from loguru import logger from magic_pdf.libs.commons import join_path from magic_pdf.libs.language import detect_lang from magic_pdf.libs.markdown_utils import ocr_escape_special_markdown_char from magic_pdf.libs.ocr_content_type import ContentType import wordninja import re def split_long_words(text): segments = text.split(' ') for i in range(len(segments)): words = re.findall(r'\w+|[^\w\s]', segments[i], re.UNICODE) for j in range(len(words)): if len(words[j]) > 15: words[j] = ' '.join(wordninja.split(words[j])) segments[i] = ''.join(words) return ' '.join(segments) def ocr_mk_nlp_markdown(pdf_info_dict: list): markdown = [] for page_info in pdf_info_dict: blocks = page_info.get("preproc_blocks") if not blocks: continue for block in blocks: for line in block['lines']: line_text = '' for span in line['spans']: if not span.get('content'): continue content = ocr_escape_special_markdown_char(span['content']) # 转义特殊符号 if span['type'] == ContentType.InlineEquation: content = f"${content}$" elif span['type'] == ContentType.InterlineEquation: content = f"$$\n{content}\n$$" line_text += content + ' ' # 在行末添加两个空格以强制换行 markdown.append(line_text.strip() + ' ') return '\n'.join(markdown) def ocr_mk_mm_markdown(pdf_info_dict: list): markdown = [] for page_info in pdf_info_dict: blocks = page_info.get("preproc_blocks") if not blocks: continue for block in blocks: for line in block['lines']: line_text = '' for span in line['spans']: if not span.get('content'): if not span.get('image_path'): continue else: content = f"![]({span['image_path']})" else: content = ocr_escape_special_markdown_char(span['content']) # 转义特殊符号 if span['type'] == ContentType.InlineEquation: content = f"${content}$" elif span['type'] == ContentType.InterlineEquation: content = f"$$\n{content}\n$$" line_text += content + ' ' # 在行末添加两个空格以强制换行 markdown.append(line_text.strip() + ' ') return '\n'.join(markdown) def ocr_mk_mm_markdown_with_para(pdf_info_list: list, img_buket_path): markdown = [] for page_info in pdf_info_list: paras_of_layout = page_info.get("para_blocks") page_markdown = ocr_mk_markdown_with_para_core(paras_of_layout, "mm", img_buket_path) markdown.extend(page_markdown) return '\n\n'.join(markdown) def ocr_mk_nlp_markdown_with_para(pdf_info_dict: list): markdown = [] for page_info in pdf_info_dict: paras_of_layout = page_info.get("para_blocks") page_markdown = ocr_mk_markdown_with_para_core(paras_of_layout, "nlp") markdown.extend(page_markdown) return '\n\n'.join(markdown) def ocr_mk_mm_markdown_with_para_and_pagination(pdf_info_dict: list): markdown_with_para_and_pagination = [] page_no = 0 for page_info in pdf_info_dict: paras_of_layout = page_info.get("para_blocks") if not paras_of_layout: continue page_markdown = ocr_mk_markdown_with_para_core(paras_of_layout, "mm") markdown_with_para_and_pagination.append({ 'page_no': page_no, 'md_content': '\n\n'.join(page_markdown) }) page_no += 1 return markdown_with_para_and_pagination def ocr_mk_markdown_with_para_core(paras_of_layout, mode, img_buket_path): page_markdown = [] for paras in paras_of_layout: for para in paras: para_text = '' for line in para: for span in line['spans']: span_type = span.get('type') content = '' language = '' if span_type == ContentType.Text: content = span['content'] language = detect_lang(content) if language == 'en': # 只对英文长词进行分词处理,中文分词会丢失文本 content = ocr_escape_special_markdown_char(split_long_words(content)) else: content = ocr_escape_special_markdown_char(content) elif span_type == ContentType.InlineEquation: content = f"${span['content']}$" elif span_type == ContentType.InterlineEquation: content = f"\n$$\n{span['content']}\n$$\n" elif span_type in [ContentType.Image, ContentType.Table]: if mode == 'mm': content = f"\n![]({join_path(img_buket_path, span['image_path'])})\n" elif mode == 'nlp': pass if content != '': if language == 'en': # 英文语境下 content间需要空格分隔 para_text += content + ' ' else: # 中文语境下,content间不需要空格分隔 para_text += content if para_text.strip() == '': continue else: page_markdown.append(para_text.strip() + ' ') return page_markdown def para_to_standard_format(para, img_buket_path): para_content = {} if len(para) == 1: para_content = line_to_standard_format(para[0], img_buket_path) elif len(para) > 1: para_text = '' inline_equation_num = 0 for line in para: for span in line['spans']: language = '' span_type = span.get('type') content = "" if span_type == ContentType.Text: content = span['content'] language = detect_lang(content) if language == 'en': # 只对英文长词进行分词处理,中文分词会丢失文本 content = ocr_escape_special_markdown_char(split_long_words(content)) else: content = ocr_escape_special_markdown_char(content) elif span_type == ContentType.InlineEquation: content = f"${span['content']}$" inline_equation_num += 1 if language == 'en': # 英文语境下 content间需要空格分隔 para_text += content + ' ' else: # 中文语境下,content间不需要空格分隔 para_text += content para_content = { 'type': 'text', 'text': para_text, 'inline_equation_num': inline_equation_num } return para_content def make_standard_format_with_para(pdf_info_dict: list, img_buket_path: str): content_list = [] for page_info in pdf_info_dict: paras_of_layout = page_info.get("para_blocks") if not paras_of_layout: continue for paras in paras_of_layout: for para in paras: para_content = para_to_standard_format(para, img_buket_path) content_list.append(para_content) return content_list def line_to_standard_format(line, img_buket_path): line_text = "" inline_equation_num = 0 for span in line['spans']: if not span.get('content'): if not span.get('image_path'): continue else: if span['type'] == ContentType.Image: content = { 'type': 'image', 'img_path': join_path(img_buket_path, span['image_path']) } return content elif span['type'] == ContentType.Table: content = { 'type': 'table', 'img_path': join_path(img_buket_path, span['image_path']) } return content else: if span['type'] == ContentType.InterlineEquation: interline_equation = span['content'] content = { 'type': 'equation', 'latex': f"$$\n{interline_equation}\n$$" } return content elif span['type'] == ContentType.InlineEquation: inline_equation = span['content'] line_text += f"${inline_equation}$" inline_equation_num += 1 elif span['type'] == ContentType.Text: text_content = ocr_escape_special_markdown_char(span['content']) # 转义特殊符号 line_text += text_content content = { 'type': 'text', 'text': line_text, 'inline_equation_num': inline_equation_num } return content def ocr_mk_mm_standard_format(pdf_info_dict: list): """ content_list type string image/text/table/equation(行间的单独拿出来,行内的和text合并) latex string latex文本字段。 text string 纯文本格式的文本数据。 md string markdown格式的文本数据。 img_path string s3://full/path/to/img.jpg """ content_list = [] for page_info in pdf_info_dict: blocks = page_info.get("preproc_blocks") if not blocks: continue for block in blocks: for line in block['lines']: content = line_to_standard_format(line) content_list.append(content) return content_list