| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249 |
- """
- 数据处理模块
- 负责处理 MinerU/PaddleOCR_VL 数据,添加 bbox 信息
- """
- from typing import List, Dict, Tuple
- from bs4 import BeautifulSoup
- try:
- from .text_matcher import TextMatcher
- except ImportError:
- from text_matcher import TextMatcher
- class DataProcessor:
- """数据处理器"""
-
- def __init__(self, text_matcher: TextMatcher, look_ahead_window: int = 10):
- """
- Args:
- text_matcher: 文本匹配器
- look_ahead_window: 向前查找窗口
- """
- self.text_matcher = text_matcher
- self.look_ahead_window = look_ahead_window
-
- def process_mineru_data(self, mineru_data: List[Dict],
- paddle_text_boxes: List[Dict]) -> List[Dict]:
- """
- 处理 MinerU 数据,添加 bbox 信息
-
- Args:
- mineru_data: MinerU 数据
- paddle_text_boxes: PaddleOCR 文字框列表
-
- Returns:
- 合并后的数据, table cell使用paddle的bbox,其他类型只是移动指针,bbox还是沿用minerU的bbox
- """
- merged_data = []
- paddle_pointer = 0
- last_matched_index = 0
- # 按 bbox 排序
- mineru_data.sort(
- key=lambda x: (x['bbox'][1], x['bbox'][0])
- if 'bbox' in x else (float('inf'), float('inf'))
- )
- for item in mineru_data:
- item_type = item.get('type', '')
-
- if item_type == 'table':
- merged_item, paddle_pointer = self._process_table(
- item, paddle_text_boxes, paddle_pointer
- )
- merged_data.append(merged_item)
-
- elif item_type in ['text', 'title']:
- merged_item, paddle_pointer, last_matched_index = self._process_text(
- item, paddle_text_boxes, paddle_pointer, last_matched_index
- )
- merged_data.append(merged_item)
-
- elif item_type == 'list':
- merged_item, paddle_pointer, last_matched_index = self._process_list(
- item, paddle_text_boxes, paddle_pointer, last_matched_index
- )
- merged_data.append(merged_item)
-
- else:
- merged_data.append(item.copy())
-
- return merged_data
-
- def process_paddleocr_vl_data(self, paddleocr_vl_data: Dict,
- paddle_text_boxes: List[Dict]) -> List[Dict]:
- """
- 处理 PaddleOCR_VL 数据,添加 bbox 信息
-
- Args:
- paddleocr_vl_data: PaddleOCR_VL 数据 (JSON 对象)
- paddle_text_boxes: PaddleOCR 文字框列表
-
- Returns:
- 合并后的数据 (PPStruct3 格式, cell信息在parsing_res_list)
- """
- merged_data = []
- paddle_pointer = 0
- last_matched_index = 0
-
- # 提取 parsing_res_list
- parsing_res_list = paddleocr_vl_data.get('parsing_res_list', [])
-
- # 按 bbox 排序
- parsing_res_list.sort(
- key=lambda x: (x['block_bbox'][1], x['block_bbox'][0])
- if 'block_bbox' in x else (float('inf'), float('inf'))
- )
-
- for item in parsing_res_list:
- block_label = item.get('block_label', '')
-
- # PPStruct3 格式, cell信息在parsing_res_list
- if block_label == 'table':
- merged_item, paddle_pointer = self._process_paddleocr_vl_table(
- item, paddle_text_boxes, paddle_pointer
- )
- merged_data.append(merged_item)
- elif 'title' in block_label or block_label in ['text', 'number']:
- merged_item, paddle_pointer, last_matched_index = self._process_paddleocr_vl_text(
- item, paddle_text_boxes, paddle_pointer, last_matched_index
- )
- merged_data.append(merged_item)
-
- else:
- # 其他类型直接转换
- merged_data.append(item.copy())
-
- return merged_data
-
- def _process_table(self, item: Dict, paddle_text_boxes: List[Dict],
- start_pointer: int) -> Tuple[Dict, int]:
- """处理表格"""
- merged_item = item.copy()
- table_html = item.get('table_body', '')
-
- enhanced_html, cells, new_pointer = self._enhance_table_html_with_bbox(
- table_html, paddle_text_boxes, start_pointer
- )
-
- merged_item['table_body'] = enhanced_html
- merged_item['table_body_with_bbox'] = enhanced_html
- merged_item['bbox_mapping'] = 'merged_from_paddle_ocr'
- merged_item['table_cells'] = cells if cells else []
-
- return merged_item, new_pointer
-
- def _process_text(self, item: Dict, paddle_text_boxes: List[Dict],
- paddle_pointer: int, last_matched_index: int) -> Tuple[Dict, int, int]:
- """处理文本"""
- merged_item = item.copy()
- text = item.get('text', '')
-
- matched_bbox, paddle_pointer, last_matched_index = \
- self.text_matcher.find_matching_bbox(
- text, paddle_text_boxes, paddle_pointer, last_matched_index,
- self.look_ahead_window
- )
-
- if matched_bbox:
- matched_bbox['used'] = True
-
- return merged_item, paddle_pointer, last_matched_index
-
- def _process_list(self, item: Dict, paddle_text_boxes: List[Dict],
- paddle_pointer: int, last_matched_index: int) -> Tuple[Dict, int, int]:
- """处理列表"""
- merged_item = item.copy()
- list_items = item.get('list_items', [])
-
- for list_item in list_items:
- matched_bbox, paddle_pointer, last_matched_index = \
- self.text_matcher.find_matching_bbox(
- list_item, paddle_text_boxes, paddle_pointer, last_matched_index,
- self.look_ahead_window
- )
-
- if matched_bbox:
- matched_bbox['used'] = True
-
- return merged_item, paddle_pointer, last_matched_index
-
- def _process_paddleocr_vl_table(self, item: Dict, paddle_text_boxes: List[Dict],
- start_pointer: int) -> Tuple[Dict, int]:
- """处理 PaddleOCR_VL 表格"""
- merged_item = item.copy()
- table_html = item.get('block_content', '')
-
- enhanced_html, cells, new_pointer = self._enhance_table_html_with_bbox(
- table_html, paddle_text_boxes, start_pointer
- )
-
- # merge item使用item的所有信息,但重写block_content为增强后的html,增加单元格信息
- merged_item['block_content'] = enhanced_html
- merged_item['block_content_with_bbox'] = enhanced_html
- merged_item['bbox_mapping'] = 'merged_from_paddle_ocr'
- merged_item['table_cells'] = cells if cells else []
-
- return merged_item, new_pointer
-
- def _process_paddleocr_vl_text(self, item: Dict, paddle_text_boxes: List[Dict],
- paddle_pointer: int, last_matched_index: int) -> Tuple[Dict, int, int]:
- """处理 PaddleOCR_VL 文本"""
- merged_item = item.copy()
- text = item.get('block_content', '')
-
- matched_bbox, paddle_pointer, last_matched_index = \
- self.text_matcher.find_matching_bbox(
- text, paddle_text_boxes, paddle_pointer, last_matched_index,
- self.look_ahead_window
- )
-
- if matched_bbox:
- matched_bbox['used'] = True
-
- return merged_item, paddle_pointer, last_matched_index
-
- def _enhance_table_html_with_bbox(self, html: str, paddle_text_boxes: List[Dict],
- start_pointer: int) -> Tuple[str, List[Dict], int]:
- """为 HTML 表格添加 bbox 信息"""
- soup = BeautifulSoup(html, 'html.parser')
- current_pointer = start_pointer
- last_matched_index = start_pointer
- cells = []
- for row_idx, row in enumerate(soup.find_all('tr')):
- for col_idx, cell in enumerate(row.find_all(['td', 'th'])):
- cell_text = cell.get_text(strip=True)
-
- if not cell_text:
- continue
-
- matched_bbox, current_pointer, last_matched_index = \
- self.text_matcher.find_matching_bbox(
- cell_text, paddle_text_boxes, current_pointer,
- last_matched_index, self.look_ahead_window
- )
-
- if matched_bbox:
- bbox = matched_bbox['bbox']
- cell['data-bbox'] = f"[{bbox[0]},{bbox[1]},{bbox[2]},{bbox[3]}]"
- cell['data-score'] = f"{matched_bbox['score']:.4f}"
- cell['data-paddle-index'] = str(matched_bbox['paddle_bbox_index'])
- # ✅ 完整记录单元格信息
- cells.append({
- 'type': 'table_cell',
- 'text': cell_text,
- 'bbox': bbox,
- 'row': row_idx + 1,
- 'col': col_idx + 1,
- 'score': matched_bbox['score'],
- 'paddle_bbox_index': matched_bbox['paddle_bbox_index']
- })
-
- matched_bbox['used'] = True
- # ✅ 如果匹配失败,不应该添加到 cells 中
-
- return str(soup), cells, current_pointer
|