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rename vision, add layour and tsr recognizer (#70)
* rename vision, add layour and tsr recognizer * trivial fixing
This commit is contained in:
KevinHuSh
556
deepdoc/vision/table_structure_recognizer.py
Normal file
556
deepdoc/vision/table_structure_recognizer.py
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@ -0,0 +1,556 @@
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import logging
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import os
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import re
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from collections import Counter
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from copy import deepcopy
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import numpy as np
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from api.utils.file_utils import get_project_base_directory
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from rag.nlp import huqie
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from .recognizer import Recognizer
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class TableStructureRecognizer(Recognizer):
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def __init__(self):
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self.labels = [
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"table",
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"table column",
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"table row",
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"table column header",
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"table projected row header",
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"table spanning cell",
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]
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super().__init__(self.labels, "tsr",
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os.path.join(get_project_base_directory(), "rag/res/deepdoc/"))
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def __call__(self, images, thr=0.5):
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tbls = super().__call__(images, thr)
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res = []
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# align left&right for rows, align top&bottom for columns
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for tbl in tbls:
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lts = [{"label": b["type"],
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"score": b["score"],
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"x0": b["bbox"][0], "x1": b["bbox"][2],
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"top": b["bbox"][1], "bottom": b["bbox"][-1]
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} for b in tbl]
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if not lts:
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continue
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left = [b["x0"] for b in lts if b["label"].find(
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"row") > 0 or b["label"].find("header") > 0]
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right = [b["x1"] for b in lts if b["label"].find(
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"row") > 0 or b["label"].find("header") > 0]
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if not left:
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continue
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left = np.median(left) if len(left) > 4 else np.min(left)
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right = np.median(right) if len(right) > 4 else np.max(right)
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for b in lts:
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if b["label"].find("row") > 0 or b["label"].find("header") > 0:
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if b["x0"] > left:
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b["x0"] = left
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if b["x1"] < right:
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b["x1"] = right
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top = [b["top"] for b in lts if b["label"] == "table column"]
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bottom = [b["bottom"] for b in lts if b["label"] == "table column"]
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if not top:
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res.append(lts)
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continue
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top = np.median(top) if len(top) > 4 else np.min(top)
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bottom = np.median(bottom) if len(bottom) > 4 else np.max(bottom)
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for b in lts:
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if b["label"] == "table column":
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if b["top"] > top:
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b["top"] = top
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if b["bottom"] < bottom:
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b["bottom"] = bottom
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res.append(lts)
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return res
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@staticmethod
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def is_caption(bx):
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patt = [
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r"[图表]+[ 0-9:：]{2,}"
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]
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if any([re.match(p, bx["text"].strip()) for p in patt]) \
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or bx["layout_type"].find("caption") >= 0:
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return True
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return False
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def __blockType(self, b):
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patt = [
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("^(20|19)[0-9]{2}[年/-][0-9]{1,2}[月/-][0-9]{1,2}日*$", "Dt"),
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(r"^(20|19)[0-9]{2}年$", "Dt"),
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(r"^(20|19)[0-9]{2}[年-][0-9]{1,2}月*$", "Dt"),
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("^[0-9]{1,2}[月-][0-9]{1,2}日*$", "Dt"),
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(r"^第*[一二三四1-4]季度$", "Dt"),
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(r"^(20|19)[0-9]{2}年*[一二三四1-4]季度$", "Dt"),
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(r"^(20|19)[0-9]{2}[ABCDE]$", "Dt"),
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("^[0-9.,+%/ -]+$", "Nu"),
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(r"^[0-9A-Z/\._~-]+$", "Ca"),
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(r"^[A-Z]*[a-z' -]+$", "En"),
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(r"^[0-9.,+-]+[0-9A-Za-z/$￥%<>（）()' -]+$", "NE"),
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(r"^.{1}$", "Sg")
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]
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for p, n in patt:
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if re.search(p, b["text"].strip()):
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return n
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tks = [t for t in huqie.qie(b["text"]).split(" ") if len(t) > 1]
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if len(tks) > 3:
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if len(tks) < 12:
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return "Tx"
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else:
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return "Lx"
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if len(tks) == 1 and huqie.tag(tks[0]) == "nr":
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return "Nr"
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return "Ot"
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def construct_table(self, boxes, is_english=False, html=False):
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cap = ""
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i = 0
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while i < len(boxes):
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if self.is_caption(boxes[i]):
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cap += boxes[i]["text"]
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boxes.pop(i)
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i -= 1
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i += 1
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if not boxes:
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return []
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for b in boxes:
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b["btype"] = self.__blockType(b)
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max_type = Counter([b["btype"] for b in boxes]).items()
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max_type = max(max_type, key=lambda x: x[1])[0] if max_type else ""
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logging.debug("MAXTYPE: " + max_type)
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rowh = [b["R_bott"] - b["R_top"] for b in boxes if "R" in b]
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rowh = np.min(rowh) if rowh else 0
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boxes = self.sort_R_firstly(boxes, rowh / 2)
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boxes[0]["rn"] = 0
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rows = [[boxes[0]]]
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btm = boxes[0]["bottom"]
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for b in boxes[1:]:
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b["rn"] = len(rows) - 1
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lst_r = rows[-1]
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if lst_r[-1].get("R", "") != b.get("R", "") \
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or (b["top"] >= btm - 3 and lst_r[-1].get("R", "-1") != b.get("R", "-2")
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): # new row
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btm = b["bottom"]
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b["rn"] += 1
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rows.append([b])
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continue
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btm = (btm + b["bottom"]) / 2.
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rows[-1].append(b)
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colwm = [b["C_right"] - b["C_left"] for b in boxes if "C" in b]
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colwm = np.min(colwm) if colwm else 0
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crosspage = len(set([b["page_number"] for b in boxes])) > 1
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if crosspage:
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boxes = self.sort_X_firstly(boxes, colwm / 2, False)
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else:
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boxes = self.sort_C_firstly(boxes, colwm / 2)
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boxes[0]["cn"] = 0
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cols = [[boxes[0]]]
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right = boxes[0]["x1"]
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for b in boxes[1:]:
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b["cn"] = len(cols) - 1
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lst_c = cols[-1]
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if (int(b.get("C", "1")) - int(lst_c[-1].get("C", "1")) == 1 and b["page_number"] == lst_c[-1][
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"page_number"]) \
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or (b["x0"] >= right and lst_c[-1].get("C", "-1") != b.get("C", "-2")): # new col
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right = b["x1"]
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b["cn"] += 1
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cols.append([b])
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continue
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right = (right + b["x1"]) / 2.
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cols[-1].append(b)
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tbl = [[[] for _ in range(len(cols))] for _ in range(len(rows))]
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for b in boxes:
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tbl[b["rn"]][b["cn"]].append(b)
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if len(rows) >= 4:
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# remove single in column
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j = 0
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while j < len(tbl[0]):
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e, ii = 0, 0
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for i in range(len(tbl)):
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if tbl[i][j]:
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e += 1
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ii = i
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if e > 1:
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break
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if e > 1:
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j += 1
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continue
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f = (j > 0 and tbl[ii][j - 1] and tbl[ii]
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[j - 1][0].get("text")) or j == 0
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ff = (j + 1 < len(tbl[ii]) and tbl[ii][j + 1] and tbl[ii]
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[j + 1][0].get("text")) or j + 1 >= len(tbl[ii])
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if f and ff:
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j += 1
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continue
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bx = tbl[ii][j][0]
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logging.debug("Relocate column single: " + bx["text"])
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# j column only has one value
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left, right = 100000, 100000
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if j > 0 and not f:
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for i in range(len(tbl)):
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if tbl[i][j - 1]:
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left = min(left, np.min(
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[bx["x0"] - a["x1"] for a in tbl[i][j - 1]]))
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if j + 1 < len(tbl[0]) and not ff:
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for i in range(len(tbl)):
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if tbl[i][j + 1]:
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right = min(right, np.min(
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[a["x0"] - bx["x1"] for a in tbl[i][j + 1]]))
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assert left < 100000 or right < 100000
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if left < right:
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for jj in range(j, len(tbl[0])):
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for i in range(len(tbl)):
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for a in tbl[i][jj]:
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a["cn"] -= 1
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if tbl[ii][j - 1]:
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tbl[ii][j - 1].extend(tbl[ii][j])
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else:
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tbl[ii][j - 1] = tbl[ii][j]
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for i in range(len(tbl)):
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tbl[i].pop(j)
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else:
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for jj in range(j + 1, len(tbl[0])):
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for i in range(len(tbl)):
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for a in tbl[i][jj]:
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a["cn"] -= 1
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if tbl[ii][j + 1]:
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tbl[ii][j + 1].extend(tbl[ii][j])
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else:
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tbl[ii][j + 1] = tbl[ii][j]
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for i in range(len(tbl)):
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tbl[i].pop(j)
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cols.pop(j)
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assert len(cols) == len(tbl[0]), "Column NO. miss matched: %d vs %d" % (
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len(cols), len(tbl[0]))
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if len(cols) >= 4:
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# remove single in row
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i = 0
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while i < len(tbl):
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e, jj = 0, 0
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for j in range(len(tbl[i])):
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if tbl[i][j]:
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e += 1
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jj = j
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if e > 1:
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break
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if e > 1:
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i += 1
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continue
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f = (i > 0 and tbl[i - 1][jj] and tbl[i - 1]
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[jj][0].get("text")) or i == 0
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ff = (i + 1 < len(tbl) and tbl[i + 1][jj] and tbl[i + 1]
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[jj][0].get("text")) or i + 1 >= len(tbl)
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if f and ff:
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i += 1
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continue
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bx = tbl[i][jj][0]
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logging.debug("Relocate row single: " + bx["text"])
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# i row only has one value
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up, down = 100000, 100000
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if i > 0 and not f:
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for j in range(len(tbl[i - 1])):
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if tbl[i - 1][j]:
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up = min(up, np.min(
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[bx["top"] - a["bottom"] for a in tbl[i - 1][j]]))
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if i + 1 < len(tbl) and not ff:
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for j in range(len(tbl[i + 1])):
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if tbl[i + 1][j]:
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down = min(down, np.min(
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[a["top"] - bx["bottom"] for a in tbl[i + 1][j]]))
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assert up < 100000 or down < 100000
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if up < down:
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for ii in range(i, len(tbl)):
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for j in range(len(tbl[ii])):
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for a in tbl[ii][j]:
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a["rn"] -= 1
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if tbl[i - 1][jj]:
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tbl[i - 1][jj].extend(tbl[i][jj])
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else:
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tbl[i - 1][jj] = tbl[i][jj]
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tbl.pop(i)
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else:
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for ii in range(i + 1, len(tbl)):
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for j in range(len(tbl[ii])):
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for a in tbl[ii][j]:
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a["rn"] -= 1
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if tbl[i + 1][jj]:
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tbl[i + 1][jj].extend(tbl[i][jj])
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else:
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tbl[i + 1][jj] = tbl[i][jj]
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tbl.pop(i)
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rows.pop(i)
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# which rows are headers
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hdset = set([])
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for i in range(len(tbl)):
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cnt, h = 0, 0
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for j, arr in enumerate(tbl[i]):
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if not arr:
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continue
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cnt += 1
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if max_type == "Nu" and arr[0]["btype"] == "Nu":
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continue
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if any([a.get("H") for a in arr]) \
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or (max_type == "Nu" and arr[0]["btype"] != "Nu"):
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h += 1
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if h / cnt > 0.5:
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hdset.add(i)
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if html:
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return [self.__html_table(cap, hdset,
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self.__cal_spans(boxes, rows,
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cols, tbl, True)
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)]
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return self.__desc_table(cap, hdset,
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self.__cal_spans(boxes, rows, cols, tbl, False),
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is_english)
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def __html_table(self, cap, hdset, tbl):
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# constrcut HTML
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html = "<table>"
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if cap:
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html += f"<caption>{cap}</caption>"
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for i in range(len(tbl)):
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row = "<tr>"
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txts = []
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for j, arr in enumerate(tbl[i]):
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if arr is None:
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continue
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if not arr:
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row += "<td></td>" if i not in hdset else "<th></th>"
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continue
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txt = ""
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if arr:
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h = min(np.min([c["bottom"] - c["top"] for c in arr]) / 2, 10)
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txt = "".join([c["text"]
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for c in self.sort_Y_firstly(arr, h)])
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txts.append(txt)
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sp = ""
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if arr[0].get("colspan"):
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sp = "colspan={}".format(arr[0]["colspan"])
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if arr[0].get("rowspan"):
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sp += " rowspan={}".format(arr[0]["rowspan"])
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if i in hdset:
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row += f"<th {sp} >" + txt + "</th>"
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else:
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row += f"<td {sp} >" + txt + "</td>"
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if i in hdset:
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if all([t in hdset for t in txts]):
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continue
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for t in txts:
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hdset.add(t)
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if row != "<tr>":
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row += "</tr>"
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else:
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row = ""
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html += "\n" + row
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html += "\n</table>"
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return html
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def __desc_table(self, cap, hdr_rowno, tbl, is_english):
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# get text of every colomn in header row to become header text
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clmno = len(tbl[0])
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rowno = len(tbl)
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headers = {}
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hdrset = set()
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lst_hdr = []
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de = "的" if not is_english else " for "
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for r in sorted(list(hdr_rowno)):
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headers[r] = ["" for _ in range(clmno)]
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for i in range(clmno):
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if not tbl[r][i]:
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continue
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txt = "".join([a["text"].strip() for a in tbl[r][i]])
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headers[r][i] = txt
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hdrset.add(txt)
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if all([not t for t in headers[r]]):
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del headers[r]
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hdr_rowno.remove(r)
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continue
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for j in range(clmno):
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if headers[r][j]:
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continue
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if j >= len(lst_hdr):
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break
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headers[r][j] = lst_hdr[j]
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lst_hdr = headers[r]
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for i in range(rowno):
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if i not in hdr_rowno:
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continue
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for j in range(i + 1, rowno):
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if j not in hdr_rowno:
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break
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for k in range(clmno):
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if not headers[j - 1][k]:
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continue
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if headers[j][k].find(headers[j - 1][k]) >= 0:
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continue
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if len(headers[j][k]) > len(headers[j - 1][k]):
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headers[j][k] += (de if headers[j][k]
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else "") + headers[j - 1][k]
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else:
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headers[j][k] = headers[j - 1][k] \
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+ (de if headers[j - 1][k] else "") \
|
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+ headers[j][k]
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|
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logging.debug(
|
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f">>>>>>>>>>>>>>>>>{cap}：SIZE:{rowno}X{clmno} Header: {hdr_rowno}")
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row_txt = []
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for i in range(rowno):
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if i in hdr_rowno:
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continue
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rtxt = []
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def append(delimer):
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nonlocal rtxt, row_txt
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rtxt = delimer.join(rtxt)
|
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if row_txt and len(row_txt[-1]) + len(rtxt) < 64:
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row_txt[-1] += "\n" + rtxt
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else:
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row_txt.append(rtxt)
|
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|
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r = 0
|
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if len(headers.items()):
|
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_arr = [(i - r, r) for r, _ in headers.items() if r < i]
|
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if _arr:
|
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_, r = min(_arr, key=lambda x: x[0])
|
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|
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if r not in headers and clmno <= 2:
|
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for j in range(clmno):
|
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if not tbl[i][j]:
|
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continue
|
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txt = "".join([a["text"].strip() for a in tbl[i][j]])
|
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if txt:
|
||||
rtxt.append(txt)
|
||||
if rtxt:
|
||||
append("：")
|
||||
continue
|
||||
|
||||
for j in range(clmno):
|
||||
if not tbl[i][j]:
|
||||
continue
|
||||
txt = "".join([a["text"].strip() for a in tbl[i][j]])
|
||||
if not txt:
|
||||
continue
|
||||
ctt = headers[r][j] if r in headers else ""
|
||||
if ctt:
|
||||
ctt += "："
|
||||
ctt += txt
|
||||
if ctt:
|
||||
rtxt.append(ctt)
|
||||
|
||||
if rtxt:
|
||||
row_txt.append("; ".join(rtxt))
|
||||
|
||||
if cap:
|
||||
if is_english:
|
||||
from_ = " in "
|
||||
else:
|
||||
from_ = "来自"
|
||||
row_txt = [t + f"\t——{from_}“{cap}”" for t in row_txt]
|
||||
return row_txt
|
||||
|
||||
def __cal_spans(self, boxes, rows, cols, tbl, html=True):
|
||||
# caculate span
|
||||
clft = [np.mean([c.get("C_left", c["x0"]) for c in cln])
|
||||
for cln in cols]
|
||||
crgt = [np.mean([c.get("C_right", c["x1"]) for c in cln])
|
||||
for cln in cols]
|
||||
rtop = [np.mean([c.get("R_top", c["top"]) for c in row])
|
||||
for row in rows]
|
||||
rbtm = [np.mean([c.get("R_btm", c["bottom"])
|
||||
for c in row]) for row in rows]
|
||||
for b in boxes:
|
||||
if "SP" not in b:
|
||||
continue
|
||||
b["colspan"] = [b["cn"]]
|
||||
b["rowspan"] = [b["rn"]]
|
||||
# col span
|
||||
for j in range(0, len(clft)):
|
||||
if j == b["cn"]:
|
||||
continue
|
||||
if clft[j] + (crgt[j] - clft[j]) / 2 < b["H_left"]:
|
||||
continue
|
||||
if crgt[j] - (crgt[j] - clft[j]) / 2 > b["H_right"]:
|
||||
continue
|
||||
b["colspan"].append(j)
|
||||
# row span
|
||||
for j in range(0, len(rtop)):
|
||||
if j == b["rn"]:
|
||||
continue
|
||||
if rtop[j] + (rbtm[j] - rtop[j]) / 2 < b["H_top"]:
|
||||
continue
|
||||
if rbtm[j] - (rbtm[j] - rtop[j]) / 2 > b["H_bott"]:
|
||||
continue
|
||||
b["rowspan"].append(j)
|
||||
|
||||
def join(arr):
|
||||
if not arr:
|
||||
return ""
|
||||
return "".join([t["text"] for t in arr])
|
||||
|
||||
# rm the spaning cells
|
||||
for i in range(len(tbl)):
|
||||
for j, arr in enumerate(tbl[i]):
|
||||
if not arr:
|
||||
continue
|
||||
if all(["rowspan" not in a and "colspan" not in a for a in arr]):
|
||||
continue
|
||||
rowspan, colspan = [], []
|
||||
for a in arr:
|
||||
if isinstance(a.get("rowspan", 0), list):
|
||||
rowspan.extend(a["rowspan"])
|
||||
if isinstance(a.get("colspan", 0), list):
|
||||
colspan.extend(a["colspan"])
|
||||
rowspan, colspan = set(rowspan), set(colspan)
|
||||
if len(rowspan) < 2 and len(colspan) < 2:
|
||||
for a in arr:
|
||||
if "rowspan" in a:
|
||||
del a["rowspan"]
|
||||
if "colspan" in a:
|
||||
del a["colspan"]
|
||||
continue
|
||||
rowspan, colspan = sorted(rowspan), sorted(colspan)
|
||||
rowspan = list(range(rowspan[0], rowspan[-1] + 1))
|
||||
colspan = list(range(colspan[0], colspan[-1] + 1))
|
||||
assert i in rowspan, rowspan
|
||||
assert j in colspan, colspan
|
||||
arr = []
|
||||
for r in rowspan:
|
||||
for c in colspan:
|
||||
arr_txt = join(arr)
|
||||
if tbl[r][c] and join(tbl[r][c]) != arr_txt:
|
||||
arr.extend(tbl[r][c])
|
||||
tbl[r][c] = None if html else arr
|
||||
for a in arr:
|
||||
if len(rowspan) > 1:
|
||||
a["rowspan"] = len(rowspan)
|
||||
elif "rowspan" in a:
|
||||
del a["rowspan"]
|
||||
if len(colspan) > 1:
|
||||
a["colspan"] = len(colspan)
|
||||
elif "colspan" in a:
|
||||
del a["colspan"]
|
||||
tbl[rowspan[0]][colspan[0]] = arr
|
||||
|
||||
return tbl
|
||||
|
||||
Reference in New Issue
Block a user