|
| 1 | +# -*- coding: utf-8 -*- |
| 2 | +# Copyright 2023 Google LLC |
| 3 | +# |
| 4 | +# Licensed under the Apache License, Version 2.0 (the "License"); |
| 5 | +# you may not use this file except in compliance with the License. |
| 6 | +# You may obtain a copy of the License at |
| 7 | +# |
| 8 | +# http://www.apache.org/licenses/LICENSE-2.0 |
| 9 | +# |
| 10 | +# Unless required by applicable law or agreed to in writing, software |
| 11 | +# distributed under the License is distributed on an "AS IS" BASIS, |
| 12 | +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 13 | +# See the License for the specific language governing permissions and |
| 14 | +# limitations under the License. |
| 15 | +# |
| 16 | + |
| 17 | +from typing import Callable |
| 18 | +from intervaltree import intervaltree |
| 19 | + |
| 20 | +from google.cloud import documentai |
| 21 | +from google.cloud.documentai_v1.types import geometry |
| 22 | + |
| 23 | + |
| 24 | +def _midpoint_in_bpoly( |
| 25 | + box_a: geometry.BoundingPoly, box_b: geometry.BoundingPoly |
| 26 | +) -> bool: |
| 27 | + """Returns whether the midpoint in box_a is inside box_b.""" |
| 28 | + |
| 29 | + # Calculate the midpoint of box_a. |
| 30 | + mid_x_a = (_get_norm_x_max(box_a) + _get_norm_x_min(box_a)) / 2.0 |
| 31 | + mid_y_a = (_get_norm_y_max(box_a) + _get_norm_y_min(box_a)) / 2.0 |
| 32 | + |
| 33 | + max_x_b = _get_norm_x_max(box_b) |
| 34 | + min_x_b = _get_norm_x_min(box_b) |
| 35 | + max_y_b = _get_norm_y_max(box_b) |
| 36 | + min_y_b = _get_norm_y_min(box_b) |
| 37 | + |
| 38 | + return min_x_b < mid_x_a < max_x_b and min_y_b < mid_y_a < max_y_b |
| 39 | + |
| 40 | + |
| 41 | +def _merge_text_anchors( |
| 42 | + text_anchor_1: documentai.Document.TextAnchor, |
| 43 | + text_anchor_2: documentai.Document.TextAnchor, |
| 44 | +) -> documentai.Document.TextAnchor: |
| 45 | + """Merges two TextAnchor objects into one ascending sorted TextAnchor.""" |
| 46 | + merged_text_anchor = documentai.Document.TextAnchor() |
| 47 | + intervals = [] |
| 48 | + for text_segment in text_anchor_1.text_segments: |
| 49 | + intervals.append( |
| 50 | + intervaltree.Interval(text_segment.start_index, text_segment.end_index) |
| 51 | + ) |
| 52 | + for text_segment in text_anchor_2.text_segments: |
| 53 | + intervals.append( |
| 54 | + intervaltree.Interval(text_segment.start_index, text_segment.end_index) |
| 55 | + ) |
| 56 | + |
| 57 | + interval_tree = intervaltree.IntervalTree(intervals) |
| 58 | + interval_tree.merge_overlaps(strict=False) |
| 59 | + ts = [] |
| 60 | + for iv in sorted(interval_tree): |
| 61 | + ts.append( |
| 62 | + documentai.Document.TextAnchor.TextSegment( |
| 63 | + start_index=iv.begin, end_index=iv.end |
| 64 | + ) |
| 65 | + ) |
| 66 | + |
| 67 | + merged_text_anchor.text_segments = ts |
| 68 | + return merged_text_anchor |
| 69 | + |
| 70 | + |
| 71 | +def _get_text_anchor_in_bbox( |
| 72 | + bbox: documentai.BoundingPoly, |
| 73 | + page: documentai.Document.Page, |
| 74 | + token_in_bounding_box_function: Callable[ |
| 75 | + [documentai.BoundingPoly, documentai.BoundingPoly], bool |
| 76 | + ] = _midpoint_in_bpoly, |
| 77 | +) -> documentai.Document.TextAnchor: |
| 78 | + """Gets mergedTextAnchor of Tokens in `page` that fall inside the `bbox`.""" |
| 79 | + |
| 80 | + text_anchor = documentai.Document.TextAnchor() |
| 81 | + for token in page.tokens: |
| 82 | + if token_in_bounding_box_function(token.layout.bounding_poly, bbox): |
| 83 | + text_anchor = _merge_text_anchors(text_anchor, token.layout.text_anchor) |
| 84 | + return text_anchor |
| 85 | + |
| 86 | + |
| 87 | +def _get_norm_x_max(bbox: geometry.BoundingPoly) -> float: |
| 88 | + return max([vertex.x for vertex in bbox.normalized_vertices]) |
| 89 | + |
| 90 | + |
| 91 | +def _get_norm_x_min(bbox: geometry.BoundingPoly) -> float: |
| 92 | + return min([vertex.x for vertex in bbox.normalized_vertices]) |
| 93 | + |
| 94 | + |
| 95 | +def _get_norm_y_max(bbox: geometry.BoundingPoly) -> float: |
| 96 | + return max([vertex.y for vertex in bbox.normalized_vertices]) |
| 97 | + |
| 98 | + |
| 99 | +def _get_norm_y_min(bbox: geometry.BoundingPoly) -> float: |
| 100 | + return min([vertex.y for vertex in bbox.normalized_vertices]) |
| 101 | + |
| 102 | + |
| 103 | +def _normalize_coordinates(x, y) -> float: |
| 104 | + return round(float(x / y), 9) |
| 105 | + |
| 106 | + |
| 107 | +def _convert_to_pixels(x: float, conversion_rate: float) -> float: |
| 108 | + return x * conversion_rate |
| 109 | + |
| 110 | + |
| 111 | +def _convert_bbox_units( |
| 112 | + coordinate, input_bbox_units, width=None, height=None, multiplier=1 |
| 113 | +) -> float: |
| 114 | + r"""Returns a converted coordinate. |
| 115 | +
|
| 116 | + Args: |
| 117 | + coordinate (float): |
| 118 | + Required.The coordinate from document.proto |
| 119 | + input_bbox_units (str): |
| 120 | + Required. The bounding box units. |
| 121 | + width (float): |
| 122 | + Optional. |
| 123 | + height (float): |
| 124 | + Optional. |
| 125 | + multiplier (float): |
| 126 | + Optional. |
| 127 | +
|
| 128 | + Returns: |
| 129 | + float: |
| 130 | + A converted coordinate. |
| 131 | +
|
| 132 | + """ |
| 133 | + final_coordinate = coordinate |
| 134 | + if input_bbox_units != "normalized": |
| 135 | + if input_bbox_units == "pxl": |
| 136 | + if width is None: |
| 137 | + final_coordinate = _normalize_coordinates(coordinate, height) |
| 138 | + else: |
| 139 | + final_coordinate = _normalize_coordinates(coordinate, width) |
| 140 | + if input_bbox_units == "inch": |
| 141 | + x = _convert_to_pixels(coordinate, 96) |
| 142 | + if width is None: |
| 143 | + final_coordinate = _normalize_coordinates(x, height) |
| 144 | + else: |
| 145 | + final_coordinate = _normalize_coordinates(x, width) |
| 146 | + if input_bbox_units == "cm": |
| 147 | + x = _convert_to_pixels(coordinate, 37.795) |
| 148 | + if width is None: |
| 149 | + final_coordinate = _normalize_coordinates(x, height) |
| 150 | + else: |
| 151 | + final_coordinate = _normalize_coordinates(x, width) |
| 152 | + |
| 153 | + return final_coordinate * multiplier |
| 154 | + |
| 155 | + |
| 156 | +def _get_multiplier( |
| 157 | + docproto_coordinate: float, external_coordinate: float, input_bbox_units: str |
| 158 | +) -> float: |
| 159 | + r"""Returns a multiplier to use when converting bounding boxes. |
| 160 | +
|
| 161 | + Args: |
| 162 | + docproto_coordinate (float): |
| 163 | + Required.The coordinate from document.proto |
| 164 | + external_coordinate (float): |
| 165 | + Required.The coordinate from external annotations. |
| 166 | + input_bbox_units (str): |
| 167 | + Required. The bounding box units. |
| 168 | + Returns: |
| 169 | + float: |
| 170 | + multiplier to use when converting bounding boxes. |
| 171 | +
|
| 172 | + """ |
| 173 | + if input_bbox_units == "inch": |
| 174 | + converted = _convert_to_pixels(external_coordinate, 96) |
| 175 | + return docproto_coordinate / converted |
| 176 | + elif input_bbox_units == "cm": |
| 177 | + converted = _convert_to_pixels(external_coordinate, 37.795) |
| 178 | + return docproto_coordinate / converted |
| 179 | + else: |
| 180 | + return docproto_coordinate / external_coordinate |
| 181 | + |
| 182 | + |
| 183 | +def _convert_bbox_to_docproto_bbox(block) -> geometry.BoundingPoly: |
| 184 | + r"""Returns a converted bounding box from Block. |
| 185 | +
|
| 186 | + Args: |
| 187 | + block (Block): |
| 188 | + Required. |
| 189 | + Returns: |
| 190 | + geometry.BoundingPoly: |
| 191 | + A geometry.BoundingPoly from bounding box. |
| 192 | +
|
| 193 | + """ |
| 194 | + merged_bbox = geometry.BoundingPoly() |
| 195 | + x_multiplier = 1 |
| 196 | + y_multiplier = 1 |
| 197 | + coordinates = [] |
| 198 | + nv = [] |
| 199 | + |
| 200 | + # _convert_bbox_units should check if external_bbox is list or not |
| 201 | + coordinates_object = block.bounding_box |
| 202 | + if coordinates_object == []: |
| 203 | + return coordinates_object |
| 204 | + |
| 205 | + if block.page_width and block.page_height: |
| 206 | + x_multiplier = _get_multiplier( |
| 207 | + docproto_coordinate=block.docproto_width, |
| 208 | + external_coordinate=block.page_width, |
| 209 | + input_bbox_units=block.bounding_unit, |
| 210 | + ) |
| 211 | + y_multiplier = _get_multiplier( |
| 212 | + docproto_coordinate=block.docproto_height, |
| 213 | + external_coordinate=block.page_height, |
| 214 | + input_bbox_units=block.bounding_unit, |
| 215 | + ) |
| 216 | + |
| 217 | + if block.bounding_type == "1": |
| 218 | + # Type 1 : bounding box has 4 (x,y) coordinates |
| 219 | + |
| 220 | + if type(block.bounding_box) == list: |
| 221 | + for coordinate in coordinates_object: |
| 222 | + x = _convert_bbox_units( |
| 223 | + coordinate[f"{block.bounding_x}"], |
| 224 | + input_bbox_units=block.bounding_unit, |
| 225 | + width=block.docproto_width, |
| 226 | + multiplier=x_multiplier, |
| 227 | + ) |
| 228 | + y = _convert_bbox_units( |
| 229 | + coordinate[f"{block.bounding_y}"], |
| 230 | + input_bbox_units=block.bounding_unit, |
| 231 | + height=block.docproto_height, |
| 232 | + multiplier=y_multiplier, |
| 233 | + ) |
| 234 | + |
| 235 | + coordinates.append({"x": x, "y": y}) |
| 236 | + |
| 237 | + coordinates_object = coordinates |
| 238 | + |
| 239 | + elif block.bounding_type == "2": |
| 240 | + # Type 2 : bounding box has 1 (x,y) coordinates for the top left corner |
| 241 | + # and (width, height) |
| 242 | + original_x = coordinates_object[f"{block.bounding_x}"] |
| 243 | + original_y = coordinates_object[f"{block.bounding_y}"] |
| 244 | + |
| 245 | + x = _convert_bbox_units( |
| 246 | + original_x, |
| 247 | + input_bbox_units=block.bounding_unit, |
| 248 | + width=block.page_width, |
| 249 | + multiplier=x_multiplier, |
| 250 | + ) |
| 251 | + y = _convert_bbox_units( |
| 252 | + original_y, |
| 253 | + input_bbox_units=block.bounding_unit, |
| 254 | + width=block.page_height, |
| 255 | + multiplier=y_multiplier, |
| 256 | + ) |
| 257 | + |
| 258 | + # x_min_y_min |
| 259 | + coordinates.append({"x": x, "y": y}) |
| 260 | + # x_max_y_min |
| 261 | + coordinates.append({"x": (x + block.bounding_width), "y": y}) |
| 262 | + # x_max_y_max |
| 263 | + coordinates.append( |
| 264 | + {"x": (x + block.bounding_width), "y": (y + block.bounding_height)} |
| 265 | + ) |
| 266 | + # x_min_y_max |
| 267 | + coordinates.append({"x": x, "y": (y + block.bounding_height)}) |
| 268 | + |
| 269 | + coordinates_object = coordinates |
| 270 | + elif block.bounding_type == "3": |
| 271 | + # Type 2 : bounding box has 1 (x,y) coordinates for the top left corner |
| 272 | + # and (width, height) |
| 273 | + for idx in range(0, len(block.bounding_box), 2): |
| 274 | + x = _convert_bbox_units( |
| 275 | + block.bounding_box[idx], |
| 276 | + input_bbox_units=block.bounding_unit, |
| 277 | + width=block.docproto_width, |
| 278 | + multiplier=x_multiplier, |
| 279 | + ) |
| 280 | + y = _convert_bbox_units( |
| 281 | + block.bounding_box[idx + 1], |
| 282 | + input_bbox_units=block.bounding_unit, |
| 283 | + width=block.docproto_height, |
| 284 | + multiplier=y_multiplier, |
| 285 | + ) |
| 286 | + |
| 287 | + coordinates.append({"x": x, "y": y}) |
| 288 | + |
| 289 | + coordinates_object = coordinates |
| 290 | + |
| 291 | + for coordinates in coordinates_object: |
| 292 | + nv.append(documentai.NormalizedVertex(x=coordinates["x"], y=coordinates["y"])) |
| 293 | + |
| 294 | + merged_bbox.normalized_vertices = nv |
| 295 | + |
| 296 | + return merged_bbox |
0 commit comments