text.strip() + ' \\tag{{{}}}'.format( caption.text[1:-1] ) new_formula.text = new_text if new_formula.meta and isinstance(new_formula.meta, dict): new_formula.meta['text'] = new_text remaining_elements.append(new_formula) isolated_formula.remove(nearest_formula) else: # not found remaining_elements.append(caption) return remaining_elements + isolated_formula class Document(object): number: int id: str pages: Sequence[Page] config: dict spellchecker = None def __init__( self, *, number: int, pages: Sequence[Page], id: Optional[str] = None, spellchecker=None, config=None, ): self.number = number self.id = id or str(number) self.pages = pages self.spellchecker = spellchecker self.config = config or {} def __repr__(self) -> str: return f"Document(id={self.id}, number={self.number}, pages={self.pages})" def to_markdown( self, out_dir: Union[str, Path], root_url: Optional[str] = None, markdown_fn: Optional[str] = 'output.md', ) -> str: """ Convert the Document to markdown. Args: out_dir (Union[str, Path]): The output directory. root_url (Optional[str]): The root url for the saved images in the markdown files. markdown_fn (Optional[str]): The markdown file name. Default is 'output.md'. Returns: The markdown string. """ out_dir = Path(out_dir) out_dir.mkdir(exist_ok=True, parents=True) self.pages.sort(key=lambda page: page.number) if not self.pages: return '' md_out = self.pages[0].to_markdown(out_dir, root_url=root_url, markdown_fn=None) for idx, page in enumerate(self.pages[1:]): prev_page = self.pages[idx] cur_txt = page.to_markdown(out_dir, root_url=root_url, markdown_fn=None) if ( md_out and prev_page.elements and prev_page.elements[-1].type in (ElementType.TEXT, ElementType.TITLE) and page.elements and page.elements[0].type in (ElementType.TEXT, ElementType.TITLE) and md_out[-1] != '\n' and cur_txt and cur_txt[0] != '\n' ): # column continuation md_out = smart_join([md_out, cur_txt], self.spellchecker) else: md_out += '\n\n' + cur_txt line_sep = '\n' md_out = re.sub( rf'{line_sep}{{2,}}', f'{line_sep}{line_sep}', md_out ) # 把2个以上的连续 '\n' 替换为 '\n\n' if markdown_fn: with open(out_dir / markdown_fn, 'w', encoding='utf-8') as f: f.write(md_out) return md_out