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- import re
- from magic_pdf.libs import _is_in_or_part_overlap
- from magic_pdf.libs import fitz
- import collections
- def calculate_overlapRatio_between_rect1_and_rect2(L1: float, U1: float, R1: float, D1: float, L2: float, U2: float, R2: float, D2: float) -> (float, float):
- # 计算两个rect,重叠面积各占2个rect面积的比例
- if min(R1, R2) < max(L1, L2) or min(D1, D2) < max(U1, U2):
- return 0, 0
- square_1 = (R1 - L1) * (D1 - U1)
- square_2 = (R2 - L2) * (D2 - U2)
- if square_1 == 0 or square_2 == 0:
- return 0, 0
- square_overlap = (min(R1, R2) - max(L1, L2)) * (min(D1, D2) - max(U1, U2))
- return square_overlap / square_1, square_overlap / square_2
- def calculate_overlapRatio_between_line1_and_line2(L1: float, R1: float, L2: float, R2: float) -> (float, float):
- # 计算两个line,重叠区间各占2个line长度的比例
- if max(L1, L2) > min(R1, R2):
- return 0, 0
- if L1 == R1 or L2 == R2:
- return 0, 0
- overlap_line = min(R1, R2) - max(L1, L2)
- return overlap_line / (R1 - L1), overlap_line / (R2 - L2)
- def parse_footnoteLine(page_ID: int, page: fitz.Page, json_from_DocXchain_obj, exclude_bboxes):
- """
- :param page_ID: int类型,当前page在当前pdf文档中是第page_D页。
- :param page :fitz读取的当前页的内容
- :param res_dir_path: str类型,是每一个pdf文档,在当前.py文件的目录下生成一个与pdf文档同名的文件夹,res_dir_path就是文件夹的dir
- :param json_from_DocXchain_obj: dict类型,把pdf文档送入DocXChain模型中后,提取bbox,结果保存到pdf文档同名文件夹下的 page_ID.json文件中了。json_from_DocXchain_obj就是打开后的dict
- """
- DPI = 72 # use this resolution
- pix = page.get_pixmap(dpi=DPI)
- pageL = 0
- pageR = int(pix.w)
- pageU = 0
- pageD = int(pix.h)
- #---------------------- PyMuPDF解析text --------------------#
- textSize_freq = collections.defaultdict(float) # text块中,textSize的频率
- textBlock_bboxs = []
- textLine_bboxs = []
- text_blocks = page.get_text(
- "dict",
- flags=fitz.TEXTFLAGS_TEXT,
- #clip=clip,
- )["blocks"]
- totText_list = []
- for i in range(len(text_blocks)):
- # print(blocks[i]) #### print
- bbox = text_blocks[i]['bbox']
- textBlock_bboxs.append(bbox)
- # print(bbox)
- cur_block_text_list = []
- for tt in text_blocks[i]['lines']:
- # 当前line
- cur_line_text_list = []
- cur_line_bbox = None # 当前line,最右侧的section的bbox
- for xf in tt['spans']:
- L, U, R, D = xf['bbox']
- L, R = min(L, R), max(L, R)
- U, D = min(U, D), max(U, D)
- textLine_bboxs.append((L, U, R, D))
- cur_line_text_list.append(xf['text'])
- textSize_freq[xf['size']] += len(xf['text'])
- cur_lines_text = ' '.join(cur_line_text_list)
- cur_block_text_list.append(cur_lines_text)
- totText_list.append('\n'.join(cur_block_text_list))
- totText = '\n'.join(totText_list)
- # print(totText) # 打印Text
- textLine_bboxs.sort(key = lambda LURD: (LURD[0], LURD[1]))
- textBlock_bboxs.sort(key = lambda LURD: (LURD[0], LURD[1]))
-
- # print('------------ textSize_freq -----------')
- max_sizeFreq = 0 # 出现频率最高的textSize
- textSize_withMaxFreq = 0
- for x, f in textSize_freq.items():
- # print(x, f)
- if f > max_sizeFreq:
- max_sizeFreq = f
- textSize_withMaxFreq = x
- #**********************************************************#
- #------------------ PyMuPDF读取drawings -----------------#
- horizon_lines = []
- drawings = page.get_cdrawings()
- for drawing in drawings:
- try:
- rect = drawing['rect']
- L, U, R, D = rect
- # if (L, U, R, D) in exclude_bboxes:
- # continue # 如果是Fiugre, Table, Equation。注释掉是因为,可以暂时先不消,先自我对消。最后再判读需不需要排除。
- # 如果是水平线
- if U <= D and D - U <= 3:
- # 如果长度够
- if (pageR - pageL) / 15 <= R - L:
- if not(80/800 * pageD <= U <= 750/800 * pageD):
- continue # 很可能是页眉和页脚的线
- horizon_lines.append((L, U, R, D))
- # print((L, U, R, D))
- except:
- pass
- horizon_lines.sort(key = lambda LURD: (LURD[1]))
- #********************************************************#
-
- #----------------- 两条线可能是在表格中 ------------------#
- def has_text_below_line(L: float, U: float, R: float, D: float, inLowerArea: bool) -> bool:
- """
- 检查线下是否紧挨着text
- """
- Uu, Du = U - textSize_withMaxFreq, U # 线上的一个矩形
- Lu, Ru = L, R
- Ud, Dd = U, U + textSize_withMaxFreq # 线下的一个矩形
- Ld, Rd = L, R
- find = 0 # 在线下的文字。统计面积。
- leftTextCnt = 0 # 不在线底下的文字(整体在线左侧的文字),说明不是个脚注线。统计面积。
- English_alpha_cnt = 0 # 英文字母个数
- nonEnglish_alpha_cnt = 0 # 非英文字母个数
- punctuation_mark_cnt = 0 # 常见标点符号个数
- digit_cnt = 0 # 数字个数
- distance_nearest_up_line = None
- distance_nearest_down_line = None
- for i in range(len(text_blocks)):
- # print(blocks[i]) #### print
- bbox = text_blocks[i]['bbox']
- L0, U0, R0, D0 = bbox
- if 0< (R0 - L0) < pageR / 6 and (D0 - U0) / (R0 - L0) > 10 :
- continue # 一个很窄的,竖直的长条。比如,arXiv预印本,左侧的arXiv标志信息。
- textBlock_bboxs.append(bbox)
- # print(bbox)
- cur_block_text_list = []
- for tt in text_blocks[i]['lines']:
- # 当前line
- cur_line_text_list = []
- cur_line_bbox = None # 当前line,最右侧的section的bbox
- for xf in tt['spans']:
- L2, U2, R2, D2 = xf['bbox']
- L2, R2 = min(L2, R2), max(L2, R2)
- U2, D2 = min(U2, D2), max(U2, D2)
- textLine = xf['text']
- if L>0 and L2 < L and (L - L2) / L > 0.2:
- leftTextCnt += abs(R2 - L2) * abs(D2 - U2)
- else:
- ## 线下的部分
- ratio_1, ratio_2 = calculate_overlapRatio_between_line1_and_line2(Ud, Dd, U2, D2)
- ratio_3, ratio_4 = calculate_overlapRatio_between_line1_and_line2(Ld, Rd, L2, R2)
- if U < (U2 + D2) / 2 and ratio_1 > 0 and ratio_2 > 0:
- if max(ratio_3, ratio_4) > 0.8:
- # if 444 <= U1 < 445 and 55 <= L2 < 56:
- # print('匹配的框', L2, U2, R2, D2)
- # if xf['size'] > 1.2 * textSize_withMaxFreq:
- # return False # 可能是个标题。不能这样卡
- find += abs(R2 - L2) * abs(D2 - U2)
- distance_nearest_down_line = (U2 + D2) / 2 - U
- for c in textLine:
- if c == ' ':
- continue
- elif c.isdigit() == True:
- digit_cnt += 1
- elif c in ',.:!?[]()%,。、!?:【】()《》-':
- punctuation_mark_cnt += 1
- elif c.isalpha() == True:
- English_alpha_cnt += 1
- else:
- nonEnglish_alpha_cnt += 1
- ## 线上的部分
- ratio_5, ratio_6 = calculate_overlapRatio_between_line1_and_line2(Uu, Du, U2, D2)
- ratio_7, ratio_8 = calculate_overlapRatio_between_line1_and_line2(Lu, Ru, L2, R2)
- if (U2 + D2) / 2 < U and ratio_5 > 0 and ratio_6 > 0:
- if max(ratio_7, ratio_8) > 0.8:
- distance_nearest_up_line = U - (U2 + D2) / 2
- # if distance_nearest_up_line < 0:
- # print(Lu, Uu, Ru, Du, L2, U2, R2, D2)
- # print(distance_nearest_up_line, distance_nearest_down_line)
- if distance_nearest_up_line != None and distance_nearest_down_line != None:
- if distance_nearest_up_line * 1.5 < distance_nearest_down_line:
- return False # 如果,一根线。距离上面的文字line更近。说明是个下划线,而不是footnoteLine
-
- ## 在上面的线条,要考虑左侧的text块儿。在很靠下的线条,就暂时不考虑左侧text块儿了。
- if inLowerArea == False:
- if leftTextCnt >= 2000/500000 * pageR * pageD:
- return False
- return find >= 0 and (English_alpha_cnt + nonEnglish_alpha_cnt + digit_cnt) >= 10
- ## 最下面区域的线条,判断时。
- # print(English_alpha_cnt, nonEnglish_alpha_cnt, digit_cnt)
- if (English_alpha_cnt + nonEnglish_alpha_cnt + digit_cnt) == 0:
- return False
- if (English_alpha_cnt + digit_cnt) / (English_alpha_cnt + nonEnglish_alpha_cnt + digit_cnt) > 0.5:
- if nonEnglish_alpha_cnt / (English_alpha_cnt + nonEnglish_alpha_cnt + digit_cnt) > 0.4:
- return False
- else:
- return True
- return True
-
-
- visited = [False for _ in range(len(horizon_lines))]
- for i, b1 in enumerate(horizon_lines):
- for j in range(i + 1, len(horizon_lines)):
- L1, U1, R1, D1 = horizon_lines[i]
- L2, U2, R2, D2 = horizon_lines[j]
-
- ## 在一条水平线,且挨着
- if L1 > L2:
- L1, U1, R1, D1, L2, U2, R2, D2 = L2, U2, R2, D2, L1, U1, R1, D1
- in_horizontal_line_flag = (max(U1, D1, U2, D2) - min(U1, D1, U2, D2) <= 5) and (L2 - R1 <= pageR/10)
- if in_horizontal_line_flag == True:
- visited[i] = True
- visited[j] = True
-
- ## 在竖直方向上是一致的。(表格,或者有的文章就是喜欢划线)
- L1, U1, R1, D1 = horizon_lines[i]
- L2, U2, R2, D2 = horizon_lines[j]
- ratio_1, ratio_2 = calculate_overlapRatio_between_line1_and_line2(L1, R1, L2, R2)
- # print(L1, U1, R1, D1, L2, U2, R2, D2, ratio_1, ratio_2)
- in_vertical_line_flag = (ratio_1 > 0.9 and ratio_2 > 0.9) or (max(ratio_1, ratio_2) > 0.95)
- if in_vertical_line_flag == True:
- visited[i] = True
- # if (U2 < pageD * 0.8 or (U2 - U1) < pageD * 0.3) and has_text_below_line(L2, U2, R2, D2, False) == False:
- # visited[j] = True # 最最底下的线先不要动
- else:
- if ratio_1 > 0 and (R2 - L2) / (R1 - L1) > 1:
- visited[i] = True
- # print(horizon_lines)
- horizon_lines = [horizon_lines[i] for i in range(len(horizon_lines)) if visited[i] == False]
- # print(horizon_lines)
- #*****************************************************************#
- #------- 靠上的,就不是脚注。用一个THRESHOLD直接卡掉位于上半页的 -------#
- visited = [False for _ in range(len(horizon_lines))]
- THRESHOLD = (pageD - pageU) * 0.5
- for i, (L, U, R, D) in enumerate(horizon_lines):
- if U < THRESHOLD:
- visited[i] = True
- horizon_lines = [horizon_lines[i] for i in range(len(horizon_lines)) if visited[i] == False]
- #******************************************************#
-
- #--------------- 此时,还有遮挡的,上面的丢弃 ---------------#
- visited = [False for _ in range(len(horizon_lines))]
- for i, (L1, U1, R1, D1) in enumerate(horizon_lines):
- for j in range(i + 1, len(horizon_lines)):
- L2, U2, R2, D2 = horizon_lines[j]
- ratio_1, ratio_2 = calculate_overlapRatio_between_line1_and_line2(L1, R1, L2, R2)
- if (ratio_1 > 0.2 and ratio_2 > 0.2) or max(ratio_1, ratio_2) > 0.7:
- visited[i] = True
- horizon_lines = [horizon_lines[i] for i in range(len(horizon_lines)) if visited[i] == False]
- #********************************************************#
- # print(horizon_lines)
- ## 检查,线下面有没有紧挨着的text
- horizon_lines = [LURD for LURD in horizon_lines if has_text_below_line(*(LURD), True) == True]
- # print(horizon_lines)
- ## 卡一下长度
- # horizon_lines = [LURD for LURD in horizon_lines if (LURD[2] - LURD[0] >= pageR / 10)]
-
- ## 上面最多保留2条
- horizon_lines = horizon_lines[max(-2, -len(horizon_lines)) :]
-
-
- #----------------------------------------------------- 第2段 -----------------------------------------------------------#
- #----------------------------------- 最下面的情形,用距离硬卡。还有在右侧的情形就被包含了 -----------------------------------#
- #------------------ PyMuPDF读取drawings -----------------#
- down_horizon_lines = []
-
- drawings = page.get_cdrawings()
- for drawing in drawings:
- try:
- rect = drawing['rect']
- L, U, R, D = rect
- # if (L, U, R, D) in exclude_bboxes:
- # continue # 如果是Fiugre, Table, Equation。目前是Figure识别的比较好。但是Table和Equation识别的不好
- # 如果是水平线
- if U <= D and D - U <= 3 and U > pageD * 0.85:
- # 如果长度够
- if (pageR - pageL) / 15 <= R - L:
- down_horizon_lines.append((L, U, R, D))
- # print((L, U, R, D))
- except:
- pass
-
- down_horizon_lines.sort(key = lambda LURD: (LURD[0], LURD[2], LURD[1]))
- visited = [False for _ in range(len(down_horizon_lines))]
- for i in range(len(down_horizon_lines) - 1):
- L1, U1, R1, D1 = down_horizon_lines[i]
- L2, U2, R2, D2 = down_horizon_lines[i + 1]
- ratio_1, ratio_2 = calculate_overlapRatio_between_line1_and_line2(L1, R1, L2, R2)
- if ratio_1 <= 0.1 and ratio_2 <= 0.1:
- if L2 - R1 <= pageR / 3:
- visited[i] = True
- visited[i + 1] = True
- down_horizon_lines = [down_horizon_lines[i] for i in range(len(down_horizon_lines)) if visited[i] == False]
-
- down_horizon_lines = [LURD for LURD in down_horizon_lines if has_text_below_line(*(LURD), True) == True]
- # for LURD in down_horizon_lines:
- # print('第2阶段,LURD是: ', LURD)
- # print(has_text_below_line(*(LURD), True))
- footnoteLines = horizon_lines + down_horizon_lines
- footnoteLines = list(set(footnoteLines))
- footnoteLines = footnoteLines[max(-2, -len(footnoteLines)) : ]
-
- #-------------------------- 最后再检查一遍。是否在图片、表格、公式中。 ------------------------------#
- def line_in_specialBboxes(L: float, U: float, R: float, D: float, specialBboxes) -> bool:
- L2, U2, R2, D2 = L, U, R, D # 当前这根线
- for L1, U1, R1, D1 in specialBboxes:
- if U1 <= U2 <= D2 < D1:
- ratio_1, ratio_2 = calculate_overlapRatio_between_line1_and_line2(L1, R1, L2, R2)
- if ratio_1 > 0 and ratio_2 > 0.6:
- return True
- # else:
- # U1 -= min(textSize_withMaxFreq * 2, 20)
- # D1 += min(textSize_withMaxFreq * 2, 20)
- # if U1 <= U2 <= D2 < D1:
- # ratio_1, ratio_2 = calculate_overlapRatio_between_line1_and_line2(L1, R1, L2, R2)
- # if ratio_1 > 0 and ratio_2 > 0.8:
- # return True
- return False
-
- footnoteLines = [LURD for LURD in footnoteLines if line_in_specialBboxes(*(LURD), exclude_bboxes) == False]
-
- #-------------------------- 检查,线,是否在当前column的左侧,而不是在一段文字的中间 (通过DocXChain识别的column或者徐超老师写的Layout识别)------------------------------#
- # #--------- 通过json_from_DocXchain来获取 column ---------#
- # column_bbox_from_DocXChain = []
- # xf_json = json_from_DocXchain_obj
- # width_from_json = xf_json['page_info']['width']
- # height_from_json = xf_json['page_info']['height']
- # LR_scaleRatio = width_from_json / (pageR - pageL)
- # UD_scaleRatio = height_from_json / (pageD - pageU)
- # # {0: 'title', # 标题
- # # 1: 'figure', # 图片
- # # 2: 'plain text', # 文本
- # # 3: 'header', # 页眉
- # # 4: 'page number', # 页码
- # # 5: 'footnote', # 脚注
- # # 6: 'footer', # 页脚
- # # 7: 'table', # 表格
- # # 8: 'table caption', # 表格描述
- # # 9: 'figure caption', # 图片描述
- # # 10: 'equation', # 公式
- # # 11: 'full column', # 单栏
- # # 12: 'sub column', # 多栏
- # # 13: 'embedding', # 嵌入公式
- # # 14: 'isolated'} # 单行公式
- # for xf in xf_json['layout_dets']:
- # L = xf['poly'][0] / LR_scaleRatio
- # U = xf['poly'][1] / UD_scaleRatio
- # R = xf['poly'][2] / LR_scaleRatio
- # D = xf['poly'][5] / UD_scaleRatio
- # # L += pageL # 有的页面,artBox偏移了。不在(0,0)
- # # R += pageL
- # # U += pageU
- # # D += pageU
- # L, R = min(L, R), max(L, R)
- # U, D = min(U, D), max(U, D)
- # if (xf['category_id'] == 11 or xf['category_id'] == 12) and xf['score'] >= 0.3:
- # column_bbox_from_DocXChain.append((L, U, R, D))
-
- #---------------手写,检查,线是否是与某个column的左端对齐 ------------------#
- def check_isOnTheLeftOfColumn(L: float, U: float, R: float, D: float) -> bool:
- LL = L - textSize_withMaxFreq
- RR = LL
- UU = max(pageD * 0.02, U - 100/800 * pageD)
- DD = min(U + 50/800 * pageD, pageD * 0.98)
-
- # print(LL, UU, RR, DD)
- cnt = 0
- for bbox in textLine_bboxs:
- L2, U2, R2, D2 = bbox
- ratio_1, ratio_2 = calculate_overlapRatio_between_line1_and_line2(UU, DD, U2, D2)
- ratio_3, ratio_4 = calculate_overlapRatio_between_line1_and_line2(L, R, L2, R2)
- if ratio_1 > 0 and ratio_2 > 0:
- if max(ratio_3, ratio_4) > 0.8:
- if abs(LL - L2) <= 20/700 * pageR:
- cnt += 1
- # else:
- # if (R2 - L2) >= 30/700 * pageR:
- # print(LL, UU, RR, DD, L2, U2, R2, D2)
- # return False # 不能这样卡。有些注释里面,单独的特殊符号就是一个textLineBbox
- # print('cnt: ', cnt)
- return cnt >= 4
-
- # def check_isOnTheLeftOfColumn_considerLayout(L0: float, U0: float, R0: float, D0: float) -> bool:
- # LL = L0 - textSize_withMaxFreq * 1.5
- # RR = LL
- # UU = 100/800 * pageD
- # DD = 700/800 * pageD
-
- # STEP = textSize_withMaxFreq / 2
-
- # def check_ok(L: float, U: float, R: float, D: float) -> bool:
- # for bbox in textBlock_bboxs:
- # L2, U2, R2, D2 = bbox
- # ratio_3, ratio_4 = calculate_overlapRatio_between_line1_and_line2(L, R, L2, R2)
- # if max(ratio_3, ratio_4) > 0.8:
- # if (R2 - L2) > 1/4 * pageR and L2 < LL <= RR < R2:
- # if abs(LL - L2) < 50/700 * pageR or abs(RR - R2) < 50/700 * pageR:
- # continue
- # else:
- # return False
- # return True
-
- # ## 先探上面
- # u = UU
- # d = U0
- # while u + STEP/2 < d:
- # mid = (u + d) / 2
- # if check_ok(L0, mid, R0, U0) == True:
- # d = mid
- # else:
- # u = mid + STEP
- # print(mid)
- # dist_up = U0 - u
- # print(u)
- # ## 再探下面
- # u = D0
- # d = DD
- # while u + STEP/2 < d:
- # mid = (u + d) / 2
- # if check_ok(L0, mid, R0, D0) == True:
- # u = mid
- # else:
- # d = mid - STEP
- # print(u)
- # print('^^^^^^^^^^^^^^')
- # dist_down = u - D0
-
- # if dist_up + dist_down < textSize_withMaxFreq * 10:
- # return False
- # return True
-
-
- footnoteLines = [LURD for LURD in footnoteLines if check_isOnTheLeftOfColumn(*(LURD)) == True]
- # footnoteLines = [LURD for LURD in footnoteLines if check_isOnTheLeftOfColumn_considerLayout(*(LURD)) == True] # 不具有泛化性。不用了。
-
- #--------------------------------- 通过footnoteLine获取bbox -------------------------------#
- def get_footnoteBbox(L: float, U: float, R: float, D: float) -> (float, float, float, float):
- """
- 检查线下是否紧挨着text
- """
- L1, U1, R1, D1 = L, U, R, D
- raw_bboxes = []
- for i in range(len(text_blocks)):
- bbox = text_blocks[i]['bbox']
- L2, U2, R2, D2 = bbox
- if (D2 - U2) / (R2 - L2) > 10 and (R2 - L2) < pageR / 6:
- continue # 一个很窄的,竖直的长条。比如,arXiv预印本,左侧的arXiv标志信息。
- if U2 < D2 < U1:
- continue # 在线上面
- under_THRESHOLD = min(D1 + textSize_withMaxFreq * 20, pageD * 0.98)
- if U2 < under_THRESHOLD:
- ratio_1, ratio_2 = calculate_overlapRatio_between_line1_and_line2(L1, R1, L2, R2)
- if max(ratio_1, ratio_2) > 0.8:
- raw_bboxes.append((L2, U2, R2, D2))
- # print(L1, U1, R1, D1)
- # print(raw_bboxes)
- if len(raw_bboxes) == 0:
- return []
-
- raw_bboxes.sort(key = lambda LURD: (LURD[1], LURD[0]))
- raw_bboxes = [LURD for LURD in raw_bboxes if (abs(LURD[0] - L1) < textSize_withMaxFreq * 6 or L1 < LURD[0])] # footnote的bbox,应该都是左端对齐的
- if len(raw_bboxes) == 0:
- return []
- #------------------ full column和sub column混合,肯定也不行 ------------------#
- LL, UU, RR, DD = raw_bboxes[0]
- for L, U, R, D in raw_bboxes:
- LL, UU, RR, DD = min(LL, L), min(UU, U), max(RR, R), max(DD, D)
- for L, U, R, D in raw_bboxes:
- if (RR - LL) > pageR*0.8 and (R - L) > pageR * 0.15 and (RR - LL) / (R - L) > 2:
- return []
- if abs(LL - L) > textSize_withMaxFreq * 3:
- return []
-
- #-------------------- 太高了的,full column的框。不行 ----------------------#
- if UU < 650/800 * pageD and (RR - LL) > 0.5 * pageR:
- return []
-
- #-------------- 第一段字数很少。后面的段字数很多,也不行 ----------------#
- if len(raw_bboxes) > 1:
- bbox_square = []
- for L, U, R, D in raw_bboxes:
- cur_s = abs(R - L) * abs(D - U)
- bbox_square.append(cur_s)
-
- s0 = bbox_square[0]
- s1n = sum(bbox_square[1: ]) / len(bbox_square[1: ])
- if s1n / s0 > 10 or max(bbox_square) / s0 > 15:
- return []
-
- raw_bboxes += [(LL, UU, RR, DD)]
- return raw_bboxes
-
- # print(footnoteLines)
- footnoteBboxes = []
- for L, U, R, D in footnoteLines:
- cur = get_footnoteBbox(L, U, R, D)
- if len(cur) > 0:
- footnoteBboxes.append((L, U, R, D))
- footnoteBboxes += cur
-
- footnoteBboxes = list(set(footnoteBboxes))
- return footnoteBboxes
-
- def __bbox_in(box1, box2):
- """
- box1是否在box2中
- """
- L1, U1, R1, D1 = box1
- L2, U2, R2, D2 = box2
- if int(L2) <= int(L1) and int(U2) <= int(U1) and int(R1) <= int(R2) and int(D1) <= int(D2):
- return True
- return False
-
- def remove_footnote_text(raw_text_block, footnote_bboxes):
- """
- :param raw_text_block: str类型,是当前页的文本内容
- :param footnoteBboxes: list类型,是当前页的脚注bbox
- """
- footnote_text_blocks = []
- for block in raw_text_block:
- text_bbox = block['bbox']
- # TODO 更严谨点在line级别做
- if any([_is_in_or_part_overlap(text_bbox, footnote_bbox) for footnote_bbox in footnote_bboxes]):
- #if any([text_bbox[3]>=footnote_bbox[1] for footnote_bbox in footnote_bboxes]):
- block['tag'] = 'footnote'
- footnote_text_blocks.append(block)
- #raw_text_block.remove(block)
-
- # 移除,不能再内部移除,否则会出错
- for block in footnote_text_blocks:
- raw_text_block.remove(block)
-
- return raw_text_block, footnote_text_blocks
- def remove_footnote_image(image_blocks, footnote_bboxes):
- """
- :param image_bboxes: list类型,是当前页的图片bbox(结构体)
- :param footnoteBboxes: list类型,是当前页的脚注bbox
- """
- footnote_imgs_blocks = []
- for image_block in image_blocks:
- if any([__bbox_in(image_block['bbox'], footnote_bbox) for footnote_bbox in footnote_bboxes]):
- footnote_imgs_blocks.append(image_block)
-
- for footnote_imgs_block in footnote_imgs_blocks:
- image_blocks.remove(footnote_imgs_block)
-
- return image_blocks, footnote_imgs_blocks
- def remove_headder_footer_one_page(text_raw_blocks, image_bboxes, table_bboxes, header_bboxs, footer_bboxs, page_no_bboxs, page_w, page_h):
- """
- 删除页眉页脚,页码
- 从line级别进行删除,删除之后观察这个text-block是否是空的,如果是空的,则移动到remove_list中
- """
- header = []
- footer = []
- if len(header)==0:
- model_header = header_bboxs
- if model_header:
- x0 = min([x for x,_,_,_ in model_header])
- y0 = min([y for _,y,_,_ in model_header])
- x1 = max([x1 for _,_,x1,_ in model_header])
- y1 = max([y1 for _,_,_,y1 in model_header])
- header = [x0, y0, x1, y1]
- if len(footer)==0:
- model_footer = footer_bboxs
- if model_footer:
- x0 = min([x for x,_,_,_ in model_footer])
- y0 = min([y for _,y,_,_ in model_footer])
- x1 = max([x1 for _,_,x1,_ in model_footer])
- y1 = max([y1 for _,_,_,y1 in model_footer])
- footer = [x0, y0, x1, y1]
- header_y0 = 0 if len(header) == 0 else header[3]
- footer_y0 = page_h if len(footer) == 0 else footer[1]
- if page_no_bboxs:
- top_part = [b for b in page_no_bboxs if b[3] < page_h/2]
- btn_part = [b for b in page_no_bboxs if b[1] > page_h/2]
-
- top_max_y0 = max([b[1] for b in top_part]) if top_part else 0
- btn_min_y1 = min([b[3] for b in btn_part]) if btn_part else page_h
-
- header_y0 = max(header_y0, top_max_y0)
- footer_y0 = min(footer_y0, btn_min_y1)
-
- content_boundry = [0, header_y0, page_w, footer_y0]
-
- header = [0,0, page_w, header_y0]
- footer = [0, footer_y0, page_w, page_h]
-
- """以上计算出来了页眉页脚的边界,下面开始进行删除"""
- text_block_to_remove = []
- # 首先检查每个textblock
- for blk in text_raw_blocks:
- if len(blk['lines']) > 0:
- for line in blk['lines']:
- line_del = []
- for span in line['spans']:
- span_del = []
- if span['bbox'][3] < header_y0:
- span_del.append(span)
- elif _is_in_or_part_overlap(span['bbox'], header) or _is_in_or_part_overlap(span['bbox'], footer):
- span_del.append(span)
- for span in span_del:
- line['spans'].remove(span)
- if not line['spans']:
- line_del.append(line)
- for line in line_del:
- blk['lines'].remove(line)
- else:
- # if not blk['lines']:
- blk['tag'] = 'in-foot-header-area'
- text_block_to_remove.append(blk)
-
- """有的时候由于pageNo太小了,总是会有一点和content_boundry重叠一点,被放入正文,因此对于pageNo,进行span粒度的删除"""
- page_no_block_2_remove = []
- if page_no_bboxs:
- for pagenobox in page_no_bboxs:
- for block in text_raw_blocks:
- if _is_in_or_part_overlap(pagenobox, block['bbox']): # 在span级别删除页码
- for line in block['lines']:
- for span in line['spans']:
- if _is_in_or_part_overlap(pagenobox, span['bbox']):
- #span['text'] = ''
- span['tag'] = "page-no"
- # 检查这个block是否只有这一个span,如果是,那么就把这个block也删除
- if len(line['spans']) == 1 and len(block['lines'])==1:
- page_no_block_2_remove.append(block)
- else:
- # 测试最后一个是不是页码:规则是,最后一个block仅有1个line,一个span,且text是数字,空格,符号组成,不含字母,并且包含数字
- if len(text_raw_blocks) > 0:
- text_raw_blocks.sort(key=lambda x: x['bbox'][1], reverse=True)
- last_block = text_raw_blocks[0]
- if len(last_block['lines']) == 1:
- last_line = last_block['lines'][0]
- if len(last_line['spans']) == 1:
- last_span = last_line['spans'][0]
- if last_span['text'].strip() and not re.search('[a-zA-Z]', last_span['text']) and re.search('[0-9]', last_span['text']):
- last_span['tag'] = "page-no"
- page_no_block_2_remove.append(last_block)
-
-
- for b in page_no_block_2_remove:
- text_block_to_remove.append(b)
-
- for blk in text_block_to_remove:
- if blk in text_raw_blocks:
- text_raw_blocks.remove(blk)
-
- text_block_remain = text_raw_blocks
- image_bbox_to_remove = [bbox for bbox in image_bboxes if not _is_in_or_part_overlap(bbox, content_boundry)]
- image_bbox_remain = [bbox for bbox in image_bboxes if _is_in_or_part_overlap(bbox, content_boundry)]
- table_bbox_to_remove = [bbox for bbox in table_bboxes if not _is_in_or_part_overlap(bbox, content_boundry)]
- table_bbox_remain = [bbox for bbox in table_bboxes if _is_in_or_part_overlap(bbox, content_boundry)]
-
- return image_bbox_remain, table_bbox_remain, text_block_remain, text_block_to_remove, image_bbox_to_remove, table_bbox_to_remove
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