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- """
- extractor.py - PDF 表格提取与 DOCX 生成主模块
- 负责:
- - 打开 PDF,逐页提取表格
- - 检测跨页表格并自动合并
- - 协调 table_parser 和 docx_writer 完成完整流程
- - 支持单文件输出和目录式输出(JSON + 每表独立 DOCX)
- """
- import json
- import logging
- import os
- import re
- import pdfplumber
- from .table_parser import TableInfo, tables_on_page
- from .docx_writer import build_document, build_single_table_document
- from .text_scorer import get_scorer
- logger = logging.getLogger(__name__)
- # 跨页表格检测用容差
- WIDTH_MATCH_EPSILON = 0.1 # 列宽比例差异小于此值认为匹配
- PAGE_EDGE_EPSILON = 80 # pt,距页边距小于此值认为"靠近边缘"
- def _table_first_row_preview(table: TableInfo, max_chars: int = 20) -> list:
- """提取表格首行前几列作为预览。"""
- preview = []
- if table.rows == 0:
- return preview
- for c in range(min(table.cols, 5)):
- cell = table.cells[0][c]
- if cell:
- txt = cell.text.strip().replace("\n", " ")[:max_chars]
- preview.append(txt)
- else:
- preview.append("")
- return preview
- def _has_continuity_signal(t1: TableInfo, t2: TableInfo) -> bool:
- """检查跨页表格之间的内容连续性信号。
- 当列宽不完全匹配时,用以下信号判断是否为同表跨页:
- 信号 A——空首列延续:t2 的首行第 0 列为空,但 t1 对应位置有内容
- (考虑纵向合并,从下往上取 t1 末列第一个非空单元格)。
- 信号 B——NLP 文本延续:使用语言模型评分,判断 t1 与 t2 交界处
- 的文本是否可以拼接成完整语义单元(如「资源投入」+「和管理」)。
- 信号 C——全表空首列:t2 在首列几乎全部为空,是 t1 分类标签的续表。
- """
- if t1.rows == 0 or t2.rows == 0:
- return False
- signals = []
- # ---- 辅助:获取 t1 末行指定列的第一个非空文本 ----
- def _last_nonempty(tbl: TableInfo, col: int) -> str:
- for r in range(tbl.rows - 1, -1, -1):
- txt = tbl.cells[r][col].text.strip()
- if txt:
- return txt
- return ""
- # ---- 信号 A:空首列延续 ----
- last_nonempty_t1_col0 = _last_nonempty(t1, 0)
- first_cell_t2 = t2.cells[0][0].text.strip()
- if not first_cell_t2 and last_nonempty_t1_col0:
- signals.append("A")
- # ---- 信号 B:NLP 文本延续(基于语言模型评分) ----
- try:
- scorer = get_scorer()
- for c in range(min(t1.cols, t2.cols)):
- t1_last = _last_nonempty(t1, c)
- t2_first = t2.cells[0][c].text.strip()
- if not t1_last or not t2_first:
- continue
- if len(t1_last) < 2 or len(t2_first) < 2:
- continue
- if scorer.is_continuation(t1_last, t2_first, threshold=1.5):
- logger.debug(f"NLP 文本延续信号: '{t1_last[-20:]}' + '{t2_first[:20]}'")
- signals.append("B")
- break
- except FileNotFoundError as e:
- logger.warning(f"语言模型未加载,跳过 NLP 检测: {e}")
- except Exception as e:
- logger.debug(f"NLP 评分异常(不影响主流程): {e}")
- # ---- 信号 C:全表空首列 -> 可能是续表 ----
- all_first_col_empty = all(
- not t2.cells[r][0].text.strip()
- for r in range(min(t2.rows, 5))
- )
- if all_first_col_empty and last_nonempty_t1_col0:
- signals.append("C")
- return len(signals) > 0
- def _tables_span_pages(t1: TableInfo, t2: TableInfo,
- page1_height: float = None,
- page2_height: float = None) -> bool:
- """判断两个表格是否属于跨页的同一个表格。
- 两阶段判断:
- 阶段一(严格匹配):列数相同 + 列宽匹配 + 页面位置 + 非重复表头
- 阶段二(宽松匹配):列数相同 + 页面位置 + 内容连续性信号
- 宽松匹配用于处理 pdfplumber 列宽解析不一致的情况
- (如跨页后因合并单元格导致列边界不同)。
- """
- if t1.cols != t2.cols:
- return False
- # ---- 公共前提:页面位置靠近 ----
- if t1.bbox and page1_height:
- if page1_height - t1.bbox[3] > PAGE_EDGE_EPSILON:
- return False
- if t2.bbox and page2_height:
- if t2.bbox[1] > PAGE_EDGE_EPSILON:
- return False
- # ---- 公共前提:首行不是重复表头 ----
- if t1.rows > 0 and t2.rows > 0:
- if _table_first_row_preview(t1) == _table_first_row_preview(t2):
- return False
- # ---- 阶段一:列宽严格匹配 ----
- if len(t1.col_widths) == len(t2.col_widths) and len(t1.col_widths) > 0:
- widths_match = True
- for i in range(len(t1.col_widths)):
- if abs(t1.col_widths[i] - t2.col_widths[i]) > WIDTH_MATCH_EPSILON:
- widths_match = False
- break
- if widths_match:
- return True
- # ---- 阶段二:内容连续性宽松匹配 ----
- if _has_continuity_signal(t1, t2):
- logger.debug(
- f"列宽不匹配但检测到延续信号,视为跨页:"
- f"第 {t1.page_num+1} 页 → 第 {t2.page_num+1} 页"
- )
- return True
- return False
- def _merge_tables(t1: TableInfo, t2: TableInfo) -> TableInfo:
- """合并两个跨页表格,并修复纵向合并的语义断层。"""
- skip_header = False
- if t1.rows > 0 and t2.rows > 0:
- header_same = True
- for c in range(min(t1.cols, t2.cols)):
- if t1.cells[0][c].text.strip() != t2.cells[0][c].text.strip():
- header_same = False
- break
- if header_same:
- skip_header = True
- t2_start = 1 if skip_header else 0
- merged_rows = t1.rows + (t2.rows - t2_start)
- merged_cells = []
- for r in range(t1.rows):
- merged_cells.append(list(t1.cells[r]))
- for r in range(t2_start, t2.rows):
- merged_cells.append(list(t2.cells[r]))
- # ---- 修复纵向合并的语义断层 ----
- # t1 的纵向合并标签(如"分项服务方案")被分页截断,
- # t2 对应列首行为空。此时应扩展 t1 的合并覆盖到 t2 区域。
- for c in range(t1.cols):
- # t1 部分:从下往上找最后一个非空文本的合并起始单元格
- t1_origin_r = None
- t1_span = 0
- for r in range(t1.rows - 1, -1, -1):
- cell = merged_cells[r][c]
- if cell.row_span > 0 and cell.text.strip():
- t1_origin_r = r
- t1_span = cell.row_span
- break
- # t2 部分:第一个合并起始单元格
- t2_start_r = None
- t2_span = 0
- for r in range(t1.rows, merged_rows):
- cell = merged_cells[r][c]
- if cell.row_span > 0:
- t2_start_r = r
- t2_span = max(cell.row_span, 1)
- break
- if (t1_origin_r is not None and t2_start_r is not None
- and t1_span > 0 and t2_span > 0):
- t1_merge_end = t1_origin_r + t1_span - 1
- reaches_bottom = (t1_merge_end >= t1.rows - 1)
- t2_text = merged_cells[t2_start_r][c].text.strip()
- if not t2_text and reaches_bottom:
- new_end = t2_start_r + t2_span - 1
- new_span = new_end - t1_origin_r + 1
- merged_cells[t1_origin_r][c].row_span = new_span
- for rr in range(t2_start_r, min(t2_start_r + t2_span, merged_rows)):
- merged_cells[rr][c].row_span = 0
- merged_cells[rr][c].col_span = 0
- all_pages = list(t1.original_pages or [t1.page_num + 1])
- all_pages.extend(t2.original_pages or [t2.page_num + 1])
- return TableInfo(
- rows=merged_rows,
- cols=t1.cols,
- cells=merged_cells,
- col_widths=t1.col_widths,
- bbox=None,
- page_num=t1.page_num,
- cross_page=True,
- original_pages=sorted(set(all_pages)),
- )
- def extract_tables_from_pdf(pdf_path: str) -> list:
- """从 PDF 中提取所有表格,包括跨页表格的合并。
- Returns:
- list[TableInfo]: 所有合并后的完整表格列表
- """
- if not os.path.exists(pdf_path):
- raise FileNotFoundError(f"PDF 文件不存在: {pdf_path}")
- all_tables = []
- with pdfplumber.open(pdf_path) as pdf:
- total_pages = len(pdf.pages)
- logger.info(f"PDF 共 {total_pages} 页,开始提取表格...")
- # ---- 阶段 1:逐页提取表格 ----
- page_tables = []
- for page_num, page in enumerate(pdf.pages):
- tables = tables_on_page(page, page_num)
- if tables:
- page_tables.append((page_num, tables))
- logger.info(f"第 {page_num+1} 页: 发现 {len(tables)} 个表格")
- if not page_tables:
- logger.info("未检测到任何表格")
- return []
- # ---- 阶段 2:展平并合并跨页表格 ----
- flat_tables = []
- for page_num, tables in page_tables:
- for table in tables:
- table.page_num = page_num
- table.original_pages = [page_num + 1]
- flat_tables.append(table)
- merged = []
- i = 0
- while i < len(flat_tables):
- current = flat_tables[i]
- if i + 1 < len(flat_tables):
- next_table = flat_tables[i + 1]
- if next_table.page_num == current.page_num + 1:
- # 获取两页的高度用于位置判断
- p1_h = pdf.pages[current.page_num].height
- p2_h = pdf.pages[next_table.page_num].height
- if _tables_span_pages(
- current, next_table,
- page1_height=p1_h, page2_height=p2_h,
- ):
- logger.info(
- f"检测到跨页表格:第 {current.page_num+1} 页 → "
- f"第 {next_table.page_num+1} 页"
- )
- merged_table = _merge_tables(current, next_table)
- merged.append(merged_table)
- i += 2
- continue
- merged.append(current)
- i += 1
- all_tables = merged
- logger.info(f"表格提取完成,共 {len(all_tables)} 个完整表格")
- for idx, t in enumerate(all_tables):
- pages_str = (
- f"(跨页: {t.original_pages})" if t.cross_page else ""
- )
- logger.info(f" 表格 {idx+1}: {t.rows} 行 x {t.cols} 列 {pages_str}")
- return all_tables
- def _sanitize_filename(name: str) -> str:
- """清理文件名中的非法字符。"""
- return re.sub(r'[\\/:*?"<>|]', "_", name)
- def _build_json_metadata(tables: list, pdf_path: str, output_dir: str) -> dict:
- """构建表格元数据 JSON。"""
- pdf_name = os.path.basename(pdf_path)
- metadata = {
- "pdf_file": pdf_name,
- "pdf_path": os.path.abspath(pdf_path),
- "total_tables": len(tables),
- "tables": [],
- }
- for idx, t in enumerate(tables):
- preview = _table_first_row_preview(t)
- entry = {
- "id": idx + 1,
- "file": f"tables/table_{idx+1:03d}.docx",
- "pages": t.original_pages or [t.page_num + 1],
- "rows": t.rows,
- "cols": t.cols,
- "cross_page": t.cross_page,
- "preview": preview,
- }
- metadata["tables"].append(entry)
- return metadata
- class PDFTableExtractor:
- """PDF 表格提取器,封装完整流程。"""
- def __init__(self, pdf_path: str):
- self.pdf_path = pdf_path
- self.tables = []
- def extract(self) -> list:
- """提取 PDF 中的表格。"""
- self.tables = extract_tables_from_pdf(self.pdf_path)
- return self.tables
- def to_docx(
- self,
- output_path: str = None,
- page_width_cm: float = 21.0,
- page_height_cm: float = 29.7,
- margin_cm: float = 2.0,
- ) -> str:
- """提取表格并生成单个 DOCX 文件(所有表格依次排列)。
- Returns:
- str: DOCX 文件路径
- """
- if not self.tables:
- self.extract()
- if not self.tables:
- logger.warning("未提取到任何表格,无法生成 DOCX")
- return ""
- if not output_path:
- base = os.path.splitext(self.pdf_path)[0]
- output_path = f"{base}_表格输出.docx"
- return build_document(
- self.tables,
- output_path,
- page_width_cm=page_width_cm,
- page_height_cm=page_height_cm,
- margin_cm=margin_cm,
- )
- def to_docx_directory(
- self,
- output_dir: str = None,
- page_width_cm: float = 21.0,
- page_height_cm: float = 29.7,
- margin_cm: float = 2.0,
- ) -> str:
- """提取表格并生成目录式输出:
- - output_dir/tables.json 全局元数据
- - output_dir/tables/table_NNN.docx 每个表格独立文件
- Args:
- output_dir: 输出目录,默认与 PDF 同目录 + "_表格输出"
- page_width_cm: 页面宽度
- page_height_cm: 页面高度
- margin_cm: 页边距
- Returns:
- str: 输出目录路径
- """
- if not self.tables:
- self.extract()
- if not self.tables:
- logger.warning("未提取到任何表格,无法生成输出目录")
- return ""
- if not output_dir:
- base = os.path.splitext(self.pdf_path)[0]
- output_dir = f"{base}_表格输出"
- os.makedirs(output_dir, exist_ok=True)
- # ---- 创建表格子目录 ----
- tables_dir = os.path.join(output_dir, "tables")
- os.makedirs(tables_dir, exist_ok=True)
- # ---- 写入每个表格的独立 DOCX ----
- for idx, table_info in enumerate(self.tables):
- if table_info.rows == 0 or table_info.cols == 0:
- continue
- docx_name = f"table_{idx+1:03d}.docx"
- docx_path = os.path.join(tables_dir, docx_name)
- label = f"表格 {idx+1}"
- pages = table_info.original_pages or [table_info.page_num + 1]
- if table_info.cross_page:
- label += f"(跨页: 第 {pages[0]}-{pages[-1]} 页)"
- else:
- label += f"(第 {pages[0]} 页)"
- build_single_table_document(
- table_info,
- docx_path,
- page_width_cm=page_width_cm,
- page_height_cm=page_height_cm,
- margin_cm=margin_cm,
- table_label=label,
- )
- # ---- 写入 JSON 元数据 ----
- meta = _build_json_metadata(self.tables, self.pdf_path, output_dir)
- json_path = os.path.join(output_dir, "tables.json")
- with open(json_path, "w", encoding="utf-8") as f:
- json.dump(meta, f, ensure_ascii=False, indent=2)
- logger.info(f"目录输出完成,共 {len(self.tables)} 个表格")
- logger.info(f" 元数据: {json_path}")
- logger.info(f" 表格目录: {tables_dir}/")
- return output_dir
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