refactor: enhance markdown generation by introducing pipeline_union_make and...

refactor: enhance markdown generation by introducing pipeline_union_make and improving latex delimiter handling

mineru/api/pipeline_middle_json_mkcontent.py

+import re
+from loguru import logger
+
+from mineru.backend.pipeline.config_reader import get_latex_delimiter_config
+from mineru.backend.pipeline.para_split import ListLineTag
+from mineru.utils.enum_class import BlockType, ContentType, MakeMode
+from mineru.utils.language import detect_lang
+
+
+def __is_hyphen_at_line_end(line):
+    """Check if a line ends with one or more letters followed by a hyphen.
+
+    Args:
+    line (str): The line of text to check.
+
+    Returns:
+    bool: True if the line ends with one or more letters followed by a hyphen, False otherwise.
+    """
+    # Use regex to check if the line ends with one or more letters followed by a hyphen
+    return bool(re.search(r'[A-Za-z]+-\s*$', line))
+
+
+def ocr_mk_markdown_with_para_core_v2(paras_of_layout,
+                                      mode,
+                                      img_buket_path='',
+                                      ):
+    page_markdown = []
+    for para_block in paras_of_layout:
+        para_text = ''
+        para_type = para_block['type']
+        if para_type in [BlockType.TEXT, BlockType.LIST, BlockType.INDEX]:
+            para_text = merge_para_with_text(para_block)
+        elif para_type == BlockType.TITLE:
+            title_level = get_title_level(para_block)
+            para_text = f'{"#" * title_level} {merge_para_with_text(para_block)}'
+        elif para_type == BlockType.INTERLINE_EQUATION:
+            para_text = merge_para_with_text(para_block)
+        elif para_type == BlockType.IMAGE:
+            if mode == 'nlp':
+                continue
+            elif mode == 'mm':
+                # 检测是否存在图片脚注
+                has_image_footnote = any(block['type'] == BlockType.IMAGE_FOOTNOTE for block in para_block['blocks'])
+                # 如果存在图片脚注，则将图片脚注拼接到图片正文后面
+                if has_image_footnote:
+                    for block in para_block['blocks']:  # 1st.拼image_caption
+                        if block['type'] == BlockType.IMAGE_CAPTION:
+                            para_text += merge_para_with_text(block) + '  \n'
+                    for block in para_block['blocks']:  # 2nd.拼image_body
+                        if block['type'] == BlockType.IMAGE_BODY:
+                            for line in block['lines']:
+                                for span in line['spans']:
+                                    if span['type'] == ContentType.IMAGE:
+                                        if span.get('image_path', ''):
+                                            para_text += f"![]({img_buket_path}/{span['image_path']})"
+                    for block in para_block['blocks']:  # 3rd.拼image_footnote
+                        if block['type'] == BlockType.IMAGE_FOOTNOTE:
+                            para_text += '  \n' + merge_para_with_text(block)
+                else:
+                    for block in para_block['blocks']:  # 1st.拼image_body
+                        if block['type'] == BlockType.IMAGE_BODY:
+                            for line in block['lines']:
+                                for span in line['spans']:
+                                    if span['type'] == ContentType.IMAGE:
+                                        if span.get('image_path', ''):
+                                            para_text += f"![]({img_buket_path}/{span['image_path']})"
+                    for block in para_block['blocks']:  # 2nd.拼image_caption
+                        if block['type'] == BlockType.IMAGE_CAPTION:
+                            para_text += '  \n' + merge_para_with_text(block)
+        elif para_type == BlockType.TABLE:
+            if mode == 'nlp':
+                continue
+            elif mode == 'mm':
+                for block in para_block['blocks']:  # 1st.拼table_caption
+                    if block['type'] == BlockType.TABLE_CAPTION:
+                        para_text += merge_para_with_text(block) + '  \n'
+                for block in para_block['blocks']:  # 2nd.拼table_body
+                    if block['type'] == BlockType.TABLE_BODY:
+                        for line in block['lines']:
+                            for span in line['spans']:
+                                if span['type'] == ContentType.TABLE:
+                                    # if processed by table model
+                                    if span.get('html', ''):
+                                        para_text += f"\n{span['html']}\n"
+                                    elif span.get('image_path', ''):
+                                        para_text += f"![]({img_buket_path}/{span['image_path']})"
+                for block in para_block['blocks']:  # 3rd.拼table_footnote
+                    if block['type'] == BlockType.TABLE_FOOTNOTE:
+                        para_text += '\n' + merge_para_with_text(block) + '  '
+
+        if para_text.strip() == '':
+            continue
+        else:
+            # page_markdown.append(para_text.strip() + '  ')
+            page_markdown.append(para_text.strip())
+
+    return page_markdown
+
+
+def full_to_half(text: str) -> str:
+    """Convert full-width characters to half-width characters using code point manipulation.
+
+    Args:
+        text: String containing full-width characters
+
+    Returns:
+        String with full-width characters converted to half-width
+    """
+    result = []
+    for char in text:
+        code = ord(char)
+        # Full-width letters and numbers (FF21-FF3A for A-Z, FF41-FF5A for a-z, FF10-FF19 for 0-9)
+        if (0xFF21 <= code <= 0xFF3A) or (0xFF41 <= code <= 0xFF5A) or (0xFF10 <= code <= 0xFF19):
+            result.append(chr(code - 0xFEE0))  # Shift to ASCII range
+        else:
+            result.append(char)
+    return ''.join(result)
+
+latex_delimiters_config = get_latex_delimiter_config()
+
+default_delimiters = {
+    'display': {'left': '$$', 'right': '$$'},
+    'inline': {'left': '$', 'right': '$'}
+}
+
+delimiters = latex_delimiters_config if latex_delimiters_config else default_delimiters
+
+display_left_delimiter = delimiters['display']['left']
+display_right_delimiter = delimiters['display']['right']
+inline_left_delimiter = delimiters['inline']['left']
+inline_right_delimiter = delimiters['inline']['right']
+
+def merge_para_with_text(para_block):
+    block_text = ''
+    for line in para_block['lines']:
+        for span in line['spans']:
+            if span['type'] in [ContentType.TEXT]:
+                span['content'] = full_to_half(span['content'])
+                block_text += span['content']
+    block_lang = detect_lang(block_text)
+
+    para_text = ''
+    for i, line in enumerate(para_block['lines']):
+
+        if i >= 1 and line.get(ListLineTag.IS_LIST_START_LINE, False):
+            para_text += '  \n'
+
+        for j, span in enumerate(line['spans']):
+
+            span_type = span['type']
+            content = ''
+            if span_type == ContentType.TEXT:
+                content = ocr_escape_special_markdown_char(span['content'])
+            elif span_type == ContentType.INLINE_EQUATION:
+                content = f"{inline_left_delimiter}{span['content']}{inline_right_delimiter}"
+            elif span_type == ContentType.INTERLINE_EQUATION:
+                content = f"\n{display_left_delimiter}\n{span['content']}\n{display_right_delimiter}\n"
+
+            content = content.strip()
+
+            if content:
+                langs = ['zh', 'ja', 'ko']
+                # logger.info(f'block_lang: {block_lang}, content: {content}')
+                if block_lang in langs: # 中文/日语/韩文语境下，换行不需要空格分隔,但是如果是行内公式结尾，还是要加空格
+                    if j == len(line['spans']) - 1 and span_type not in [ContentType.INLINE_EQUATION]:
+                        para_text += content
+                    else:
+                        para_text += f'{content} '
+                else:
+                    if span_type in [ContentType.TEXT, ContentType.INLINE_EQUATION]:
+                        # 如果span是line的最后一个且末尾带有-连字符，那么末尾不应该加空格,同时应该把-删除
+                        if j == len(line['spans'])-1 and span_type == ContentType.TEXT and __is_hyphen_at_line_end(content):
+                            para_text += content[:-1]
+                        else:  # 西方文本语境下 content间需要空格分隔
+                            para_text += f'{content} '
+                    elif span_type == ContentType.INTERLINE_EQUATION:
+                        para_text += content
+            else:
+                continue
+
+    return para_text
+
+
+def para_to_standard_format_v2(para_block, img_buket_path, page_idx):
+    para_type = para_block['type']
+    para_content = {}
+    if para_type in [BlockType.TEXT, BlockType.LIST, BlockType.INDEX]:
+        para_content = {
+            'type': 'text',
+            'text': merge_para_with_text(para_block),
+        }
+    elif para_type == BlockType.TITLE:
+        para_content = {
+            'type': 'text',
+            'text': merge_para_with_text(para_block),
+        }
+        title_level = get_title_level(para_block)
+        if title_level != 0:
+            para_content['text_level'] = title_level
+    elif para_type == BlockType.INTERLINE_EQUATION:
+        para_content = {
+            'type': 'equation',
+            'text': merge_para_with_text(para_block),
+            'text_format': 'latex',
+        }
+    elif para_type == BlockType.IMAGE:
+        para_content = {'type': 'image', 'img_path': '', 'img_caption': [], 'img_footnote': []}
+        for block in para_block['blocks']:
+            if block['type'] == BlockType.IMAGE_BODY:
+                for line in block['lines']:
+                    for span in line['spans']:
+                        if span['type'] == ContentType.IMAGE:
+                            if span.get('image_path', ''):
+                                para_content['img_path'] = f"{img_buket_path}/{span['image_path']}"
+            if block['type'] == BlockType.IMAGE_CAPTION:
+                para_content['img_caption'].append(merge_para_with_text(block))
+            if block['type'] == BlockType.IMAGE_FOOTNOTE:
+                para_content['img_footnote'].append(merge_para_with_text(block))
+    elif para_type == BlockType.TABLE:
+        para_content = {'type': 'table', 'img_path': '', 'table_caption': [], 'table_footnote': []}
+        for block in para_block['blocks']:
+            if block['type'] == BlockType.TABLE_BODY:
+                for line in block['lines']:
+                    for span in line['spans']:
+                        if span['type'] == ContentType.TABLE:
+
+                            if span.get('latex', ''):
+                                para_content['table_body'] = f"{span['latex']}"
+                            elif span.get('html', ''):
+                                para_content['table_body'] = f"{span['html']}"
+
+                            if span.get('image_path', ''):
+                                para_content['img_path'] = f"{img_buket_path}/{span['image_path']}"
+
+            if block['type'] == BlockType.TABLE_CAPTION:
+                para_content['table_caption'].append(merge_para_with_text(block))
+            if block['type'] == BlockType.TABLE_FOOTNOTE:
+                para_content['table_footnote'].append(merge_para_with_text(block))
+
+    para_content['page_idx'] = page_idx
+
+    return para_content
+
+
+def union_make(pdf_info_dict: list,
+               make_mode: str,
+               img_buket_path: str = '',
+               ):
+    output_content = []
+    for page_info in pdf_info_dict:
+        paras_of_layout = page_info.get('para_blocks')
+        page_idx = page_info.get('page_idx')
+        if not paras_of_layout:
+            continue
+        if make_mode == MakeMode.MM_MD:
+            page_markdown = ocr_mk_markdown_with_para_core_v2(paras_of_layout, 'mm', img_buket_path)
+            output_content.extend(page_markdown)
+        elif make_mode == MakeMode.NLP_MD:
+            page_markdown = ocr_mk_markdown_with_para_core_v2(paras_of_layout, 'nlp')
+            output_content.extend(page_markdown)
+        elif make_mode == MakeMode.STANDARD_FORMAT:
+            for para_block in paras_of_layout:
+                para_content = para_to_standard_format_v2(para_block, img_buket_path, page_idx)
+                output_content.append(para_content)
+
+    if make_mode in [MakeMode.MM_MD, MakeMode.NLP_MD]:
+        return '\n\n'.join(output_content)
+    elif make_mode == MakeMode.STANDARD_FORMAT:
+        return output_content
+    else:
+        logger.error(f"Unsupported make mode: {make_mode}")
+        return None
+
+
+def get_title_level(block):
+    title_level = block.get('level', 1)
+    if title_level > 4:
+        title_level = 4
+    elif title_level < 1:
+        title_level = 0
+    return title_level
+
+
+def ocr_escape_special_markdown_char(content):
+    """
+    转义正文里对markdown语法有特殊意义的字符
+    """
+    special_chars = ["*", "`", "~", "$"]
+    for char in special_chars:
+        content = content.replace(char, "\\" + char)
+
+    return content
\ No newline at end of file

mineru/backend/pipeline/config_reader.py

@@ -115,3 +115,13 @@ def get_formula_config():
         return json.loads(f'{{"enable": true}}')
     else:
         return formula_config
+
+
+def get_latex_delimiter_config():
+    config = read_config()
+    latex_delimiter_config = config.get('latex-delimiter-config')
+    if latex_delimiter_config is None:
+        logger.warning(f"'latex-delimiter-config' not found in {CONFIG_FILE_NAME}, use 'None' as default")
+        return None
+    else:
+        return latex_delimiter_config
\ No newline at end of file

mineru/cli/common.py

@@ -8,6 +8,7 @@ from pathlib import Path
 import pypdfium2 as pdfium
 from loguru import logger
 
+from mineru.api.pipeline_middle_json_mkcontent import union_make as pipeline_union_make
 from mineru.backend.pipeline.model_json_to_middle_json import result_to_middle_json as pipeline_result_to_middle_json
 from mineru.api.vlm_middle_json_mkcontent import union_make as vlm_union_make
 from mineru.backend.vlm.vlm_analyze import doc_analyze as vlm_doc_analyze
@@ -125,21 +126,21 @@ def do_parse(
                     pdf_bytes,
                 )
 
-            # if f_dump_md:
-            #     image_dir = str(os.path.basename(local_image_dir))
-            #     md_content_str = union_make(pdf_info, f_make_md_mode, image_dir)
-            #     md_writer.write_string(
-            #         f"{pdf_file_name}.md",
-            #         md_content_str,
-            #     )
-
-            # if f_dump_content_list:
-            #     image_dir = str(os.path.basename(local_image_dir))
-            #     content_list = union_make(pdf_info, MakeMode.STANDARD_FORMAT, image_dir)
-            #     md_writer.write_string(
-            #         f"{pdf_file_name}_content_list.json",
-            #         json.dumps(content_list, ensure_ascii=False, indent=4),
-            #     )
+            if f_dump_md:
+                image_dir = str(os.path.basename(local_image_dir))
+                md_content_str = pipeline_union_make(pdf_info, f_make_md_mode, image_dir)
+                md_writer.write_string(
+                    f"{pdf_file_name}.md",
+                    md_content_str,
+                )
+
+            if f_dump_content_list:
+                image_dir = str(os.path.basename(local_image_dir))
+                content_list = pipeline_union_make(pdf_info, MakeMode.STANDARD_FORMAT, image_dir)
+                md_writer.write_string(
+                    f"{pdf_file_name}_content_list.json",
+                    json.dumps(content_list, ensure_ascii=False, indent=4),
+                )
 
             if f_dump_middle_json:
                 md_writer.write_string(

mineru/utils/span_pre_proc.py

@@ -107,6 +107,8 @@ def txt_spans_extract(pdf_page, spans, pil_img, scale):
     cropbox = pdf_page.get_cropbox()
     need_ocr_spans = []
     for span in spans:
+        if span['type'] in [ContentType.INTERLINE_EQUATION, ContentType.IMAGE, ContentType.TABLE]:
+            continue
         span_bbox = span['bbox']
         rect_box = [span_bbox[0] + cropbox[0],
                     height - span_bbox[3] + cropbox[1],