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@ -195,6 +195,8 @@ class Eynollah:
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logger=None,
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logger=None,
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pcgts=None,
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pcgts=None,
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):
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):
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if skip_layout_and_reading_order:
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textline_light = True
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self.light_version = light_version
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self.light_version = light_version
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if not dir_in:
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if not dir_in:
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if image_pil:
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if image_pil:
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@ -1512,7 +1514,7 @@ class Eynollah:
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textlines_ins = [polygons_of_textlines[ind] for ind in indexes_in]
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textlines_ins = [polygons_of_textlines[ind] for ind in indexes_in]
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all_found_textline_polygons.append(textlines_ins)
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all_found_textline_polygons.append(textlines_ins)
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slopes.append(0)
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slopes.append(slope_deskew)
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_, crop_coor = crop_image_inside_box(boxes[index],image_page_rotated)
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_, crop_coor = crop_image_inside_box(boxes[index],image_page_rotated)
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@ -1527,11 +1529,8 @@ class Eynollah:
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results = self.executor.map(partial(do_work_of_slopes_new_light,
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results = self.executor.map(partial(do_work_of_slopes_new_light,
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textline_mask_tot_ea=textline_mask_tot,
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textline_mask_tot_ea=textline_mask_tot,
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image_page_rotated=image_page_rotated,
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image_page_rotated=image_page_rotated,
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slope_deskew=slope_deskew,
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slope_deskew=slope_deskew,textline_light=self.textline_light,
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MAX_SLOPE=MAX_SLOPE,
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logger=self.logger,),
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KERNEL=KERNEL,
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logger=self.logger,
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plotter=self.plotter,),
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boxes, contours, contours_par, range(len(contours_par)))
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boxes, contours, contours_par, range(len(contours_par)))
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#textline_polygons, boxes, text_regions, text_regions_par, box_coord, index_text_con, slopes = zip(*results)
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#textline_polygons, boxes, text_regions, text_regions_par, box_coord, index_text_con, slopes = zip(*results)
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self.logger.debug("exit get_slopes_and_deskew_new_light")
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self.logger.debug("exit get_slopes_and_deskew_new_light")
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@ -4245,7 +4244,7 @@ class Eynollah:
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def filter_contours_without_textline_inside(self,contours,text_con_org, contours_textline):
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def filter_contours_without_textline_inside(self,contours,text_con_org, contours_textline, contours_only_text_parent_d_ordered):
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###contours_txtline_of_all_textregions = []
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###contours_txtline_of_all_textregions = []
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@ -4282,8 +4281,9 @@ class Eynollah:
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contours.pop(ind_u_a_trs)
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contours.pop(ind_u_a_trs)
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contours_textline.pop(ind_u_a_trs)
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contours_textline.pop(ind_u_a_trs)
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text_con_org.pop(ind_u_a_trs)
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text_con_org.pop(ind_u_a_trs)
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contours_only_text_parent_d_ordered.pop(ind_u_a_trs)
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return contours, text_con_org, contours_textline
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return contours, text_con_org, contours_textline, contours_only_text_parent_d_ordered, np.array(range(len(contours)))
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def dilate_textlines(self,all_found_textline_polygons):
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def dilate_textlines(self,all_found_textline_polygons):
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for j in range(len(all_found_textline_polygons)):
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for j in range(len(all_found_textline_polygons)):
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@ -4487,12 +4487,9 @@ class Eynollah:
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continue
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continue
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else:
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else:
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return pcgts
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return pcgts
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if self.skip_layout_and_reading_order:
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img_res, is_image_enhanced, num_col_classifier, num_column_is_classified = self.run_enhancement(self.light_version)
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img_res, is_image_enhanced, num_col_classifier, num_column_is_classified = self.run_enhancement(self.light_version)
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self.logger.info("Enhancing took %.1fs ", time.time() - t0)
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self.logger.info("Enhancing took %.1fs ", time.time() - t0)
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#print("text region early -1 in %.1fs", time.time() - t0)
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t1 = time.time()
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if self.skip_layout_and_reading_order:
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_ ,_, _, textline_mask_tot_ea, img_bin_light = self.get_regions_light_v(img_res, is_image_enhanced, num_col_classifier,
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_ ,_, _, textline_mask_tot_ea, img_bin_light = self.get_regions_light_v(img_res, is_image_enhanced, num_col_classifier,
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skip_layout_and_reading_order=self.skip_layout_and_reading_order)
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skip_layout_and_reading_order=self.skip_layout_and_reading_order)
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@ -4522,16 +4519,20 @@ class Eynollah:
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polygons_lines_xml = []
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polygons_lines_xml = []
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contours_tables = []
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contours_tables = []
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ocr_all_textlines = None
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ocr_all_textlines = None
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pcgts = self.writer.build_pagexml_no_full_layout(cont_page, page_coord, order_text_new, id_of_texts_tot,
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pcgts = self.writer.build_pagexml_no_full_layout(cont_page, page_coord, order_text_new, id_of_texts_tot,
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all_found_textline_polygons, page_coord, polygons_of_images, polygons_of_marginals,
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all_found_textline_polygons, page_coord, polygons_of_images, polygons_of_marginals,
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all_found_textline_polygons_marginals, all_box_coord_marginals, slopes, slopes_marginals,
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all_found_textline_polygons_marginals, all_box_coord_marginals, slopes, slopes_marginals,
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cont_page, polygons_lines_xml, contours_tables, ocr_all_textlines)
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cont_page, polygons_lines_xml, contours_tables, ocr_all_textlines)
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if self.dir_in:
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if self.dir_in:
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self.writer.write_pagexml(pcgts)
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continue
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continue
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else:
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else:
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return pcgts
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return pcgts
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if not self.extract_only_images and not self.skip_layout_and_reading_order:
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img_res, is_image_enhanced, num_col_classifier, num_column_is_classified = self.run_enhancement(self.light_version)
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self.logger.info("Enhancing took %.1fs ", time.time() - t0)
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#print("text region early -1 in %.1fs", time.time() - t0)
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t1 = time.time()
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if self.light_version:
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if self.light_version:
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text_regions_p_1 ,erosion_hurts, polygons_lines_xml, textline_mask_tot_ea, img_bin_light = self.get_regions_light_v(img_res, is_image_enhanced, num_col_classifier)
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text_regions_p_1 ,erosion_hurts, polygons_lines_xml, textline_mask_tot_ea, img_bin_light = self.get_regions_light_v(img_res, is_image_enhanced, num_col_classifier)
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#print("text region early -2 in %.1fs", time.time() - t0)
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#print("text region early -2 in %.1fs", time.time() - t0)
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@ -4770,7 +4771,7 @@ class Eynollah:
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all_found_textline_polygons, boxes_text, txt_con_org, contours_only_text_parent, all_box_coord, index_by_text_par_con, slopes = \
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all_found_textline_polygons, boxes_text, txt_con_org, contours_only_text_parent, all_box_coord, index_by_text_par_con, slopes = \
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self.get_slopes_and_deskew_new_light2(txt_con_org, contours_only_text_parent, textline_mask_tot_ea_org, image_page_rotated, boxes_text, slope_deskew)
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self.get_slopes_and_deskew_new_light2(txt_con_org, contours_only_text_parent, textline_mask_tot_ea_org, image_page_rotated, boxes_text, slope_deskew)
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all_found_textline_polygons_marginals, boxes_marginals, _, polygons_of_marginals, all_box_coord_marginals, _, slopes_marginals = \
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all_found_textline_polygons_marginals, boxes_marginals, _, polygons_of_marginals, all_box_coord_marginals, _, slopes_marginals = \
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self.get_slopes_and_deskew_new_light(polygons_of_marginals, polygons_of_marginals, textline_mask_tot_ea_org, image_page_rotated, boxes_marginals, slope_deskew)
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self.get_slopes_and_deskew_new_light2(polygons_of_marginals, polygons_of_marginals, textline_mask_tot_ea_org, image_page_rotated, boxes_marginals, slope_deskew)
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#slopes, all_found_textline_polygons, boxes_text, txt_con_org, contours_only_text_parent, index_by_text_par_con = \
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#slopes, all_found_textline_polygons, boxes_text, txt_con_org, contours_only_text_parent, index_by_text_par_con = \
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# self.delete_regions_without_textlines(slopes, all_found_textline_polygons, boxes_text, txt_con_org, contours_only_text_parent, index_by_text_par_con)
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# self.delete_regions_without_textlines(slopes, all_found_textline_polygons, boxes_text, txt_con_org, contours_only_text_parent, index_by_text_par_con)
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@ -4783,7 +4784,7 @@ class Eynollah:
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all_found_textline_polygons = self.filter_contours_inside_a_bigger_one(all_found_textline_polygons, textline_mask_tot_ea_org, type_contour="textline")
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all_found_textline_polygons = self.filter_contours_inside_a_bigger_one(all_found_textline_polygons, textline_mask_tot_ea_org, type_contour="textline")
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all_found_textline_polygons_marginals = self.dilate_textregions_contours_textline_version(all_found_textline_polygons_marginals)
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all_found_textline_polygons_marginals = self.dilate_textregions_contours_textline_version(all_found_textline_polygons_marginals)
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contours_only_text_parent, txt_con_org, all_found_textline_polygons = self.filter_contours_without_textline_inside(contours_only_text_parent,txt_con_org, all_found_textline_polygons)
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contours_only_text_parent, txt_con_org, all_found_textline_polygons, contours_only_text_parent_d_ordered, index_by_text_par_con = self.filter_contours_without_textline_inside(contours_only_text_parent,txt_con_org, all_found_textline_polygons, contours_only_text_parent_d_ordered)
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else:
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else:
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textline_mask_tot_ea = cv2.erode(textline_mask_tot_ea, kernel=KERNEL, iterations=1)
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textline_mask_tot_ea = cv2.erode(textline_mask_tot_ea, kernel=KERNEL, iterations=1)
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@ -4885,12 +4886,12 @@ class Eynollah:
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ocr_all_textlines = []
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ocr_all_textlines = []
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else:
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else:
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ocr_all_textlines = None
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ocr_all_textlines = None
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pcgts = self.writer.build_pagexml_full_layout(contours_only_text_parent, contours_only_text_parent_h, page_coord, order_text_new, id_of_texts_tot,
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pcgts = self.writer.build_pagexml_full_layout(contours_only_text_parent, contours_only_text_parent_h, page_coord, order_text_new, id_of_texts_tot,
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all_found_textline_polygons, all_found_textline_polygons_h, all_box_coord, all_box_coord_h, polygons_of_images, contours_tables, polygons_of_drop_capitals, polygons_of_marginals,
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all_found_textline_polygons, all_found_textline_polygons_h, all_box_coord, all_box_coord_h, polygons_of_images, contours_tables, polygons_of_drop_capitals, polygons_of_marginals,
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all_found_textline_polygons_marginals, all_box_coord_marginals, slopes, slopes_h, slopes_marginals,
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all_found_textline_polygons_marginals, all_box_coord_marginals, slopes, slopes_h, slopes_marginals,
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cont_page, polygons_lines_xml, ocr_all_textlines)
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cont_page, polygons_lines_xml, ocr_all_textlines)
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self.logger.info("Job done in %.1fs", time.time() - t0)
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self.logger.info("Job done in %.1fs", time.time() - t0)
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print("Job done in %.1fs", time.time() - t0)
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if self.dir_in:
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if self.dir_in:
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self.writer.write_pagexml(pcgts)
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self.writer.write_pagexml(pcgts)
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continue
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continue
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