Merge remote-tracking branch 'origin/master'

magic_pdf/para/para_split.py

@@ -142,48 +142,51 @@ def __group_line_by_layout(blocks, layout_bboxes, lang="en"):
     return lines_group
     
 
-def __split_para_in_layoutbox(lines_group, layout_bboxes, lang="en", char_avg_len=10):
+def __split_para_in_layoutbox(lines_group, new_layout_bbox, lang="en", char_avg_len=10):
     """
-    lines_group 进行行分段——layout内部进行分段。
+    lines_group 进行行分段——layout内部进行分段。lines_group内每个元素是一个Layoutbox内的所有行。
     1. 先计算每个group的左右边界。
     2. 然后根据行末尾特征进行分段。
         末尾特征：以句号等结束符结尾。并且距离右侧边界有一定距离。
+        且下一行开头不留空白。
     
     """
     paras = []
     right_tail_distance = 1.5 * char_avg_len
     for lines in lines_group:
-        if len(lines)==0:
+        total_lines = len(lines)
+        if total_lines<=1: # 0行无需处理。1行无法分段。
             continue
-        layout_right = max([line['bbox'][2] for line in lines])
+        #layout_right = max([line['bbox'][2] for line in lines])
+        layout_right = __find_layout_bbox_by_line(lines[0]['bbox'], new_layout_bbox)[2]
         para = [] # 元素是line
-        for line in lines:
-            line_text = ''.join([__get_span_text(span) for span in line['spans']])
-            #logger.info(line_text)
-            last_span_type = line['spans'][-1]['type']
-            if last_span_type in [TEXT, INLINE_EQUATION]:
-                last_char = line['spans'][-1]['content'][-1]
-                if last_char in LINE_STOP_FLAG or line['bbox'][2] < layout_right - right_tail_distance:
+        
+        for i, line in enumerate(lines):
+            # 如果i有下一行，那么就要根据下一行位置综合判断是否要分段。如果i之后没有行，那么只需要判断一下行结尾特征。
+            
+            cur_line_type = line['spans'][-1]['type']
+            #cur_line_last_char = line['spans'][-1]['content'][-1]
+            next_line = lines[i+1] if i<total_lines-1 else None
+            
+            if cur_line_type in [TEXT, INLINE_EQUATION]:
+                if line['bbox'][2] < layout_right - right_tail_distance:
                     para.append(line)
                     paras.append(para)
-                    # para_text = ''.join([span['content'] for line in para for span in line['spans']])
-                    # logger.info(para_text)
                     para = []
+                elif line['bbox'][2] >= layout_right - right_tail_distance and next_line and next_line['bbox'][0] == layout_right: # 现在这行到了行尾沾满，下一行存在且顶格。
+                    para.append(line)
                 else: 
                     para.append(line)
+                    paras.append(para)
+                    para = []
             else: # 其他，图片、表格、行间公式，各自占一段
-                if len(para)>0:
+                if len(para)>0:  # 先把之前的段落加入到结果中
                     paras.append(para)
                     para = []
-                else:
-                    paras.append([line])
+                paras.append([line]) # 再把当前行加入到结果中。当前行为行间公式、图、表等。
                 para = []
-                # para_text = ''.join([get_span_text(span) for line in para for span in line['spans']])
-                # logger.info(para_text)
         if len(para)>0:
             paras.append(para)
-            # para_text = ''.join([get_span_text(span) for line in para for span in line['spans']])
-            # logger.info(para_text)
             para = []
                     
     return paras
@@ -239,6 +242,40 @@ def __connect_para_inter_layoutbox(layout_paras, new_layout_bbox, lang="en"):
     return connected_layout_paras
 
 
+def __connect_para_inter_page(pre_page_paras, next_page_paras, pre_page_layout_bbox, next_page_layout_bbox, lang):
+    """
+    连接起来相邻两个页面的段落——前一个页面最后一个段落和后一个页面的第一个段落。
+    是否可以连接的条件：
+    1. 前一个页面的最后一个段落最后一行沾满整个行。并且没有结尾符号。
+    2. 后一个页面的第一个段落第一行没有空白开头。
+    """
+    pre_last_para = pre_page_paras[-1]
+    next_first_para = next_page_paras[0]
+    pre_last_line = pre_last_para[-1]
+    next_first_line = next_first_para[0]
+    pre_last_line_text = ''.join([__get_span_text(span) for span in pre_last_line['spans']])
+    pre_last_line_type = pre_last_line['spans'][-1]['type']
+    next_first_line_text = ''.join([__get_span_text(span) for span in next_first_line['spans']])
+    next_first_line_type = next_first_line['spans'][0]['type']
+    
+    if pre_last_line_type not in [TEXT, INLINE_EQUATION] or next_first_line_type not in [TEXT, INLINE_EQUATION]: # TODO，真的要做好，要考虑跨table, image, 行间的情况
+        # 不是文本，不连接
+        return False
+    
+    pre_x2_max = __find_layout_bbox_by_line(pre_last_line['bbox'], pre_page_layout_bbox)[2]
+    next_x0_min = __find_layout_bbox_by_line(next_first_line['bbox'], next_page_layout_bbox)[0]
+    
+    pre_last_line_text = pre_last_line_text.strip()
+    next_first_line_text = next_first_line_text.strip()
+    if pre_last_line['bbox'][2] == pre_x2_max and pre_last_line_text[-1] not in LINE_STOP_FLAG and next_first_line['bbox'][0]==next_x0_min: # 前面一行沾满了整个行，并且没有结尾符号.下一行没有空白开头。
+        """连接段落条件成立，将前一个layout的段落和后一个layout的段落连接。"""
+        pre_page_paras[-1].extend(next_first_para)
+        next_page_paras.pop(0) # 删除后一个页面的第一个段落， 因为他已经被合并到前一个页面的最后一个段落了。
+        return True
+    else:
+        return False
+
+
 def __do_split(blocks, layout_bboxes, new_layout_bbox, lang="en"):
     """
     根据line和layout情况进行分段
@@ -252,20 +289,34 @@ def __do_split(blocks, layout_bboxes, new_layout_bbox, lang="en"):
     4. 图、表，目前独占一行，不考虑分段。
     """
     lines_group = __group_line_by_layout(blocks, layout_bboxes, lang) # block内分段
-    layout_paras = __split_para_in_layoutbox(lines_group, layout_bboxes, lang) # layout内分段
+    layout_paras = __split_para_in_layoutbox(lines_group, new_layout_bbox, lang) # layout内分段
     connected_layout_paras = __connect_para_inter_layoutbox(layout_paras, new_layout_bbox, lang) # layout间链接段落
-    # TODO 不同页面连接
-    
-    
-    
     return connected_layout_paras
     
     
-def para_split(blocks, layout_bboxes, lang="en"):
+def para_split(pdf_info_dict, lang="en"):
     """
     根据line和layout情况进行分段
     """
+    new_layout_of_pages = [] # 数组的数组，每个元素是一个页面的layoutS
+    for _, page in pdf_info_dict.items():
+        blocks = page['preproc_blocks']
+        layout_bboxes = page['layout_bboxes']
         new_layout_bbox = __common_pre_proc(blocks, layout_bboxes)
+        new_layout_of_pages.append(new_layout_bbox)
         splited_blocks = __do_split(blocks, layout_bboxes, new_layout_bbox, lang)
+        page['para_blocks'] = splited_blocks
         
-    return splited_blocks
+    """连接页面与页面之间的可能合并的段落"""
+    pdf_infos = list(pdf_info_dict.values())
+    for i, page in enumerate(pdf_info_dict.values()):
+        if i==0:
+            continue
+        pre_page_paras = pdf_infos[i-1]['para_blocks']
+        next_page_paras = pdf_infos[i]['para_blocks']
+        pre_page_layout_bbox = new_layout_of_pages[i-1]
+        next_page_layout_bbox = new_layout_of_pages[i]
+        
+        is_conn= __connect_para_inter_page(pre_page_paras, next_page_paras, pre_page_layout_bbox, next_page_layout_bbox, lang) 
+        if is_conn:
+            logger.info(f"连接了第{i-1}页和第{i}页的段落")

magic_pdf/pdf_parse_by_ocr.py

@@ -33,13 +33,12 @@ from magic_pdf.pre_proc.ocr_span_list_modify import remove_spans_by_bboxes, remo
 from magic_pdf.pre_proc.remove_bbox_overlap import remove_overlap_between_bbox
 
 
-def construct_page_component(blocks, para_blocks, layout_bboxes, page_id, page_w, page_h, layout_tree,
+def construct_page_component(blocks, layout_bboxes, page_id, page_w, page_h, layout_tree,
                              images, tables, interline_equations, inline_equations,
                              dropped_text_block, dropped_image_block, dropped_table_block, dropped_equation_block,
                              need_remove_spans_bboxes_dict):
     return_dict = {
         'preproc_blocks': blocks,
-        "para_blocks": para_blocks, # 分好段落的blocks
         'layout_bboxes': layout_bboxes,
         'page_idx': page_id,
         'page_size': [page_w, page_h],
@@ -238,7 +237,7 @@ def parse_pdf_by_ocr(
         blocks = merge_lines_to_block(lines)
 
         # 根据block合并段落
-        para_blocks = para_split(blocks, layout_bboxes)
+        #para_blocks = para_split(blocks, layout_bboxes)
         
         # 获取QA需要外置的list
         images, tables, interline_equations, inline_equations = get_qa_need_list(blocks)
@@ -267,12 +266,15 @@ def parse_pdf_by_ocr(
 
 
         # 构造pdf_info_dict
-        page_info = construct_page_component(blocks, para_blocks, layout_bboxes, page_id, page_w, page_h, layout_tree,
+        page_info = construct_page_component(blocks, layout_bboxes, page_id, page_w, page_h, layout_tree,
                                              images, tables, interline_equations, inline_equations,
                                              dropped_text_block, dropped_image_block, dropped_table_block, dropped_equation_block,
                                              need_remove_spans_bboxes_dict)
         pdf_info_dict[f"page_{page_id}"] = page_info
 
+    """分段"""
+    para_split(pdf_info_dict)
+    
     # 在测试时,保存调试信息
     if debug_mode:
         params_file_save_path = join_path(

tests/overall_indicator.py

@@ -22,9 +22,9 @@ def indicator_cal(json_standard,json_test):
     '''数据集总体指标'''
     
     a=json_test[['id','mid_json']]
-    b=json_standard[['id','mid_json']]
+    b=json_standard[['id','mid_json','pass_label']]
     outer_merge=pd.merge(a,b,on='id',how='outer')
-    outer_merge.columns=['id','standard_mid_json','test_mid_json']
+    outer_merge.columns=['id','standard_mid_json','test_mid_json','pass_label']
     standard_exist=outer_merge.standard_mid_json.apply(lambda x: not isnull(x))
     test_exist=outer_merge.test_mid_json.apply(lambda x: not isnull(x))
 
@@ -36,7 +36,7 @@ def indicator_cal(json_standard,json_test):
 
 
     inner_merge=pd.merge(a,b,on='id',how='inner')
-    inner_merge.columns=['id','standard_mid_json','test_mid_json']
+    inner_merge.columns=['id','standard_mid_json','test_mid_json','pass_label']
     json_standard = inner_merge['standard_mid_json']#check一下是否对齐
     json_test = inner_merge['test_mid_json']
 
@@ -156,7 +156,14 @@ def indicator_cal(json_standard,json_test):
     """
 
 
-    '''计算pdf之间的总体编辑距离和bleu'''
+    '''
+    计算pdf之间的总体编辑距离和bleu
+    这里只计算正例的pdf
+    '''
+    
+    test_para_text=np.asarray(test_para_text, dtype = object)[inner_merge['pass_label']=='yes']
+    standard_para_text=np.asarray(standard_para_text, dtype = object)[inner_merge['pass_label']=='yes']
+
     pdf_dis=[]
     pdf_bleu=[]
     for a,b in zip(test_para_text,standard_para_text):