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- """
- 输出格式化器 - 将处理结果转换为多种格式输出
- 严格复用MinerU的输出格式,确保完全兼容
- """
- import json
- import os
- import sys
- from pathlib import Path
- from typing import Dict, Any, List, Union
- from loguru import logger
- import numpy as np
- from PIL import Image, ImageDraw, ImageFont
- # 导入MinerU的中间格式转换模块
- mineru_path = Path(__file__).parents[3]
- if str(mineru_path) not in sys.path:
- sys.path.insert(0, str(mineru_path))
- from mineru.backend.vlm.vlm_middle_json_mkcontent import union_make as vlm_union_make
- from mineru.utils.enum_class import MakeMode, BlockType, ContentType
- class OutputFormatter:
- """输出格式化器 - 严格按照MinerU格式"""
-
- def __init__(self, output_dir: str):
- self.output_dir = Path(output_dir)
- self.output_dir.mkdir(parents=True, exist_ok=True)
-
- # 颜色映射(与MinerU保持一致)
- self.color_map = {
- BlockType.TITLE: (102, 102, 255), # 蓝色
- BlockType.TEXT: (153, 0, 76), # 深红
- BlockType.IMAGE: (153, 255, 51), # 绿色
- BlockType.IMAGE_BODY: (153, 255, 51),
- BlockType.IMAGE_CAPTION: (102, 178, 255),
- BlockType.IMAGE_FOOTNOTE: (255, 178, 102),
- BlockType.TABLE: (204, 204, 0), # 黄色
- BlockType.TABLE_BODY: (204, 204, 0),
- BlockType.TABLE_CAPTION: (255, 255, 102),
- BlockType.TABLE_FOOTNOTE: (229, 255, 204),
- BlockType.INTERLINE_EQUATION: (0, 255, 0), # 亮绿
- BlockType.LIST: (40, 169, 92),
- BlockType.CODE: (102, 0, 204), # 紫色
- BlockType.CODE_BODY: (102, 0, 204),
- BlockType.CODE_CAPTION: (204, 153, 255),
- }
-
- def save_results(
- self,
- results: Dict[str, Any],
- output_config: Dict[str, Any]
- ) -> Dict[str, str]:
- """
- 保存处理结果为多种格式
-
- Args:
- results: 处理结果字典(包含pages列表,每页有processed_image)
- output_config: 输出配置
-
- Returns:
- 各种格式的输出文件路径字典
- """
- output_paths = {}
-
- # 创建文档特定的输出目录
- doc_name = Path(results['document_path']).stem
- doc_output_dir = self.output_dir / doc_name
- doc_output_dir.mkdir(parents=True, exist_ok=True)
-
- # 1. 转换为MinerU标准的middle.json格式
- middle_json = self._convert_to_middle_json(results)
-
- # 2. 保存middle.json
- if output_config.get('save_json', True):
- middle_json_path = doc_output_dir / f"{doc_name}_middle.json"
- with open(middle_json_path, 'w', encoding='utf-8') as f:
- json.dump(middle_json, f, ensure_ascii=False, indent=2)
- output_paths['middle_json'] = str(middle_json_path)
- logger.info(f"📄 Middle JSON saved: {middle_json_path}")
-
- # 3. 使用vlm_union_make生成content_list.json
- if output_config.get('save_content_list', True):
- content_list_path = self._save_content_list(
- middle_json, doc_output_dir, doc_name
- )
- output_paths['content_list'] = str(content_list_path)
-
- # 4. 生成Markdown
- if output_config.get('save_markdown', True):
- md_path = self._save_markdown(middle_json, doc_output_dir, doc_name)
- output_paths['markdown'] = str(md_path)
-
- # 5. 保存表格HTML(每个表格一个文件)
- if output_config.get('save_table_html', True):
- table_html_dir = self._save_table_htmls(
- middle_json, doc_output_dir, doc_name
- )
- output_paths['table_htmls'] = str(table_html_dir)
-
- # 6. 绘制布局图片
- if output_config.get('save_layout_image', False):
- layout_image_paths = self._save_layout_image(
- middle_json=middle_json,
- results=results,
- output_dir=doc_output_dir,
- doc_name=doc_name,
- draw_type_label=output_config.get('draw_type_label', True),
- draw_bbox_number=output_config.get('draw_bbox_number', True)
- )
- output_paths['layout_images'] = layout_image_paths
-
- logger.info(f"✅ Results saved to: {doc_output_dir}")
- return output_paths
-
- def _convert_to_middle_json(self, results: Dict[str, Any]) -> Dict[str, Any]:
- """
- 转换为MinerU标准的middle.json格式
- 严格按照 docs/zh/reference/output_files.md 中的VLM后端格式
- """
- middle_json = {
- "pdf_info": [],
- "_backend": "vlm", # 标记为VLM后端
- "_scene": results.get('scene', 'unknown'),
- "_version_name": "2.5.0"
- }
-
- for page in results['pages']:
- page_info = {
- 'page_idx': page['page_idx'],
- 'page_size': list(page.get('image_shape', [0, 0])[:2][::-1]), # [width, height]
- 'angle': page.get('angle', 0),
- 'para_blocks': [],
- 'discarded_blocks': []
- }
-
- # 转换每个元素为MinerU格式的block
- for element in page['elements']:
- block = self._element_to_mineru_block(element, page_info['page_size'])
- if block:
- # 根据类型分类到para_blocks或discarded_blocks
- if element.get('type') in ['header', 'footer', 'page_number',
- 'aside_text', 'page_footnote']:
- page_info['discarded_blocks'].append(block)
- else:
- page_info['para_blocks'].append(block)
-
- middle_json['pdf_info'].append(page_info)
-
- return middle_json
-
- def _element_to_mineru_block(
- self,
- element: Dict[str, Any],
- page_size: List[int]
- ) -> Dict[str, Any]:
- """
- 将处理结果的元素转换为MinerU标准的block格式
-
- 参考: mineru/backend/vlm/vlm_middle_json_mkcontent.py
- """
- element_type = element.get('type', '')
- bbox = element.get('bbox', [0, 0, 0, 0])
-
- # 归一化bbox坐标到0-1范围
- # normalized_bbox = self._normalize_bbox(bbox, page_size)
-
- block = {
- 'type': element_type,
- 'bbox': bbox,
- 'angle': element.get('angle', 0), # VLM后端特有
- 'lines': []
- }
-
- # 文本类型(text, title, ref_text等)
- if element_type in [BlockType.TEXT, BlockType.TITLE, BlockType.REF_TEXT,
- BlockType.PHONETIC, BlockType.HEADER, BlockType.FOOTER,
- BlockType.PAGE_NUMBER, BlockType.ASIDE_TEXT, BlockType.PAGE_FOOTNOTE]:
- content = element.get('content', {})
- text = content.get('text', '') if isinstance(content, dict) else str(content)
-
- if text:
- block['lines'] = [{
- 'bbox': bbox,
- 'spans': [{
- 'bbox': bbox,
- 'type': ContentType.TEXT,
- 'content': text
- }]
- }]
-
- # 添加标题级别
- if element_type == BlockType.TITLE and 'level' in element:
- block['level'] = element['level']
-
- # 列表类型
- elif element_type == BlockType.LIST:
- block['sub_type'] = element.get('sub_type', 'text')
- block['blocks'] = []
-
- list_items = element.get('content', {}).get('list_items', [])
- for item_text in list_items:
- item_block = {
- 'type': BlockType.TEXT,
- 'bbox': bbox,
- 'angle': 0,
- 'lines': [{
- 'bbox': bbox,
- 'spans': [{
- 'bbox': bbox,
- 'type': ContentType.TEXT,
- 'content': item_text
- }]
- }]
- }
- block['blocks'].append(item_block)
-
- # 代码块类型
- elif element_type == BlockType.CODE:
- block['sub_type'] = element.get('sub_type', 'code')
- block['blocks'] = []
-
- code_content = element.get('content', {})
-
- # code_body
- code_body = code_content.get('code_body', '')
- if code_body:
- code_body_block = {
- 'type': BlockType.CODE_BODY,
- 'bbox': bbox,
- 'angle': 0,
- 'lines': [{
- 'bbox': bbox,
- 'spans': [{
- 'bbox': bbox,
- 'type': ContentType.TEXT,
- 'content': code_body
- }]
- }]
- }
- block['blocks'].append(code_body_block)
-
- # 添加语言标识
- if 'guess_lang' in element:
- block['guess_lang'] = element['guess_lang']
-
- # code_caption
- code_caption = code_content.get('code_caption', [])
- for caption_text in code_caption:
- caption_block = {
- 'type': BlockType.CODE_CAPTION,
- 'bbox': bbox,
- 'angle': 0,
- 'lines': [{
- 'bbox': bbox,
- 'spans': [{
- 'bbox': bbox,
- 'type': ContentType.TEXT,
- 'content': caption_text
- }]
- }]
- }
- block['blocks'].append(caption_block)
-
- # 行间公式
- elif element_type == BlockType.INTERLINE_EQUATION:
- formula_content = element.get('content', {})
- latex = formula_content.get('latex', '')
-
- block['lines'] = [{
- 'bbox': bbox,
- 'spans': [{
- 'bbox': bbox,
- 'type': ContentType.INTERLINE_EQUATION,
- 'content': latex
- }]
- }]
-
- # 图片
- elif element_type == BlockType.IMAGE:
- block['blocks'] = []
-
- image_content = element.get('content', {})
-
- # image_body
- img_path = image_content.get('img_path', '')
- if img_path:
- image_body_block = {
- 'type': BlockType.IMAGE_BODY,
- 'bbox': bbox,
- 'angle': 0,
- 'lines': [{
- 'bbox': bbox,
- 'spans': [{
- 'bbox': bbox,
- 'type': ContentType.IMAGE,
- 'image_path': img_path
- }]
- }]
- }
- block['blocks'].append(image_body_block)
-
- # image_caption
- for caption_text in image_content.get('image_caption', []):
- caption_block = {
- 'type': BlockType.IMAGE_CAPTION,
- 'bbox': bbox,
- 'angle': 0,
- 'lines': [{
- 'bbox': bbox,
- 'spans': [{
- 'bbox': bbox,
- 'type': ContentType.TEXT,
- 'content': caption_text
- }]
- }]
- }
- block['blocks'].append(caption_block)
-
- # image_footnote
- for footnote_text in image_content.get('image_footnote', []):
- footnote_block = {
- 'type': BlockType.IMAGE_FOOTNOTE,
- 'bbox': bbox,
- 'angle': 0,
- 'lines': [{
- 'bbox': bbox,
- 'spans': [{
- 'bbox': bbox,
- 'type': ContentType.TEXT,
- 'content': footnote_text
- }]
- }]
- }
- block['blocks'].append(footnote_block)
-
- # 表格
- elif element_type == BlockType.TABLE:
- block['blocks'] = []
-
- table_content = element.get('content', {})
-
- # table_body
- table_html = table_content.get('html', '')
- img_path = table_content.get('img_path', '')
-
- if table_html or img_path:
- table_body_block = {
- 'type': BlockType.TABLE_BODY,
- 'bbox': bbox,
- 'angle': 0,
- 'lines': [{
- 'bbox': bbox,
- 'spans': [{
- 'bbox': bbox,
- 'type': ContentType.TABLE,
- 'html': table_html,
- 'image_path': img_path
- }]
- }]
- }
- block['blocks'].append(table_body_block)
-
- # table_caption
- for caption_text in table_content.get('table_caption', []):
- caption_block = {
- 'type': BlockType.TABLE_CAPTION,
- 'bbox': bbox,
- 'angle': 0,
- 'lines': [{
- 'bbox': bbox,
- 'spans': [{
- 'bbox': bbox,
- 'type': ContentType.TEXT,
- 'content': caption_text
- }]
- }]
- }
- block['blocks'].append(caption_block)
-
- # table_footnote
- for footnote_text in table_content.get('table_footnote', []):
- footnote_block = {
- 'type': BlockType.TABLE_FOOTNOTE,
- 'bbox': bbox,
- 'angle': 0,
- 'lines': [{
- 'bbox': bbox,
- 'spans': [{
- 'bbox': bbox,
- 'type': ContentType.TEXT,
- 'content': footnote_text
- }]
- }]
- }
- block['blocks'].append(footnote_block)
-
- return block
-
- def _normalize_bbox(self, bbox: List[float], page_size: List[int]) -> List[float]:
- """
- 将bbox归一化到0-1范围
-
- Args:
- bbox: [x0, y0, x1, y1] 绝对坐标
- page_size: [width, height] 页面尺寸
-
- Returns:
- 归一化后的bbox
- """
- if not bbox or len(bbox) != 4:
- return [0.0, 0.0, 0.0, 0.0]
-
- page_width, page_height = page_size
- x0, y0, x1, y1 = bbox
-
- return [
- x0 / page_width if page_width > 0 else 0.0,
- y0 / page_height if page_height > 0 else 0.0,
- x1 / page_width if page_width > 0 else 0.0,
- y1 / page_height if page_height > 0 else 0.0
- ]
-
- def _save_content_list(
- self,
- middle_json: Dict[str, Any],
- output_dir: Path,
- doc_name: str
- ) -> Path:
- """
- 使用vlm_union_make生成content_list.json
- """
- content_list_path = output_dir / f"{doc_name}_content_list.json"
-
- try:
- # 直接调用MinerU的vlm_union_make函数
- content_list = vlm_union_make(
- middle_json['pdf_info'],
- make_mode=MakeMode.CONTENT_LIST,
- img_buket_path='images'
- )
-
- with open(content_list_path, 'w', encoding='utf-8') as f:
- json.dump(content_list, f, ensure_ascii=False, indent=2)
-
- logger.info(f"📋 Content list saved: {content_list_path}")
-
- except Exception as e:
- logger.error(f"❌ Failed to generate content_list: {e}")
- # Fallback: 保存空列表
- with open(content_list_path, 'w', encoding='utf-8') as f:
- json.dump([], f)
-
- return content_list_path
-
- def _save_markdown(
- self,
- middle_json: Dict[str, Any],
- output_dir: Path,
- doc_name: str
- ) -> Path:
- """
- 使用vlm_union_make生成markdown
- """
- md_path = output_dir / f"{doc_name}.md"
-
- try:
- # 创建images目录
- images_dir = output_dir / 'images'
- images_dir.mkdir(exist_ok=True)
-
- # 调用MinerU的vlm_union_make生成markdown
- markdown_content = vlm_union_make(
- middle_json['pdf_info'],
- make_mode=MakeMode.MM_MD,
- img_buket_path='images'
- )
-
- # 添加元信息头部
- metadata = f"""---
- scene: {middle_json.get('_scene', 'unknown')}
- backend: {middle_json.get('_backend', 'vlm')}
- version: {middle_json.get('_version_name', '2.5.0')}
- ---
- """
-
- with open(md_path, 'w', encoding='utf-8') as f:
- f.write(metadata)
- f.write(markdown_content)
-
- logger.info(f"📝 Markdown saved: {md_path}")
-
- except Exception as e:
- logger.error(f"❌ Failed to generate markdown: {e}")
- # Fallback
- with open(md_path, 'w', encoding='utf-8') as f:
- f.write(f"# {doc_name}\n\n*Markdown generation failed*\n")
-
- return md_path
-
- def _save_table_htmls(
- self,
- middle_json: Dict[str, Any],
- output_dir: Path,
- doc_name: str
- ) -> Path:
- """
- 保存每个表格为单独的HTML文件
- """
- tables_dir = output_dir / 'tables'
- tables_dir.mkdir(exist_ok=True)
-
- table_count = 0
-
- for page_idx, page_info in enumerate(middle_json['pdf_info']):
- for block in page_info.get('para_blocks', []):
- if block.get('type') == BlockType.TABLE:
- # 提取表格HTML
- for sub_block in block.get('blocks', []):
- if sub_block.get('type') == BlockType.TABLE_BODY:
- for line in sub_block.get('lines', []):
- for span in line.get('spans', []):
- html_content = span.get('html', '')
- if html_content:
- # 保存表格HTML
- table_count += 1
- table_path = tables_dir / f"{doc_name}_table_{table_count}_page_{page_idx}.html"
-
- # 生成完整的HTML文档
- full_html = self._wrap_table_html(
- html_content,
- f"{doc_name} - Table {table_count}",
- page_idx
- )
-
- with open(table_path, 'w', encoding='utf-8') as f:
- f.write(full_html)
-
- logger.info(f"📊 Table {table_count} saved: {table_path}")
-
- if table_count > 0:
- logger.info(f"📊 Total {table_count} tables saved to: {tables_dir}")
-
- return tables_dir
-
- def _wrap_table_html(self, table_html: str, title: str, page_idx: int) -> str:
- """为表格HTML添加完整的HTML文档结构"""
- return f"""<!DOCTYPE html>
- <html lang="zh-CN">
- <head>
- <meta charset="UTF-8">
- <meta name="viewport" content="width=device-width, initial-scale=1.0">
- <title>{title}</title>
- <style>
- body {{
- font-family: Arial, "Microsoft YaHei", sans-serif;
- margin: 20px;
- background-color: #f5f5f5;
- }}
- .container {{
- max-width: 1200px;
- margin: 0 auto;
- background-color: white;
- padding: 20px;
- box-shadow: 0 0 10px rgba(0,0,0,0.1);
- }}
- .meta {{
- color: #666;
- font-size: 0.9em;
- margin-bottom: 20px;
- padding-bottom: 10px;
- border-bottom: 1px solid #ddd;
- }}
- table {{
- border-collapse: collapse;
- width: 100%;
- margin: 20px 0;
- }}
- th, td {{
- border: 1px solid #ddd;
- padding: 8px 12px;
- text-align: left;
- }}
- th {{
- background-color: #f2f2f2;
- font-weight: bold;
- }}
- tr:hover {{
- background-color: #f9f9f9;
- }}
- </style>
- </head>
- <body>
- <div class="container">
- <div class="meta">
- <p><strong>Title:</strong> {title}</p>
- <p><strong>Page:</strong> {page_idx + 1}</p>
- </div>
- {table_html}
- </div>
- </body>
- </html>"""
-
- def _save_layout_image(
- self,
- middle_json: Dict[str, Any],
- results: Dict[str, Any],
- output_dir: Path,
- doc_name: str,
- draw_type_label: bool = True,
- draw_bbox_number: bool = True
- ) -> List[Path]:
- """
- 在原始图片上绘制布局检测结果
-
- Args:
- middle_json: MinerU中间JSON
- results: 处理结果, processed_image字段包含预处理后的图像
- output_dir: 输出目录
- doc_name: 文档名称
- draw_type_label: 是否标注类型
- draw_bbox_number: 是否标注序号
- """
- layout_image_paths = []
-
- # 获取所有页面
- pages = results.get('pages', [])
- pdf_info = middle_json.get('pdf_info', [])
-
- if len(pages) == 0:
- logger.warning("⚠️ No pages found in results")
- return [output_dir]
-
- logger.info(f"🖼️ Generating layout images for {len(pages)} page(s)...")
-
- # 处理每一页
- for page_idx, (page, page_info) in enumerate(zip(pages, pdf_info)):
- original_image = page.get('processed_image')
- if original_image is None:
- logger.warning(f"⚠️ No processed_image found for page {page_idx}, skipping layout image.")
- continue
- layout_image_path = output_dir / f"{doc_name}_{page_idx + 1}_layout.png"
-
- # 读取图片
- if isinstance(original_image, str):
- image = Image.open(original_image).convert('RGB')
- elif isinstance(original_image, np.ndarray):
- image = Image.fromarray(original_image).convert('RGB')
- elif isinstance(original_image, Image.Image):
- image = original_image.convert('RGB')
- else:
- logger.error("Invalid image type")
- return layout_image_path
-
- # 创建绘图对象
- draw = ImageDraw.Draw(image, 'RGBA')
-
- # 加载字体
- try:
- font = ImageFont.truetype("/System/Library/Fonts/Helvetica.ttc", 14)
- except:
- try:
- font = ImageFont.truetype("/usr/share/fonts/truetype/dejavu/DejaVuSans.ttf", 14)
- except:
- font = ImageFont.load_default()
-
- # 假设只处理第一页
- page_size = page_info.get('page_size', [image.width, image.height])
- image_width, image_height = image.size
-
- # 绘制所有blocks
- block_idx = 1
- for block in page_info.get('para_blocks', []) + page_info.get('discarded_blocks', []):
- block_type = block.get('type', '')
- bbox_original = block.get('bbox', [0, 0, 0, 0])
-
- x0 = int(bbox_original[0])
- y0 = int(bbox_original[1])
- x1 = int(bbox_original[2])
- y1 = int(bbox_original[3])
- # 获取颜色
- color = self.color_map.get(block_type, (255, 0, 0))
-
- # 绘制半透明填充
- overlay = Image.new('RGBA', image.size, (255, 255, 255, 0))
- overlay_draw = ImageDraw.Draw(overlay)
- overlay_draw.rectangle(
- [x0, y0, x1, y1],
- fill=(*color, 76), # 30% 透明度
- outline=color,
- width=2
- )
- image.paste(Image.alpha_composite(image.convert('RGBA'), overlay).convert('RGB'))
- draw = ImageDraw.Draw(image)
-
- # 绘制边框
- draw.rectangle([x0, y0, x1, y1], outline=color, width=2)
-
- # 标注类型
- if draw_type_label:
- label = block_type.replace('_', ' ').title()
- bbox_label = draw.textbbox((x0 + 2, y0 + 2), label, font=font)
- draw.rectangle(bbox_label, fill=color)
- draw.text((x0 + 2, y0 + 2), label, fill='white', font=font)
-
- # 标注序号
- if draw_bbox_number:
- number_text = str(block_idx)
- bbox_number = draw.textbbox((x1 - 25, y0 + 2), number_text, font=font)
- draw.rectangle(bbox_number, fill=(255, 0, 0))
- draw.text((x1 - 25, y0 + 2), number_text, fill='white', font=font)
- block_idx += 1
-
- # 保存图片
- image.save(layout_image_path)
- logger.info(f"🖼️ Layout image saved: {layout_image_path}")
- layout_image_paths.append(layout_image_path)
- return layout_image_paths
- if __name__ == "__main__":
- # 测试代码
- sample_results = {
- "document_path": "/path/to/sample.pdf",
- "scene": "financial_report",
- "pages": [
- {
- "page_idx": 0,
- "image_shape": [1654, 2338, 3],
- "elements": [
- {
- "type": "title",
- "bbox": [100, 50, 800, 100],
- "content": {"text": "财务报告"},
- "confidence": 0.98,
- "level": 1
- },
- {
- "type": "table",
- "bbox": [100, 200, 800, 600],
- "content": {
- "html": "<table><tr><td>项目</td><td>金额</td></tr></table>",
- "markdown": "| 项目 | 金额 |\n|------|------|",
- "table_caption": ["表1: 财务数据"],
- "table_footnote": []
- },
- "confidence": 0.95
- }
- ]
- }
- ]
- }
-
- formatter = OutputFormatter("./test_output")
- output_files = formatter.save_results(
- sample_results,
- {
- "save_json": True,
- "save_content_list": True,
- "save_markdown": True,
- "save_table_html": True,
- "save_layout_image": False
- }
- )
-
- print("Generated files:", output_files)
|