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- from loguru import logger
- from magic_pdf.libs.boxbase import __is_overlaps_y_exceeds_threshold, get_minbox_if_overlap_by_ratio, \
- calculate_overlap_area_in_bbox1_area_ratio
- from magic_pdf.libs.drop_tag import DropTag
- from magic_pdf.libs.ocr_content_type import ContentType
- from magic_pdf.pre_proc.ocr_fix_block_logic import fix_image_block, fix_table_block
- # 将每一个line中的span从左到右排序
- def line_sort_spans_by_left_to_right(lines):
- line_objects = []
- for line in lines:
- # 按照x0坐标排序
- line.sort(key=lambda span: span['bbox'][0])
- line_bbox = [
- min(span['bbox'][0] for span in line), # x0
- min(span['bbox'][1] for span in line), # y0
- max(span['bbox'][2] for span in line), # x1
- max(span['bbox'][3] for span in line), # y1
- ]
- line_objects.append({
- "bbox": line_bbox,
- "spans": line,
- })
- return line_objects
- def merge_spans_to_line(spans):
- if len(spans) == 0:
- return []
- else:
- # 按照y0坐标排序
- spans.sort(key=lambda span: span['bbox'][1])
- lines = []
- current_line = [spans[0]]
- for span in spans[1:]:
- # 如果当前的span类型为"interline_equation" 或者 当前行中已经有"interline_equation"
- # image和table类型,同上
- if span['type'] in [ContentType.InterlineEquation, ContentType.Image, ContentType.Table] or any(
- s['type'] in [ContentType.InterlineEquation, ContentType.Image, ContentType.Table] for s in
- current_line):
- # 则开始新行
- lines.append(current_line)
- current_line = [span]
- continue
- # 如果当前的span与当前行的最后一个span在y轴上重叠,则添加到当前行
- if __is_overlaps_y_exceeds_threshold(span['bbox'], current_line[-1]['bbox']):
- current_line.append(span)
- else:
- # 否则,开始新行
- lines.append(current_line)
- current_line = [span]
- # 添加最后一行
- if current_line:
- lines.append(current_line)
- return lines
- def merge_spans_to_line_by_layout(spans, layout_bboxes):
- lines = []
- new_spans = []
- dropped_spans = []
- for item in layout_bboxes:
- layout_bbox = item['layout_bbox']
- # 遍历spans,将每个span放入对应的layout中
- layout_sapns = []
- for span in spans:
- if calculate_overlap_area_in_bbox1_area_ratio(span['bbox'], layout_bbox) > 0.6:
- layout_sapns.append(span)
- # 如果layout_sapns不为空,则放入new_spans中
- if len(layout_sapns) > 0:
- new_spans.append(layout_sapns)
- # 从spans删除已经放入layout_sapns中的span
- for layout_sapn in layout_sapns:
- spans.remove(layout_sapn)
- if len(new_spans) > 0:
- for layout_sapns in new_spans:
- layout_lines = merge_spans_to_line(layout_sapns)
- lines.extend(layout_lines)
- # 对line中的span进行排序
- lines = line_sort_spans_by_left_to_right(lines)
- for span in spans:
- span['tag'] = DropTag.NOT_IN_LAYOUT
- dropped_spans.append(span)
- return lines, dropped_spans
- def merge_lines_to_block(lines):
- # 目前不做block拼接,先做个结构,每个block中只有一个line,block的bbox就是line的bbox
- blocks = []
- for line in lines:
- blocks.append(
- {
- "bbox": line["bbox"],
- "lines": [line],
- }
- )
- return blocks
- def sort_blocks_by_layout(all_bboxes, layout_bboxes):
- new_blocks = []
- sort_blocks = []
- for item in layout_bboxes:
- layout_bbox = item['layout_bbox']
- # 遍历blocks,将每个blocks放入对应的layout中
- layout_blocks = []
- for block in all_bboxes:
- # 如果是footnote则跳过
- if block[7] == 'footnote':
- continue
- block_bbox = [block[0], block[1], block[2], block[3]]
- if calculate_overlap_area_in_bbox1_area_ratio(block_bbox, layout_bbox) > 0.8:
- layout_blocks.append(block)
- # 如果layout_blocks不为空,则放入new_blocks中
- if len(layout_blocks) > 0:
- new_blocks.append(layout_blocks)
- # 从spans删除已经放入layout_sapns中的span
- for layout_block in layout_blocks:
- all_bboxes.remove(layout_block)
- # 如果new_blocks不为空,则对new_blocks中每个block进行排序
- if len(new_blocks) > 0:
- for bboxes_in_layout_block in new_blocks:
- bboxes_in_layout_block.sort(key=lambda x: x[1]) # 一个layout内部的box,按照y0自上而下排序
- sort_blocks.extend(bboxes_in_layout_block)
- # sort_blocks中已经包含了当前页面所有最终留下的block,且已经排好了顺序
- return sort_blocks
- def fill_spans_in_blocks(blocks, spans):
- block_with_spans = []
- for block in blocks:
- block_type = block[7]
- block_bbox = block[0:4]
- block_dict = {
- 'block_type': block_type,
- 'bbox': block_bbox,
- }
- block_spans = []
- for span in spans:
- span_bbox = span['bbox']
- if calculate_overlap_area_in_bbox1_area_ratio(span_bbox, block_bbox) > 0.8:
- block_spans.append(span)
- block_dict['spans'] = block_spans
- block_with_spans.append(block_dict)
- # 从spans删除已经放入block_spans中的span
- if len(block_spans) > 0:
- for span in block_spans:
- spans.remove(span)
- return block_with_spans
- def fix_block_spans(block_with_spans, img_blocks, table_blocks):
- fix_blocks = []
- for block in block_with_spans:
- block_type = block['block_type']
- # 只有type为image_block和table_block才需要处理
- if block_type == 'image_block':
- block = fix_image_block(block, img_blocks)
- elif block_type == 'table_block':
- block = fix_table_block(block, table_blocks)
- elif block_type == 'text_block':
- pass
- elif block_type == 'title_block':
- pass
- elif block_type == 'interline_equation_block':
- pass
- else:
- continue
- fix_blocks.append(block)
- return fix_blocks
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