from loguru import logger from magic_pdf.libs.MakeContentConfig import DropMode, MakeMode 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, BlockType import wordninja import re def split_long_words(text): segments = text.split(' ') for i in range(len(segments)): words = re.findall(r'\w+|[^\w]', 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_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_v2(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_v2(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, img_buket_path): 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_v2(paras_of_layout, "mm", img_buket_path) 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 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 == BlockType.Text: para_text = merge_para_with_text(para_block) elif para_type == BlockType.Title: para_text = f"# {merge_para_with_text(para_block)}" elif para_type == BlockType.InterlineEquation: para_text = merge_para_with_text(para_block) elif para_type == BlockType.Image: if mode == 'nlp': continue elif mode == 'mm': for block in para_block['blocks']: # 1st.拼image_body if block['type'] == BlockType.ImageBody: for line in block['lines']: for span in line['spans']: if span['type'] == ContentType.Image: para_text += f"\n![]({join_path(img_buket_path, span['image_path'])}) \n" for block in para_block['blocks']: # 2nd.拼image_caption if block['type'] == BlockType.ImageCaption: para_text += 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.TableCaption: para_text += merge_para_with_text(block) for block in para_block['blocks']: # 2nd.拼table_body if block['type'] == BlockType.TableBody: for line in block['lines']: for span in line['spans']: if span['type'] == ContentType.Table: para_text += f"\n![]({join_path(img_buket_path, span['image_path'])}) \n" for block in para_block['blocks']: # 3rd.拼table_footnote if block['type'] == BlockType.TableFootnote: para_text += merge_para_with_text(block) if para_text.strip() == '': continue else: page_markdown.append(para_text.strip() + ' ') return page_markdown def merge_para_with_text(para_block): para_text = '' for line in para_block['lines']: line_text = "" line_lang = "" for span in line['spans']: span_type = span['type'] if span_type == ContentType.Text: line_text += span['content'].strip() if line_text != "": line_lang = detect_lang(line_text) for span in line['spans']: span_type = span['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"${span['content']}$" elif span_type == ContentType.InterlineEquation: content = f"\n$$\n{span['content']}\n$$\n" if content != '': if 'zh' in line_lang: # 遇到一些一个字一个span的文档,这种单字语言判断不准,需要用整行文本判断 para_text += content # 中文语境下,content间不需要空格分隔 else: para_text += content + ' ' # 英文语境下 content间需要空格分隔 return para_text 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 para_to_standard_format_v2(para_block, img_buket_path): para_type = para_block['type'] if para_type == BlockType.Text: 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), 'text_level': 1 } elif para_type == BlockType.InterlineEquation: para_content = { 'type': 'equation', 'text': merge_para_with_text(para_block), 'text_format': "latex" } elif para_type == BlockType.Image: para_content = { 'type': 'image', } for block in para_block['blocks']: if block['type'] == BlockType.ImageBody: para_content['img_path'] = join_path(img_buket_path, block["lines"][0]["spans"][0]['image_path']) if block['type'] == BlockType.ImageCaption: para_content['img_caption'] = merge_para_with_text(block) elif para_type == BlockType.Table: para_content = { 'type': 'table', } for block in para_block['blocks']: if block['type'] == BlockType.TableBody: para_content['img_path'] = join_path(img_buket_path, block["lines"][0]["spans"][0]['image_path']) if block['type'] == BlockType.TableCaption: para_content['table_caption'] = merge_para_with_text(block) if block['type'] == BlockType.TableFootnote: para_content['table_footnote'] = merge_para_with_text(block) 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 para_block in paras_of_layout: para_content = para_to_standard_format_v2(para_block, 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 def union_make(pdf_info_dict: list, make_mode: str, drop_mode: str, img_buket_path: str = ""): output_content = [] for page_info in pdf_info_dict: if page_info.get("need_drop", False): drop_reason = page_info.get("drop_reason") if drop_mode == DropMode.NONE: pass elif drop_mode == DropMode.WHOLE_PDF: raise Exception(f"drop_mode is {DropMode.WHOLE_PDF} , drop_reason is {drop_reason}") elif drop_mode == DropMode.SINGLE_PAGE: logger.warning(f"drop_mode is {DropMode.SINGLE_PAGE} , drop_reason is {drop_reason}") continue else: raise Exception(f"drop_mode can not be null") paras_of_layout = page_info.get("para_blocks") 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) 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