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from typing import List, Tuple |
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import numpy as np |
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from .imgproc_utils import rotate_image |
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from .textblock import TextBlock, TextAlignment |
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class Line: |
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def __init__(self, text: str = '', pos_x: int = 0, pos_y: int = 0, length: float = 0, spacing: int = 0) -> None: |
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self.text = text |
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self.pos_x = pos_x |
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self.pos_y = pos_y |
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self.length = int(length) |
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self.num_words = 0 |
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if text: |
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self.num_words += 1 |
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self.spacing = 0 |
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self.add_spacing(spacing) |
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def append_right(self, word: str, w_len: int, delimiter: str = ''): |
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self.text = self.text + delimiter + word |
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if word: |
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self.num_words += 1 |
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self.length += w_len |
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def append_left(self, word: str, w_len: int, delimiter: str = ''): |
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self.text = word + delimiter + self.text |
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if word: |
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self.num_words += 1 |
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self.length += w_len |
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def add_spacing(self, spacing: int): |
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self.spacing = spacing |
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self.pos_x -= spacing |
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self.length += 2 * spacing |
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def strip_spacing(self): |
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self.length -= self.spacing * 2 |
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self.pos_x += self.spacing |
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self.spacing = 0 |
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def line_is_valid(line: Line, new_len: int, delimiter_len, max_width, words_length, srcline_wlist, line_no: int, line_height, ref_src_lines: bool = False): |
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if ref_src_lines: |
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if line_no >= 0 and line_no < len(srcline_wlist): |
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_max_width = srcline_wlist[line_no] * words_length |
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else: |
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_max_width = np.inf |
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_max_width = max(srcline_wlist) * words_length |
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_max_width = _max_width + delimiter_len * line.num_words |
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max_width = min(max_width, _max_width) |
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if new_len < max_width: |
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return True |
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else: |
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if line.length / max_width < max_width / new_len: |
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return True |
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else: |
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return False |
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def layout_lines_aligncenter( |
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blk: TextBlock, |
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mask: np.ndarray, |
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words: List[str], |
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centroid: List[int], |
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wl_list: List[int], |
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delimiter_len: int, |
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line_height: int, |
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spacing: int = 0, |
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delimiter: str = ' ', |
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max_central_width: float = np.inf, |
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word_break: bool = False, |
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ref_src_lines = False, |
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srcline_wlist=None, |
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start_from_top=False |
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)->List[Line]: |
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lh_pad = 0 |
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if blk.line_spacing > 1: |
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lh_pad = int(np.ceil(line_height - line_height / blk.line_spacing)) |
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centroid_x, centroid_y = centroid |
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adjust_x = adjust_y = 0 |
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border_thr = 220 |
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num_words = len(words) |
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len_left, len_right = [], [] |
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wlst_left, wlst_right = [], [] |
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sum_left, sum_right = 0, 0 |
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words_length = sum(wl_list) |
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if num_words > 1: |
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wl_array = np.array(wl_list, dtype=np.float64) |
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wl_cumsums = np.cumsum(wl_array) |
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wl_cumsums = wl_cumsums - wl_cumsums[-1] / 2 - wl_array / 2 |
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central_index = np.argmin(np.abs(wl_cumsums)) |
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if central_index > 0: |
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wlst_left = words[:central_index] |
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len_left = wl_list[:central_index] |
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sum_left = np.sum(len_left) |
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if central_index < num_words - 1: |
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wlst_right = words[central_index + 1:] |
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len_right = wl_list[central_index + 1:] |
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sum_right = np.sum(len_right) |
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else: |
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central_index = 0 |
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pos_y = centroid_y - line_height // 2 |
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pos_x = centroid_x - wl_list[central_index] // 2 |
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bh, bw = mask.shape[:2] |
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central_line = Line(words[central_index], pos_x, pos_y, wl_list[central_index], spacing) |
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line_bottom = pos_y + line_height |
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while (sum_left > 0 or sum_right > 0) and not start_from_top: |
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left_valid, right_valid = False, False |
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if sum_left > 0: |
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new_len_l = central_line.length + len_left[-1] + delimiter_len |
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new_x_l = centroid_x - new_len_l // 2 |
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new_r_l = new_x_l + new_len_l |
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if (new_x_l > 0 and new_r_l < bw): |
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if mask[pos_y: line_bottom - lh_pad, new_x_l].mean() > border_thr and \ |
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mask[pos_y: line_bottom - lh_pad, new_r_l].mean() > border_thr: |
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left_valid = True |
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if sum_right > 0: |
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new_len_r = central_line.length + len_right[0] + delimiter_len |
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new_x_r = centroid_x - new_len_r // 2 - line_height // 2 |
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new_r_r = centroid_x + new_len_r // 2 + line_height // 2 |
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if (new_x_r > 0 and new_r_r < bw): |
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if mask[pos_y: line_bottom - lh_pad, new_x_r].mean() > border_thr and \ |
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mask[pos_y: line_bottom - lh_pad, new_r_r].mean() > border_thr: |
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right_valid = True |
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insert_left = False |
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if left_valid and right_valid: |
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if sum_left > sum_right: |
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insert_left = True |
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elif left_valid: |
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insert_left = True |
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elif not right_valid: |
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break |
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if insert_left: |
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new_len = central_line.length + len_left[-1] + delimiter_len |
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else: |
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new_len = central_line.length + len_right[0] + delimiter_len |
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line_valid = line_is_valid(central_line, new_len, delimiter_len, max_central_width, words_length, srcline_wlist, -1, line_height, ref_src_lines) |
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if ref_src_lines and not line_valid and len(srcline_wlist) == 1: |
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if new_len < max_central_width: |
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line_valid = True |
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if not line_valid: |
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break |
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if insert_left: |
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central_line.append_left(wlst_left.pop(-1), len_left[-1] + delimiter_len, delimiter) |
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sum_left -= len_left.pop(-1) |
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central_line.pos_x = new_x_l |
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else: |
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central_line.append_right(wlst_right.pop(0), len_right[0] + delimiter_len, delimiter) |
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sum_right -= len_right.pop(0) |
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central_line.pos_x = new_x_r |
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line_right_no = line_left_no = 0 |
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if ref_src_lines: |
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nl = len(srcline_wlist) |
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if nl % 2 == 0: |
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line_right_no = nl // 2 |
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line_left_no = nl // 2 - 1 |
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else: |
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line_right_no = nl // 2 + 1 |
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line_left_no = nl // 2 - 1 |
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if not start_from_top: |
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central_line.strip_spacing() |
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lines = [central_line] |
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else: |
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lines = [] |
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sum_right = sum(wl_list) |
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sum_left = 0 |
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wlst_right = words |
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len_right = wl_list |
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line_right_no = 0 |
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if sum_right > 0: |
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w, wl = wlst_right.pop(0), len_right.pop(0) |
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pos_x = centroid_x - wl // 2 |
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if start_from_top: |
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pos_y = centroid_y - int(blk.bounding_rect()[3] / 2) |
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else: |
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pos_y = centroid_y + line_height // 2 |
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pos_y = max(0, min(pos_y, mask.shape[0] - 1)) |
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top_mean = mask[pos_y, :].mean() |
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x_mean = mask.mean(axis=1) |
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base_mean = x_mean.max() / 2 |
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if top_mean < base_mean: |
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available_y = np.where( |
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x_mean[pos_y:] > base_mean |
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)[0] |
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if len(available_y) > 0: |
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adjust_y = min(available_y[0], line_height) |
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pos_y = pos_y + adjust_y |
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line_bottom = pos_y + line_height |
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line = Line(w, pos_x, pos_y, wl, spacing) |
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lines.append(line) |
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sum_right -= wl |
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while sum_right > 0: |
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w, wl = wlst_right.pop(0), len_right.pop(0) |
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sum_right -= wl |
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new_len = line.length + wl + delimiter_len |
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new_x = centroid_x - new_len // 2 - line_height // 2 |
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right_x = new_x + new_len + line_height // 2 |
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if new_x < 0 or right_x >= bw: |
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line_valid = False |
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elif mask[pos_y: line_bottom - lh_pad, new_x].mean() < border_thr or\ |
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mask[pos_y: line_bottom - lh_pad, right_x].mean() < border_thr: |
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line_valid = False |
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if ref_src_lines and (len(wl_list) == 1 or line_right_no + 1 >= len(srcline_wlist)) and \ |
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line_is_valid(line, new_len, delimiter_len, max_central_width, words_length, srcline_wlist, line_right_no, line_height, ref_src_lines): |
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line_valid = True |
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else: |
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line_valid = True |
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if line_valid: |
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line.append_right(w, wl+delimiter_len, delimiter) |
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line.pos_x = new_x |
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line_valid = line_is_valid(line, new_len, delimiter_len, max_central_width, words_length, srcline_wlist, line_right_no, line_height, ref_src_lines) |
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if not line_valid: |
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if sum_right > 0: |
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w, wl = wlst_right.pop(0), len_right.pop(0) |
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sum_right -= wl |
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else: |
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line.strip_spacing() |
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break |
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if not line_valid: |
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pos_x = centroid_x - wl // 2 |
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pos_y = line_bottom |
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line_bottom += line_height |
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line.strip_spacing() |
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line = Line(w, pos_x, pos_y, wl, spacing) |
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lines.append(line) |
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line_right_no += 1 |
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if sum_left > 0: |
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w, wl = wlst_left.pop(-1), len_left.pop(-1) |
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pos_x = centroid_x - wl // 2 |
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pos_y = centroid_y - line_height // 2 - line_height |
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pos_y = max(0, min(pos_y, mask.shape[0] - 1)) |
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line_bottom = pos_y + line_height |
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line = Line(w, pos_x, pos_y, wl, spacing) |
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lines.insert(0, line) |
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sum_left -= wl |
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while sum_left > 0: |
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w, wl = wlst_left.pop(-1), len_left.pop(-1) |
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sum_left -= wl |
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new_len = line.length + wl + delimiter_len |
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new_x = centroid_x - new_len // 2 - line_height // 2 |
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right_x = new_x + new_len + line_height // 2 |
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if new_x <= 0 or right_x >= bw: |
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line_valid = False |
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elif mask[pos_y: line_bottom - lh_pad, new_x].mean() < border_thr or\ |
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mask[pos_y: line_bottom - lh_pad, right_x].mean() < border_thr: |
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line_valid = False |
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if ref_src_lines and line_left_no - 1 < 0 and \ |
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line_is_valid(line, new_len, delimiter_len, max_central_width, words_length, srcline_wlist, line_left_no, line_height, ref_src_lines): |
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line_valid = True |
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else: |
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line_valid = True |
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if line_valid: |
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line.append_left(w, wl+delimiter_len, delimiter) |
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line.pos_x = new_x |
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line_valid = line_is_valid(line, new_len, delimiter_len, max_central_width, words_length, srcline_wlist, line_left_no, line_height, ref_src_lines) |
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if not line_valid: |
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if sum_left > 0: |
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w, wl = wlst_left.pop(-1), len_left.pop(-1) |
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sum_left -= wl |
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else: |
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line.strip_spacing() |
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break |
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if not line_valid : |
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pos_x = centroid_x - wl // 2 |
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pos_y -= line_height |
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line_bottom = pos_y + line_height |
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line.strip_spacing() |
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line = Line(w, pos_x, pos_y, wl, spacing) |
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lines.insert(0, line) |
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line_left_no -= 1 |
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return lines, (adjust_x, adjust_y) |
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def layout_lines_alignside( |
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blk: TextBlock, |
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mask: np.ndarray, |
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words: List[str], |
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origin: List[int], |
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wl_list: List[int], |
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delimiter_len: int, |
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line_height: int, |
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spacing: int = 0, |
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delimiter: str = ' ', |
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word_break: bool = False, |
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max_width: int = np.inf, |
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ref_src_lines = False, |
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srcline_wlist=None, |
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)->List[Line]: |
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align_right = blk.fontformat.alignment == TextAlignment.Right |
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ox, oy = origin |
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bh, bw = mask.shape[:2] |
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num_words = len(words) |
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blk_rect = blk.bounding_rect() |
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blk_width = blk_rect[2] |
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lines = [] |
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words_length = sum(wl_list) |
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lh_pad = 0 |
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if blk.line_spacing > 1: |
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lh_pad = int(np.ceil(line_height - line_height / blk.line_spacing)) |
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if num_words > 0: |
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sum_right = np.array(wl_list).sum() |
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w, wl = words.pop(0), wl_list.pop(0) |
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line = Line(w, ox, oy, wl) |
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lines.append(line) |
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sum_right -= wl |
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line_bottom = oy + line_height |
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pos_y = oy |
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line_id = 0 |
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while sum_right > 0: |
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w, wl = words.pop(0), wl_list.pop(0) |
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sum_right -= wl |
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new_len = line.length + wl + delimiter_len |
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if align_right: |
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new_x = ox + blk_width - new_len - line_height // 2 |
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else: |
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new_x = ox + new_len + line_height // 2 |
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line_valid = False |
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if new_x < bw and new_x > 0: |
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if mask[np.clip(pos_y, 0, bh - 1): np.clip(line_bottom - lh_pad, 0, bh), new_x].mean() > 240: |
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line_valid = True |
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else: |
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if ref_src_lines and line_id + 1 >= len(srcline_wlist) and line_is_valid(line, new_len, delimiter_len, max_width, words_length, srcline_wlist, line_id, line_height, ref_src_lines): |
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line_valid = True |
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if line_valid: |
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line_valid = line_is_valid(line, new_len, delimiter_len, max_width, words_length, srcline_wlist, line_id, line_height, ref_src_lines) |
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if line_valid: |
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line.append_right(w, wl+delimiter_len, delimiter) |
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else: |
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pos_y = line_bottom |
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line_bottom += line_height |
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line = Line(w, ox, pos_y, wl) |
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line_id += 1 |
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lines.append(line) |
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return lines, (0, 0) |
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def layout_text( |
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blk: TextBlock, |
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mask: np.ndarray, |
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mask_xyxy: List, |
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centroid: List, |
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words: List[str], |
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wl_list: List[int], |
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delimiter: str, |
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delimiter_len: int, |
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line_height: int, |
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spacing: int = 0, |
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max_central_width=np.inf, |
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src_is_cjk=False, |
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tgt_is_cjk=False, |
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ref_src_lines = False |
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) -> Tuple[str, List]: |
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angle = blk.angle |
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alignment = blk.alignment |
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start_from_top = False |
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srcline_wlist = None |
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if ref_src_lines: |
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srcline_wlist, srcline_width = blk.normalizd_width_list(normalize=False) |
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if alignment == TextAlignment.Center and \ |
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len(srcline_wlist) > 1: |
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if len(srcline_wlist) == 2: |
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start_from_top = True |
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else: |
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nw = len(srcline_wlist) |
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nl = 1 |
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sum_top = sum(srcline_wlist[:nl]) |
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sum_btn = sum(srcline_wlist[-nl:]) |
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start_from_top = sum_top / sum_btn > 1.2 and srcline_wlist[0] / max(srcline_wlist) > 0.9 |
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srcline_wlist = np.array(srcline_wlist) / srcline_width |
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srcline_wlist = srcline_wlist.tolist() |
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if max_central_width == np.inf: |
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max_central_width = mask.shape[1] |
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centroid_x, centroid_y = centroid |
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center_x = mask_xyxy[0] + centroid_x |
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center_y = mask_xyxy[1] + centroid_y |
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shifted_x, shifted_y = 0, 0 |
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if abs(angle) > 0: |
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old_h, old_w = mask.shape[:2] |
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old_origin = (old_w // 2, old_h // 2) |
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rel_cx, rel_cy = centroid[0] - old_origin[0], centroid[1] - old_origin[1] |
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|
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mask = rotate_image(mask, angle) |
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rad = np.deg2rad(angle) |
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r_sin, r_cos = np.sin(rad), np.cos(rad) |
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new_rel_cy = -rel_cx * r_sin + rel_cy * r_cos |
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new_rel_cx = rel_cy * r_sin + rel_cx * r_cos |
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shifted_x, shifted_y = new_rel_cx - rel_cx, new_rel_cy - rel_cy |
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new_h, new_w = mask.shape[:2] |
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new_origin = (new_w // 2, new_h // 2) |
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new_cx, new_cy = new_origin[0] + new_rel_cx, new_origin[1] + new_rel_cy |
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centroid = [int(new_cx), int(new_cy)] |
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|
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if alignment == TextAlignment.Center: |
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lines, adjust_xy = layout_lines_aligncenter(blk, mask, words, centroid, wl_list, delimiter_len, line_height, spacing, delimiter, |
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max_central_width, ref_src_lines=ref_src_lines, srcline_wlist=srcline_wlist, |
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start_from_top=start_from_top) |
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else: |
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lines, adjust_xy = layout_lines_alignside(blk, mask, words, centroid, wl_list, delimiter_len, line_height, spacing, delimiter, False, max_central_width, |
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ref_src_lines=ref_src_lines, srcline_wlist=srcline_wlist) |
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|
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concated_text = [] |
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pos_x_lst, pos_right_lst = [], [] |
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for line in lines: |
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pos_x_lst.append(line.pos_x) |
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pos_right_lst.append(max(line.pos_x, 0) + line.length) |
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concated_text.append(line.text) |
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concated_text = '\n'.join(concated_text) |
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pos_x_lst = np.array(pos_x_lst) |
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pos_right_lst = np.array(pos_right_lst) |
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canvas_l, canvas_r = pos_x_lst.min(), pos_right_lst.max() |
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canvas_t, canvas_b = lines[0].pos_y, lines[-1].pos_y + line_height |
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canvas_h = int(canvas_b - canvas_t) |
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canvas_w = int(canvas_r - canvas_l) |
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|
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if alignment == 1: |
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abs_x = int(round(center_x - canvas_w / 2)) |
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abs_y = int(round(center_y - canvas_h / 2)) |
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else: |
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abs_x = shifted_x |
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abs_y = shifted_y |
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|
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return concated_text, [abs_x, abs_y, canvas_w, canvas_h], start_from_top, adjust_xy |