Selaa lähdekoodia

rebuild parse logic

赵小蒙 1 vuosi sitten
vanhempi
commit
87ac340ae7
3 muutettua tiedostoa jossa 279 lisäystä ja 427 poistoa
  1. 9 152
      magic_pdf/pdf_parse_by_ocr_v2.py
  2. 43 275
      magic_pdf/pdf_parse_by_txt_v2.py
  3. 227 0
      magic_pdf/pdf_parse_union_core.py

+ 9 - 152
magic_pdf/pdf_parse_by_ocr_v2.py

@@ -1,38 +1,4 @@
-import time
-
-from loguru import logger
-
-from magic_pdf.layout.layout_sort import get_bboxes_layout, LAYOUT_UNPROC, get_columns_cnt_of_layout
-from magic_pdf.libs.convert_utils import dict_to_list
-from magic_pdf.libs.drop_reason import DropReason
-from magic_pdf.libs.hash_utils import compute_md5
-from magic_pdf.libs.commons import fitz, get_delta_time
-from magic_pdf.model.magic_model import MagicModel
-from magic_pdf.pre_proc.construct_page_dict import ocr_construct_page_component_v2
-from magic_pdf.pre_proc.cut_image import ocr_cut_image_and_table
-from magic_pdf.pre_proc.ocr_detect_all_bboxes import ocr_prepare_bboxes_for_layout_split
-from magic_pdf.pre_proc.ocr_dict_merge import sort_blocks_by_layout, fill_spans_in_blocks, fix_block_spans
-from magic_pdf.pre_proc.ocr_span_list_modify import remove_overlaps_min_spans, get_qa_need_list_v2
-# from magic_pdf.para.para_split import para_split
-from magic_pdf.para.para_split_v2 import para_split
-from magic_pdf.pre_proc.resolve_bbox_conflict import check_useful_block_horizontal_overlap
-
-
-def remove_horizontal_overlap_block_which_smaller(all_bboxes):
-    useful_blocks = []
-    for bbox in all_bboxes:
-        useful_blocks.append({
-            "bbox": bbox[:4]
-        })
-    is_useful_block_horz_overlap, smaller_bbox = check_useful_block_horizontal_overlap(useful_blocks)
-    if is_useful_block_horz_overlap:
-        logger.warning(
-            f"skip this page, reason: {DropReason.TEXT_BLCOK_HOR_OVERLAP}")
-        for bbox in all_bboxes.copy():
-            if smaller_bbox == bbox[:4]:
-                all_bboxes.remove(bbox)
-
-    return is_useful_block_horz_overlap, all_bboxes
+from magic_pdf.pdf_parse_union_core import pdf_parse_union
 
 def parse_pdf_by_ocr(pdf_bytes,
                      model_list,
@@ -41,120 +7,11 @@ def parse_pdf_by_ocr(pdf_bytes,
                      end_page_id=None,
                      debug_mode=False,
                      ):
-    need_drop = False
-    drop_reason = ""
-
-    pdf_bytes_md5 = compute_md5(pdf_bytes)
-    pdf_docs = fitz.open("pdf", pdf_bytes)
-
-    '''初始化空的pdf_info_dict'''
-    pdf_info_dict = {}
-
-    '''用model_list和docs对象初始化magic_model'''
-    magic_model = MagicModel(model_list, pdf_docs)
-
-    '''根据输入的起始范围解析pdf'''
-    end_page_id = end_page_id if end_page_id else len(pdf_docs) - 1
-
-    '''初始化启动时间'''
-    start_time = time.time()
-
-    for page_id in range(start_page_id, end_page_id + 1):
-
-        '''debug时输出每页解析的耗时'''
-        if debug_mode:
-            time_now = time.time()
-            logger.info(
-                f"page_id: {page_id}, last_page_cost_time: {get_delta_time(start_time)}"
-            )
-            start_time = time_now
-
-        '''从magic_model对象中获取后面会用到的区块信息'''
-        img_blocks = magic_model.get_imgs(page_id)
-        table_blocks = magic_model.get_tables(page_id)
-        discarded_blocks = magic_model.get_discarded(page_id)
-        text_blocks = magic_model.get_text_blocks(page_id)
-        title_blocks = magic_model.get_title_blocks(page_id)
-        inline_equations, interline_equations, interline_equation_blocks = magic_model.get_equations(page_id)
-
-        page_w, page_h = magic_model.get_page_size(page_id)
-
-        '''将所有区块的bbox整理到一起'''
-        all_bboxes = ocr_prepare_bboxes_for_layout_split(
-            img_blocks, table_blocks, discarded_blocks, text_blocks, title_blocks,
-            interline_equations, page_w, page_h)
-
-        """在切分之前,先检查一下bbox是否有左右重叠的情况,如果有,那么就认为这个pdf暂时没有能力处理好,这种左右重叠的情况大概率是由于pdf里的行间公式、表格没有被正确识别出来造成的 """
-
-        while True:  # 循环检查左右重叠的情况,如果存在就删除掉较小的那个bbox,直到不存在左右重叠的情况
-            is_useful_block_horz_overlap, all_bboxes = remove_horizontal_overlap_block_which_smaller(all_bboxes)
-            if is_useful_block_horz_overlap:
-                need_drop = True
-                drop_reason = DropReason.USEFUL_BLOCK_HOR_OVERLAP
-            else:
-                break
-
-        '''根据区块信息计算layout'''
-        page_boundry = [0, 0, page_w, page_h]
-        layout_bboxes, layout_tree = get_bboxes_layout(all_bboxes, page_boundry, page_id)
-
-        if len(text_blocks) > 0 and len(all_bboxes) > 0 and len(layout_bboxes) == 0:
-            logger.warning(
-                f"pdf: {pdf_bytes_md5}, skip this page, page_id: {page_id}, reason: {DropReason.CAN_NOT_DETECT_PAGE_LAYOUT}")
-            need_drop = True
-            drop_reason = DropReason.CAN_NOT_DETECT_PAGE_LAYOUT
-
-        """以下去掉复杂的布局和超过2列的布局"""
-        if any([lay["layout_label"] == LAYOUT_UNPROC for lay in layout_bboxes]):  # 复杂的布局
-            logger.warning(
-                f"pdf: {pdf_bytes_md5}, skip this page, page_id: {page_id}, reason: {DropReason.COMPLICATED_LAYOUT}")
-            need_drop = True
-            drop_reason = DropReason.COMPLICATED_LAYOUT
-
-        layout_column_width = get_columns_cnt_of_layout(layout_tree)
-        if layout_column_width > 2:  # 去掉超过2列的布局pdf
-            logger.warning(
-                f"pdf: {pdf_bytes_md5}, skip this page, page_id: {page_id}, reason: {DropReason.TOO_MANY_LAYOUT_COLUMNS}")
-            need_drop = True
-            drop_reason = DropReason.TOO_MANY_LAYOUT_COLUMNS
-
-
-        '''根据layout顺序,对当前页面所有需要留下的block进行排序'''
-        sorted_blocks = sort_blocks_by_layout(all_bboxes, layout_bboxes)
-
-        '''获取所有需要拼接的span资源'''
-        spans = magic_model.get_all_spans(page_id)
-        '''删除重叠spans中较小的那些'''
-        spans, dropped_spans_by_span_overlap = remove_overlaps_min_spans(spans)
-        '''对image和table截图'''
-        spans = ocr_cut_image_and_table(spans, pdf_docs[page_id], page_id, pdf_bytes_md5, imageWriter)
-
-        '''将span填入排好序的blocks中'''
-        block_with_spans = fill_spans_in_blocks(sorted_blocks, spans)
-
-        '''对block进行fix操作'''
-        fix_blocks = fix_block_spans(block_with_spans, img_blocks, table_blocks)
-
-        '''获取QA需要外置的list'''
-        images, tables, interline_equations = get_qa_need_list_v2(fix_blocks)
-
-        '''构造pdf_info_dict'''
-        page_info = ocr_construct_page_component_v2(fix_blocks, layout_bboxes, page_id, page_w, page_h, layout_tree,
-                                                    images, tables, interline_equations, discarded_blocks,
-                                                    need_drop, drop_reason)
-        pdf_info_dict[f"page_{page_id}"] = page_info
-
-    """分段"""
-    try:
-        para_split(pdf_info_dict, debug_mode=debug_mode)
-    except Exception as e:
-        logger.exception(e)
-        raise e
-
-    """dict转list"""
-    pdf_info_list = dict_to_list(pdf_info_dict)
-    new_pdf_info_dict = {
-        "pdf_info": pdf_info_list,
-    }
-
-    return new_pdf_info_dict
+    return pdf_parse_union(pdf_bytes,
+                           model_list,
+                           imageWriter,
+                           "ocr",
+                           start_page_id=start_page_id,
+                           end_page_id=end_page_id,
+                           debug_mode=debug_mode,
+                           )

+ 43 - 275
magic_pdf/pdf_parse_by_txt_v2.py

@@ -1,102 +1,4 @@
-import time
-
-from loguru import logger
-
-from magic_pdf.layout.layout_sort import get_bboxes_layout, LAYOUT_UNPROC, get_columns_cnt_of_layout
-from magic_pdf.libs.convert_utils import dict_to_list
-from magic_pdf.libs.drop_reason import DropReason
-from magic_pdf.libs.hash_utils import compute_md5
-from magic_pdf.libs.commons import fitz, get_delta_time
-from magic_pdf.model.magic_model import MagicModel
-from magic_pdf.pre_proc.construct_page_dict import ocr_construct_page_component_v2
-from magic_pdf.pre_proc.cut_image import ocr_cut_image_and_table
-from magic_pdf.pre_proc.ocr_detect_all_bboxes import ocr_prepare_bboxes_for_layout_split
-from magic_pdf.pre_proc.ocr_dict_merge import (
-    sort_blocks_by_layout,
-    fill_spans_in_blocks,
-    fix_block_spans,
-)
-from magic_pdf.libs.ocr_content_type import ContentType
-from magic_pdf.pre_proc.ocr_span_list_modify import (
-    remove_overlaps_min_spans,
-    get_qa_need_list_v2,
-)
-
-from magic_pdf.pre_proc.equations_replace import (
-    combine_chars_to_pymudict,
-    remove_chars_in_text_blocks,
-    replace_equations_in_textblock,
-)
-from magic_pdf.pre_proc.citationmarker_remove import remove_citation_marker
-from magic_pdf.libs.math import float_equal
-from magic_pdf.para.para_split_v2 import para_split
-from magic_pdf.pre_proc.resolve_bbox_conflict import check_useful_block_horizontal_overlap
-
-def remove_horizontal_overlap_block_which_smaller(all_bboxes):
-    useful_blocks = []
-    for bbox in all_bboxes:
-        useful_blocks.append({
-            "bbox": bbox[:4]
-        })
-    is_useful_block_horz_overlap, smaller_bbox = check_useful_block_horizontal_overlap(useful_blocks)
-    if is_useful_block_horz_overlap:
-        logger.warning(
-            f"skip this page, reason: {DropReason.USEFUL_BLOCK_HOR_OVERLAP}")
-        for bbox in all_bboxes.copy():
-            if smaller_bbox == bbox[:4]:
-                all_bboxes.remove(bbox)
-
-    return is_useful_block_horz_overlap, all_bboxes
-
-
-def txt_spans_extract(pdf_page, inline_equations, interline_equations):
-    text_raw_blocks = pdf_page.get_text("dict", flags=fitz.TEXTFLAGS_TEXT)["blocks"]
-    char_level_text_blocks = pdf_page.get_text("rawdict", flags=fitz.TEXTFLAGS_TEXT)[
-        "blocks"
-    ]
-    text_blocks = combine_chars_to_pymudict(text_raw_blocks, char_level_text_blocks)
-    text_blocks = replace_equations_in_textblock(
-        text_blocks, inline_equations, interline_equations
-    )
-    text_blocks = remove_citation_marker(text_blocks)
-    text_blocks = remove_chars_in_text_blocks(text_blocks)
-    spans = []
-    for v in text_blocks:
-        for line in v["lines"]:
-            for span in line["spans"]:
-                bbox = span["bbox"]
-                if float_equal(bbox[0], bbox[2]) or float_equal(bbox[1], bbox[3]):
-                    continue
-                if span.get('type') == ContentType.InlineEquation:
-                    spans.append(
-                        {
-                            "bbox": list(span["bbox"]),
-                            "content": span["latex"],
-                            "type": ContentType.InlineEquation,
-                        }
-                    )
-                elif span.get('type') == ContentType.InterlineEquation:
-                    spans.append(
-                        {
-                            "bbox": list(span["bbox"]),
-                            "content": span["latex"],
-                            "type": ContentType.InterlineEquation,
-                        }
-                    )
-                else:
-                    spans.append(
-                        {
-                            "bbox": list(span["bbox"]),
-                            "content": span["text"],
-                            "type": ContentType.Text,
-                        }
-                    )
-    return spans
-
-
-
-def replace_text_span(pymu_spans, ocr_spans):
-    return list(filter(lambda x: x["type"] != ContentType.Text, ocr_spans)) + pymu_spans
+from magic_pdf.pdf_parse_union_core import pdf_parse_union
 
 
 def parse_pdf_by_txt(
@@ -107,182 +9,48 @@ def parse_pdf_by_txt(
     end_page_id=None,
     debug_mode=False,
 ):
-    need_drop = False
-    drop_reason = ""
-
-    pdf_bytes_md5 = compute_md5(pdf_bytes)
-    pdf_docs = fitz.open("pdf", pdf_bytes)
-
-    """初始化空的pdf_info_dict"""
-    pdf_info_dict = {}
-
-    """用model_list和docs对象初始化magic_model"""
-    magic_model = MagicModel(model_list, pdf_docs)
-
-    """根据输入的起始范围解析pdf"""
-    end_page_id = end_page_id if end_page_id else len(pdf_docs) - 1
-
-    """初始化启动时间"""
-    start_time = time.time()
-
-    for page_id in range(start_page_id, end_page_id + 1):
-
-        """debug时输出每页解析的耗时"""
-        if debug_mode:
-            time_now = time.time()
-            logger.info(
-                f"page_id: {page_id}, last_page_cost_time: {get_delta_time(start_time)}"
-            )
-            start_time = time_now
-
-        """从magic_model对象中获取后面会用到的区块信息"""
-        img_blocks = magic_model.get_imgs(page_id)
-        table_blocks = magic_model.get_tables(page_id)
-        discarded_blocks = magic_model.get_discarded(page_id)
-        text_blocks = magic_model.get_text_blocks(page_id)
-        title_blocks = magic_model.get_title_blocks(page_id)
-        inline_equations, interline_equations, interline_equation_blocks = (
-            magic_model.get_equations(page_id)
-        )
-
-        page_w, page_h = magic_model.get_page_size(page_id)
-
-        """将所有区块的bbox整理到一起"""
-        all_bboxes = ocr_prepare_bboxes_for_layout_split(
-            img_blocks,
-            table_blocks,
-            discarded_blocks,
-            text_blocks,
-            title_blocks,
-            interline_equations,
-            page_w,
-            page_h,
-        )
-
-        """在切分之前,先检查一下bbox是否有左右重叠的情况,如果有,那么就认为这个pdf暂时没有能力处理好,这种左右重叠的情况大概率是由于pdf里的行间公式、表格没有被正确识别出来造成的 """
-
-        while True:  # 循环检查左右重叠的情况,如果存在就删除掉较小的那个bbox,直到不存在左右重叠的情况
-            is_useful_block_horz_overlap, all_bboxes = remove_horizontal_overlap_block_which_smaller(all_bboxes)
-            if is_useful_block_horz_overlap:
-                need_drop = True
-                drop_reason = DropReason.USEFUL_BLOCK_HOR_OVERLAP
-            else:
-                break
-
-        '''根据区块信息计算layout'''
-        page_boundry = [0, 0, page_w, page_h]
-        layout_bboxes, layout_tree = get_bboxes_layout(all_bboxes, page_boundry, page_id)
-
-        if len(text_blocks) > 0 and len(all_bboxes) > 0 and len(layout_bboxes) == 0:
-            logger.warning(
-                f"pdf: {pdf_bytes_md5}, skip this page, page_id: {page_id}, reason: {DropReason.CAN_NOT_DETECT_PAGE_LAYOUT}")
-            need_drop = True
-            drop_reason = DropReason.CAN_NOT_DETECT_PAGE_LAYOUT
-
-        """以下去掉复杂的布局和超过2列的布局"""
-        if any([lay["layout_label"] == LAYOUT_UNPROC for lay in layout_bboxes]):  # 复杂的布局
-            logger.warning(
-                f"pdf: {pdf_bytes_md5}, skip this page, page_id: {page_id}, reason: {DropReason.COMPLICATED_LAYOUT}")
-            need_drop = True
-            drop_reason = DropReason.COMPLICATED_LAYOUT
-
-        layout_column_width = get_columns_cnt_of_layout(layout_tree)
-        if layout_column_width > 2:  # 去掉超过2列的布局pdf
-            logger.warning(
-                f"pdf: {pdf_bytes_md5}, skip this page, page_id: {page_id}, reason: {DropReason.TOO_MANY_LAYOUT_COLUMNS}")
-            need_drop = True
-            drop_reason = DropReason.TOO_MANY_LAYOUT_COLUMNS
-
-        """根据layout顺序,对当前页面所有需要留下的block进行排序"""
-        sorted_blocks = sort_blocks_by_layout(all_bboxes, layout_bboxes)
-
-        """ocr 中文本类的 span 用 pymu spans 替换!"""
-        ocr_spans = magic_model.get_all_spans(page_id)
-        pymu_spans = txt_spans_extract(
-            pdf_docs[page_id], inline_equations, interline_equations
-        )
-        spans = replace_text_span(pymu_spans, ocr_spans)
-
-        """删除重叠spans中较小的那些"""
-        spans, dropped_spans_by_span_overlap = remove_overlaps_min_spans(spans)
-        """对image和table截图"""
-        spans = ocr_cut_image_and_table(
-            spans, pdf_docs[page_id], page_id, pdf_bytes_md5, imageWriter
-        )
-
-        """将span填入排好序的blocks中"""
-        block_with_spans = fill_spans_in_blocks(sorted_blocks, spans)
-
-        """对block进行fix操作"""
-        fix_blocks = fix_block_spans(block_with_spans, img_blocks, table_blocks)
-
-        """获取QA需要外置的list"""
-        images, tables, interline_equations = get_qa_need_list_v2(fix_blocks)
-
-        """构造pdf_info_dict"""
-        page_info = ocr_construct_page_component_v2(
-            fix_blocks,
-            layout_bboxes,
-            page_id,
-            page_w,
-            page_h,
-            layout_tree,
-            images,
-            tables,
-            interline_equations,
-            discarded_blocks,
-            need_drop,
-            drop_reason
-        )
-        pdf_info_dict[f"page_{page_id}"] = page_info
-
-    """分段"""
-    try:
-        para_split(pdf_info_dict, debug_mode=debug_mode)
-    except Exception as e:
-        logger.exception(e)
-        raise e
-
-    """dict转list"""
-    pdf_info_list = dict_to_list(pdf_info_dict)
-    new_pdf_info_dict = {
-        "pdf_info": pdf_info_list,
-    }
-
-    return new_pdf_info_dict
+    return pdf_parse_union(pdf_bytes,
+                           model_list,
+                           imageWriter,
+                           "txt",
+                           start_page_id=start_page_id,
+                           end_page_id=end_page_id,
+                           debug_mode=debug_mode,
+                           )
 
 
 if __name__ == "__main__":
-    if 1:
-        import fitz
-        import json
-
-        with open("/opt/data/pdf/20240418/25536-00.pdf", "rb") as f:
-            pdf_bytes = f.read()
-        pdf_docs = fitz.open("pdf", pdf_bytes)
-
-        with open("/opt/data/pdf/20240418/25536-00.json") as f:
-            model_list = json.loads(f.readline())
-
-        magic_model = MagicModel(model_list, pdf_docs)
-        for i in range(7):
-            print(magic_model.get_imgs(i))
-
-        for page_no, page in enumerate(pdf_docs):
-            inline_equations, interline_equations, interline_equation_blocks = (
-                magic_model.get_equations(page_no)
-            )
-
-            text_raw_blocks = page.get_text("dict", flags=fitz.TEXTFLAGS_TEXT)["blocks"]
-            char_level_text_blocks = page.get_text(
-                "rawdict", flags=fitz.TEXTFLAGS_TEXT
-            )["blocks"]
-            text_blocks = combine_chars_to_pymudict(
-                text_raw_blocks, char_level_text_blocks
-            )
-            text_blocks = replace_equations_in_textblock(
-                text_blocks, inline_equations, interline_equations
-            )
-            text_blocks = remove_citation_marker(text_blocks)
-
-            text_blocks = remove_chars_in_text_blocks(text_blocks)
+    pass
+    # if 1:
+    #     import fitz
+    #     import json
+    #
+    #     with open("/opt/data/pdf/20240418/25536-00.pdf", "rb") as f:
+    #         pdf_bytes = f.read()
+    #     pdf_docs = fitz.open("pdf", pdf_bytes)
+    #
+    #     with open("/opt/data/pdf/20240418/25536-00.json") as f:
+    #         model_list = json.loads(f.readline())
+    #
+    #     magic_model = MagicModel(model_list, pdf_docs)
+    #     for i in range(7):
+    #         print(magic_model.get_imgs(i))
+    #
+    #     for page_no, page in enumerate(pdf_docs):
+    #         inline_equations, interline_equations, interline_equation_blocks = (
+    #             magic_model.get_equations(page_no)
+    #         )
+    #
+    #         text_raw_blocks = page.get_text("dict", flags=fitz.TEXTFLAGS_TEXT)["blocks"]
+    #         char_level_text_blocks = page.get_text(
+    #             "rawdict", flags=fitz.TEXTFLAGS_TEXT
+    #         )["blocks"]
+    #         text_blocks = combine_chars_to_pymudict(
+    #             text_raw_blocks, char_level_text_blocks
+    #         )
+    #         text_blocks = replace_equations_in_textblock(
+    #             text_blocks, inline_equations, interline_equations
+    #         )
+    #         text_blocks = remove_citation_marker(text_blocks)
+    #
+    #         text_blocks = remove_chars_in_text_blocks(text_blocks)

+ 227 - 0
magic_pdf/pdf_parse_union_core.py

@@ -0,0 +1,227 @@
+import time
+
+from loguru import logger
+
+from magic_pdf.libs.commons import fitz, get_delta_time
+from magic_pdf.layout.layout_sort import get_bboxes_layout, LAYOUT_UNPROC, get_columns_cnt_of_layout
+from magic_pdf.libs.convert_utils import dict_to_list
+from magic_pdf.libs.drop_reason import DropReason
+from magic_pdf.libs.hash_utils import compute_md5
+from magic_pdf.libs.math import float_equal
+from magic_pdf.libs.ocr_content_type import ContentType
+from magic_pdf.model.magic_model import MagicModel
+from magic_pdf.para.para_split_v2 import para_split
+from magic_pdf.pre_proc.citationmarker_remove import remove_citation_marker
+from magic_pdf.pre_proc.construct_page_dict import ocr_construct_page_component_v2
+from magic_pdf.pre_proc.cut_image import ocr_cut_image_and_table
+from magic_pdf.pre_proc.equations_replace import remove_chars_in_text_blocks, replace_equations_in_textblock, \
+    combine_chars_to_pymudict
+from magic_pdf.pre_proc.ocr_detect_all_bboxes import ocr_prepare_bboxes_for_layout_split
+from magic_pdf.pre_proc.ocr_dict_merge import sort_blocks_by_layout, fill_spans_in_blocks, fix_block_spans
+from magic_pdf.pre_proc.ocr_span_list_modify import remove_overlaps_min_spans, get_qa_need_list_v2
+from magic_pdf.pre_proc.resolve_bbox_conflict import check_useful_block_horizontal_overlap
+
+
+def remove_horizontal_overlap_block_which_smaller(all_bboxes):
+    useful_blocks = []
+    for bbox in all_bboxes:
+        useful_blocks.append({
+            "bbox": bbox[:4]
+        })
+    is_useful_block_horz_overlap, smaller_bbox = check_useful_block_horizontal_overlap(useful_blocks)
+    if is_useful_block_horz_overlap:
+        logger.warning(
+            f"skip this page, reason: {DropReason.TEXT_BLCOK_HOR_OVERLAP}")
+        for bbox in all_bboxes.copy():
+            if smaller_bbox == bbox[:4]:
+                all_bboxes.remove(bbox)
+
+    return is_useful_block_horz_overlap, all_bboxes
+
+
+def txt_spans_extract(pdf_page, inline_equations, interline_equations):
+    text_raw_blocks = pdf_page.get_text("dict", flags=fitz.TEXTFLAGS_TEXT)["blocks"]
+    char_level_text_blocks = pdf_page.get_text("rawdict", flags=fitz.TEXTFLAGS_TEXT)[
+        "blocks"
+    ]
+    text_blocks = combine_chars_to_pymudict(text_raw_blocks, char_level_text_blocks)
+    text_blocks = replace_equations_in_textblock(
+        text_blocks, inline_equations, interline_equations
+    )
+    text_blocks = remove_citation_marker(text_blocks)
+    text_blocks = remove_chars_in_text_blocks(text_blocks)
+    spans = []
+    for v in text_blocks:
+        for line in v["lines"]:
+            for span in line["spans"]:
+                bbox = span["bbox"]
+                if float_equal(bbox[0], bbox[2]) or float_equal(bbox[1], bbox[3]):
+                    continue
+                if span.get('type') == ContentType.InlineEquation:
+                    spans.append(
+                        {
+                            "bbox": list(span["bbox"]),
+                            "content": span["latex"],
+                            "type": ContentType.InlineEquation,
+                        }
+                    )
+                elif span.get('type') == ContentType.InterlineEquation:
+                    spans.append(
+                        {
+                            "bbox": list(span["bbox"]),
+                            "content": span["latex"],
+                            "type": ContentType.InterlineEquation,
+                        }
+                    )
+                else:
+                    spans.append(
+                        {
+                            "bbox": list(span["bbox"]),
+                            "content": span["text"],
+                            "type": ContentType.Text,
+                        }
+                    )
+    return spans
+
+
+def replace_text_span(pymu_spans, ocr_spans):
+    return list(filter(lambda x: x["type"] != ContentType.Text, ocr_spans)) + pymu_spans
+
+
+def parse_page_core(pdf_docs, magic_model, page_id, pdf_bytes_md5, imageWriter, parse_mode):
+    need_drop = False
+    drop_reason = ""
+
+    '''从magic_model对象中获取后面会用到的区块信息'''
+    img_blocks = magic_model.get_imgs(page_id)
+    table_blocks = magic_model.get_tables(page_id)
+    discarded_blocks = magic_model.get_discarded(page_id)
+    text_blocks = magic_model.get_text_blocks(page_id)
+    title_blocks = magic_model.get_title_blocks(page_id)
+    inline_equations, interline_equations, interline_equation_blocks = magic_model.get_equations(page_id)
+
+    page_w, page_h = magic_model.get_page_size(page_id)
+
+    spans = magic_model.get_all_spans(page_id)
+
+    '''根据parse_mode,构造spans'''
+    if parse_mode == "txt":
+        """ocr 中文本类的 span 用 pymu spans 替换!"""
+        pymu_spans = txt_spans_extract(
+            pdf_docs[page_id], inline_equations, interline_equations
+        )
+        spans = replace_text_span(pymu_spans, spans)
+    elif parse_mode == "ocr":
+        pass
+    else:
+        raise Exception("parse_mode must be txt or ocr")
+
+    '''删除重叠spans中较小的那些'''
+    spans, dropped_spans_by_span_overlap = remove_overlaps_min_spans(spans)
+    '''对image和table截图'''
+    spans = ocr_cut_image_and_table(spans, pdf_docs[page_id], page_id, pdf_bytes_md5, imageWriter)
+
+    '''将所有区块的bbox整理到一起'''
+    all_bboxes = ocr_prepare_bboxes_for_layout_split(
+        img_blocks, table_blocks, discarded_blocks, text_blocks, title_blocks,
+        interline_equations, page_w, page_h)
+
+    """在切分之前,先检查一下bbox是否有左右重叠的情况,如果有,那么就认为这个pdf暂时没有能力处理好,这种左右重叠的情况大概率是由于pdf里的行间公式、表格没有被正确识别出来造成的 """
+
+    while True:  # 循环检查左右重叠的情况,如果存在就删除掉较小的那个bbox,直到不存在左右重叠的情况
+        is_useful_block_horz_overlap, all_bboxes = remove_horizontal_overlap_block_which_smaller(all_bboxes)
+        if is_useful_block_horz_overlap:
+            need_drop = True
+            drop_reason = DropReason.USEFUL_BLOCK_HOR_OVERLAP
+        else:
+            break
+
+    '''根据区块信息计算layout'''
+    page_boundry = [0, 0, page_w, page_h]
+    layout_bboxes, layout_tree = get_bboxes_layout(all_bboxes, page_boundry, page_id)
+
+    if len(text_blocks) > 0 and len(all_bboxes) > 0 and len(layout_bboxes) == 0:
+        logger.warning(
+            f"skip this page, page_id: {page_id}, reason: {DropReason.CAN_NOT_DETECT_PAGE_LAYOUT}")
+        need_drop = True
+        drop_reason = DropReason.CAN_NOT_DETECT_PAGE_LAYOUT
+
+    """以下去掉复杂的布局和超过2列的布局"""
+    if any([lay["layout_label"] == LAYOUT_UNPROC for lay in layout_bboxes]):  # 复杂的布局
+        logger.warning(
+            f"skip this page, page_id: {page_id}, reason: {DropReason.COMPLICATED_LAYOUT}")
+        need_drop = True
+        drop_reason = DropReason.COMPLICATED_LAYOUT
+
+    layout_column_width = get_columns_cnt_of_layout(layout_tree)
+    if layout_column_width > 2:  # 去掉超过2列的布局pdf
+        logger.warning(
+            f"skip this page, page_id: {page_id}, reason: {DropReason.TOO_MANY_LAYOUT_COLUMNS}")
+        need_drop = True
+        drop_reason = DropReason.TOO_MANY_LAYOUT_COLUMNS
+
+    '''根据layout顺序,对当前页面所有需要留下的block进行排序'''
+    sorted_blocks = sort_blocks_by_layout(all_bboxes, layout_bboxes)
+
+    '''将span填入排好序的blocks中'''
+    block_with_spans = fill_spans_in_blocks(sorted_blocks, spans)
+
+    '''对block进行fix操作'''
+    fix_blocks = fix_block_spans(block_with_spans, img_blocks, table_blocks)
+
+    '''获取QA需要外置的list'''
+    images, tables, interline_equations = get_qa_need_list_v2(fix_blocks)
+
+    '''构造pdf_info_dict'''
+    page_info = ocr_construct_page_component_v2(fix_blocks, layout_bboxes, page_id, page_w, page_h, layout_tree,
+                                                images, tables, interline_equations, discarded_blocks,
+                                                need_drop, drop_reason)
+    return page_info
+
+def pdf_parse_union(pdf_bytes,
+                    model_list,
+                    imageWriter,
+                    parse_mode,
+                    start_page_id=0,
+                    end_page_id=None,
+                    debug_mode=False,
+                    ):
+    pdf_bytes_md5 = compute_md5(pdf_bytes)
+    pdf_docs = fitz.open("pdf", pdf_bytes)
+
+    '''初始化空的pdf_info_dict'''
+    pdf_info_dict = {}
+
+    '''用model_list和docs对象初始化magic_model'''
+    magic_model = MagicModel(model_list, pdf_docs)
+
+    '''根据输入的起始范围解析pdf'''
+    end_page_id = end_page_id if end_page_id else len(pdf_docs) - 1
+
+    '''初始化启动时间'''
+    start_time = time.time()
+
+    for page_id in range(start_page_id, end_page_id + 1):
+
+        '''debug时输出每页解析的耗时'''
+        if debug_mode:
+            time_now = time.time()
+            logger.info(
+                f"page_id: {page_id}, last_page_cost_time: {get_delta_time(start_time)}"
+            )
+            start_time = time_now
+
+        '''解析pdf中的每一页'''
+        page_info = parse_page_core(pdf_docs, magic_model, page_id, pdf_bytes_md5, imageWriter, parse_mode)
+        pdf_info_dict[f"page_{page_id}"] = page_info
+
+    """分段"""
+    para_split(pdf_info_dict, debug_mode=debug_mode)
+
+    """dict转list"""
+    pdf_info_list = dict_to_list(pdf_info_dict)
+    new_pdf_info_dict = {
+        "pdf_info": pdf_info_list,
+    }
+
+    return new_pdf_info_dict