[5897] | 1 | #!/usr/bin/env python |
---|
| 2 | |
---|
[7276] | 3 | """Polygon manipulations""" |
---|
[5897] | 4 | |
---|
[7276] | 5 | import numpy as num |
---|
| 6 | |
---|
[5897] | 7 | from math import sqrt |
---|
| 8 | from anuga.utilities.numerical_tools import ensure_numeric |
---|
[6189] | 9 | from anuga.geospatial_data.geospatial_data import ensure_absolute, Geospatial_data |
---|
[7276] | 10 | from anuga.config import netcdf_float |
---|
[7317] | 11 | import anuga.utilities.log as log |
---|
[5897] | 12 | |
---|
| 13 | |
---|
[7276] | 14 | ## |
---|
| 15 | # @brief Determine whether a point is on a line segment. |
---|
| 16 | # @param point (x, y) of point in question (tuple, list or array). |
---|
| 17 | # @param line ((x1,y1), (x2,y2)) for line (tuple, list or array). |
---|
| 18 | # @param rtol Relative error for 'close'. |
---|
| 19 | # @param atol Absolute error for 'close'. |
---|
| 20 | # @return True or False. |
---|
[5932] | 21 | def point_on_line(point, line, rtol=1.0e-5, atol=1.0e-8): |
---|
[5897] | 22 | """Determine whether a point is on a line segment |
---|
| 23 | |
---|
[7276] | 24 | Input: |
---|
[5897] | 25 | point is given by [x, y] |
---|
[7276] | 26 | line is given by [x0, y0], [x1, y1]] or |
---|
| 27 | the equivalent 2x2 numeric array with each row corresponding to a point. |
---|
[5897] | 28 | |
---|
| 29 | Output: |
---|
| 30 | |
---|
[7276] | 31 | Note: Line can be degenerate and function still works to discern coinciding |
---|
| 32 | points from non-coinciding. |
---|
[5897] | 33 | """ |
---|
| 34 | |
---|
| 35 | point = ensure_numeric(point) |
---|
| 36 | line = ensure_numeric(line) |
---|
| 37 | |
---|
| 38 | res = _point_on_line(point[0], point[1], |
---|
| 39 | line[0,0], line[0,1], |
---|
| 40 | line[1,0], line[1,1], |
---|
| 41 | rtol, atol) |
---|
[7276] | 42 | |
---|
[5897] | 43 | return bool(res) |
---|
| 44 | |
---|
| 45 | |
---|
[5942] | 46 | ###### |
---|
| 47 | # Result functions used in intersection() below for collinear lines. |
---|
| 48 | # (p0,p1) defines line 0, (p2,p3) defines line 1. |
---|
| 49 | ###### |
---|
[5897] | 50 | |
---|
[5942] | 51 | # result functions for possible states |
---|
| 52 | def lines_dont_coincide(p0,p1,p2,p3): return (3, None) |
---|
[7276] | 53 | def lines_0_fully_included_in_1(p0,p1,p2,p3): return (2, |
---|
| 54 | num.array([p0,p1])) |
---|
| 55 | def lines_1_fully_included_in_0(p0,p1,p2,p3): return (2, |
---|
| 56 | num.array([p2,p3])) |
---|
| 57 | def lines_overlap_same_direction(p0,p1,p2,p3): return (2, |
---|
| 58 | num.array([p0,p3])) |
---|
| 59 | def lines_overlap_same_direction2(p0,p1,p2,p3): return (2, |
---|
| 60 | num.array([p2,p1])) |
---|
| 61 | def lines_overlap_opposite_direction(p0,p1,p2,p3): return (2, |
---|
| 62 | num.array([p0,p2])) |
---|
| 63 | def lines_overlap_opposite_direction2(p0,p1,p2,p3): return (2, |
---|
| 64 | num.array([p3,p1])) |
---|
[5897] | 65 | |
---|
[5942] | 66 | # this function called when an impossible state is found |
---|
[7276] | 67 | def lines_error(p1, p2, p3, p4): |
---|
| 68 | raise RuntimeError, ('INTERNAL ERROR: p1=%s, p2=%s, p3=%s, p4=%s' |
---|
| 69 | % (str(p1), str(p2), str(p3), str(p4))) |
---|
[5897] | 70 | |
---|
[5942] | 71 | # 0s1 0e1 1s0 1e0 # line 0 starts on 1, 0 ends 1, 1 starts 0, 1 ends 0 |
---|
| 72 | collinear_result = { (False, False, False, False): lines_dont_coincide, |
---|
| 73 | (False, False, False, True ): lines_error, |
---|
| 74 | (False, False, True, False): lines_error, |
---|
| 75 | (False, False, True, True ): lines_1_fully_included_in_0, |
---|
| 76 | (False, True, False, False): lines_error, |
---|
| 77 | (False, True, False, True ): lines_overlap_opposite_direction2, |
---|
| 78 | (False, True, True, False): lines_overlap_same_direction2, |
---|
| 79 | (False, True, True, True ): lines_1_fully_included_in_0, |
---|
| 80 | (True, False, False, False): lines_error, |
---|
| 81 | (True, False, False, True ): lines_overlap_same_direction, |
---|
| 82 | (True, False, True, False): lines_overlap_opposite_direction, |
---|
| 83 | (True, False, True, True ): lines_1_fully_included_in_0, |
---|
| 84 | (True, True, False, False): lines_0_fully_included_in_1, |
---|
| 85 | (True, True, False, True ): lines_0_fully_included_in_1, |
---|
| 86 | (True, True, True, False): lines_0_fully_included_in_1, |
---|
| 87 | (True, True, True, True ): lines_0_fully_included_in_1 |
---|
| 88 | } |
---|
| 89 | |
---|
[7276] | 90 | ## |
---|
| 91 | # @brief Finds intersection point of two line segments. |
---|
| 92 | # @param line0 First line ((x1,y1), (x2,y2)). |
---|
| 93 | # @param line1 Second line ((x1,y1), (x2,y2)). |
---|
| 94 | # @param rtol Relative error for 'close'. |
---|
| 95 | # @param atol Absolute error for 'close'. |
---|
| 96 | # @return (status, value) where: |
---|
| 97 | # status = 0 - no intersection, value set to None |
---|
| 98 | # 1 - intersection found, value=(x,y) |
---|
| 99 | # 2 - lines collienar, overlap, value=overlap segment |
---|
| 100 | # 3 - lines collinear, no overlap, value is None |
---|
| 101 | # 4 - lines parallel, value is None |
---|
[5932] | 102 | def intersection(line0, line1, rtol=1.0e-5, atol=1.0e-8): |
---|
[7276] | 103 | """Returns intersecting point between two line segments. |
---|
[5897] | 104 | |
---|
[7276] | 105 | However, if parallel lines coincide partly (i.e. share a common segment), |
---|
[5897] | 106 | the line segment where lines coincide is returned |
---|
| 107 | |
---|
| 108 | Inputs: |
---|
| 109 | line0, line1: Each defined by two end points as in: [[x0, y0], [x1, y1]] |
---|
[5942] | 110 | A line can also be a 2x2 numpy array with each row |
---|
[5897] | 111 | corresponding to a point. |
---|
| 112 | |
---|
| 113 | Output: |
---|
[7276] | 114 | status, value - where status and value is interpreted as follows: |
---|
[5942] | 115 | status == 0: no intersection, value set to None. |
---|
| 116 | status == 1: intersection point found and returned in value as [x,y]. |
---|
[7276] | 117 | status == 2: Collinear overlapping lines found. |
---|
| 118 | Value takes the form [[x0,y0], [x1,y1]]. |
---|
[5942] | 119 | status == 3: Collinear non-overlapping lines. Value set to None. |
---|
[7276] | 120 | status == 4: Lines are parallel. Value set to None. |
---|
[5897] | 121 | """ |
---|
| 122 | |
---|
| 123 | # FIXME (Ole): Write this in C |
---|
| 124 | |
---|
[7276] | 125 | line0 = ensure_numeric(line0, num.float) |
---|
| 126 | line1 = ensure_numeric(line1, num.float) |
---|
[5897] | 127 | |
---|
| 128 | x0 = line0[0,0]; y0 = line0[0,1] |
---|
| 129 | x1 = line0[1,0]; y1 = line0[1,1] |
---|
| 130 | |
---|
| 131 | x2 = line1[0,0]; y2 = line1[0,1] |
---|
| 132 | x3 = line1[1,0]; y3 = line1[1,1] |
---|
| 133 | |
---|
| 134 | denom = (y3-y2)*(x1-x0) - (x3-x2)*(y1-y0) |
---|
| 135 | u0 = (x3-x2)*(y0-y2) - (y3-y2)*(x0-x2) |
---|
| 136 | u1 = (x2-x0)*(y1-y0) - (y2-y0)*(x1-x0) |
---|
[7276] | 137 | |
---|
[6158] | 138 | if num.allclose(denom, 0.0, rtol=rtol, atol=atol): |
---|
[5942] | 139 | # Lines are parallel - check if they are collinear |
---|
[6158] | 140 | if num.allclose([u0, u1], 0.0, rtol=rtol, atol=atol): |
---|
[5942] | 141 | # We now know that the lines are collinear |
---|
| 142 | state_tuple = (point_on_line([x0, y0], line1, rtol=rtol, atol=atol), |
---|
| 143 | point_on_line([x1, y1], line1, rtol=rtol, atol=atol), |
---|
| 144 | point_on_line([x2, y2], line0, rtol=rtol, atol=atol), |
---|
| 145 | point_on_line([x3, y3], line0, rtol=rtol, atol=atol)) |
---|
[5897] | 146 | |
---|
[7276] | 147 | return collinear_result[state_tuple]([x0,y0], [x1,y1], |
---|
| 148 | [x2,y2], [x3,y3]) |
---|
[5897] | 149 | else: |
---|
[5942] | 150 | # Lines are parallel but aren't collinear |
---|
[7276] | 151 | return 4, None #FIXME (Ole): Add distance here instead of None |
---|
[5897] | 152 | else: |
---|
[5942] | 153 | # Lines are not parallel, check if they intersect |
---|
[5897] | 154 | u0 = u0/denom |
---|
[7276] | 155 | u1 = u1/denom |
---|
[5897] | 156 | |
---|
| 157 | x = x0 + u0*(x1-x0) |
---|
| 158 | y = y0 + u0*(y1-y0) |
---|
| 159 | |
---|
| 160 | # Sanity check - can be removed to speed up if needed |
---|
[6158] | 161 | assert num.allclose(x, x2 + u1*(x3-x2), rtol=rtol, atol=atol) |
---|
[7276] | 162 | assert num.allclose(y, y2 + u1*(y3-y2), rtol=rtol, atol=atol) |
---|
[5897] | 163 | |
---|
| 164 | # Check if point found lies within given line segments |
---|
[7276] | 165 | if 0.0 <= u0 <= 1.0 and 0.0 <= u1 <= 1.0: |
---|
[5897] | 166 | # We have intersection |
---|
[6158] | 167 | return 1, num.array([x, y]) |
---|
[5897] | 168 | else: |
---|
| 169 | # No intersection |
---|
| 170 | return 0, None |
---|
| 171 | |
---|
[7276] | 172 | ## |
---|
| 173 | # @brief Finds intersection point of two line segments. |
---|
| 174 | # @param line0 First line ((x1,y1), (x2,y2)). |
---|
| 175 | # @param line1 Second line ((x1,y1), (x2,y2)). |
---|
| 176 | # @return (status, value) where: |
---|
| 177 | # status = 0 - no intersection, value set to None |
---|
| 178 | # 1 - intersection found, value=(x,y) |
---|
| 179 | # 2 - lines collienar, overlap, value=overlap segment |
---|
| 180 | # 3 - lines collinear, no overlap, value is None |
---|
| 181 | # 4 - lines parallel, value is None |
---|
| 182 | # @note Wrapper for C function. |
---|
[5897] | 183 | def NEW_C_intersection(line0, line1): |
---|
[7276] | 184 | """Returns intersecting point between two line segments. |
---|
[5897] | 185 | |
---|
[7276] | 186 | However, if parallel lines coincide partly (i.e. share a common segment), |
---|
[5897] | 187 | the line segment where lines coincide is returned |
---|
| 188 | |
---|
| 189 | Inputs: |
---|
| 190 | line0, line1: Each defined by two end points as in: [[x0, y0], [x1, y1]] |
---|
[7276] | 191 | A line can also be a 2x2 numpy array with each row |
---|
[5897] | 192 | corresponding to a point. |
---|
| 193 | |
---|
| 194 | Output: |
---|
[7276] | 195 | status, value - where status and value is interpreted as follows: |
---|
| 196 | status == 0: no intersection, value set to None. |
---|
| 197 | status == 1: intersection point found and returned in value as [x,y]. |
---|
| 198 | status == 2: Collinear overlapping lines found. |
---|
| 199 | Value takes the form [[x0,y0], [x1,y1]]. |
---|
| 200 | status == 3: Collinear non-overlapping lines. Value set to None. |
---|
| 201 | status == 4: Lines are parallel. Value set to None. |
---|
[5897] | 202 | """ |
---|
| 203 | |
---|
[7276] | 204 | line0 = ensure_numeric(line0, num.float) |
---|
| 205 | line1 = ensure_numeric(line1, num.float) |
---|
[5897] | 206 | |
---|
| 207 | status, value = _intersection(line0[0,0], line0[0,1], |
---|
| 208 | line0[1,0], line0[1,1], |
---|
| 209 | line1[0,0], line1[0,1], |
---|
| 210 | line1[1,0], line1[1,1]) |
---|
| 211 | |
---|
| 212 | return status, value |
---|
| 213 | |
---|
[6534] | 214 | def is_inside_triangle(point, triangle, |
---|
| 215 | closed=True, |
---|
[6535] | 216 | rtol=1.0e-12, |
---|
| 217 | atol=1.0e-12, |
---|
[6534] | 218 | check_inputs=True, |
---|
| 219 | verbose=False): |
---|
| 220 | """Determine if one point is inside a triangle |
---|
| 221 | |
---|
| 222 | This uses the barycentric method: |
---|
| 223 | |
---|
| 224 | Triangle is A, B, C |
---|
| 225 | Point P can then be written as |
---|
| 226 | |
---|
| 227 | P = A + alpha * (C-A) + beta * (B-A) |
---|
| 228 | or if we let |
---|
| 229 | v=P-A, v0=C-A, v1=B-A |
---|
| 230 | |
---|
| 231 | v = alpha*v0 + beta*v1 |
---|
[5897] | 232 | |
---|
[6534] | 233 | Dot this equation by v0 and v1 to get two: |
---|
| 234 | |
---|
| 235 | dot(v0, v) = alpha*dot(v0, v0) + beta*dot(v0, v1) |
---|
| 236 | dot(v1, v) = alpha*dot(v1, v0) + beta*dot(v1, v1) |
---|
| 237 | |
---|
| 238 | or if a_ij = dot(v_i, v_j) and b_i = dot(v_i, v) |
---|
| 239 | the matrix equation: |
---|
| 240 | |
---|
| 241 | a_00 a_01 alpha b_0 |
---|
| 242 | = |
---|
| 243 | a_10 a_11 beta b_1 |
---|
| 244 | |
---|
| 245 | Solving for alpha and beta yields: |
---|
| 246 | |
---|
| 247 | alpha = (b_0*a_11 - b_1*a_01)/denom |
---|
| 248 | beta = (b_1*a_00 - b_0*a_10)/denom |
---|
| 249 | |
---|
| 250 | with denom = a_11*a_00 - a_10*a_01 |
---|
| 251 | |
---|
| 252 | The point is in the triangle whenever |
---|
| 253 | alpha and beta and their sums are in the unit interval. |
---|
| 254 | |
---|
| 255 | rtol and atol will determine how close the point has to be to the edge |
---|
[6535] | 256 | before it is deemed to be on the edge. |
---|
[6534] | 257 | |
---|
| 258 | """ |
---|
[5897] | 259 | |
---|
[6544] | 260 | triangle = ensure_numeric(triangle) |
---|
[7276] | 261 | point = ensure_numeric(point, num.float) |
---|
[6544] | 262 | |
---|
[6534] | 263 | if check_inputs is True: |
---|
| 264 | msg = 'is_inside_triangle must be invoked with one point only' |
---|
| 265 | assert num.allclose(point.shape, [2]), msg |
---|
| 266 | |
---|
[6544] | 267 | |
---|
[6541] | 268 | # Use C-implementation |
---|
[6535] | 269 | return bool(_is_inside_triangle(point, triangle, int(closed), rtol, atol)) |
---|
[6534] | 270 | |
---|
[6535] | 271 | |
---|
| 272 | |
---|
| 273 | # FIXME (Ole): The rest of this function has been made |
---|
[6541] | 274 | # obsolete by the C extension. |
---|
[6544] | 275 | |
---|
| 276 | # Quickly reject points that are clearly outside |
---|
| 277 | if point[0] < min(triangle[:,0]): return False |
---|
| 278 | if point[0] > max(triangle[:,0]): return False |
---|
| 279 | if point[1] < min(triangle[:,1]): return False |
---|
| 280 | if point[1] > max(triangle[:,1]): return False |
---|
[7276] | 281 | |
---|
| 282 | |
---|
[6534] | 283 | # Start search |
---|
| 284 | A = triangle[0, :] |
---|
| 285 | B = triangle[1, :] |
---|
| 286 | C = triangle[2, :] |
---|
| 287 | |
---|
| 288 | # Now check if point lies wholly inside triangle |
---|
| 289 | v0 = C-A |
---|
| 290 | v1 = B-A |
---|
| 291 | |
---|
[7276] | 292 | a00 = num.inner(v0, v0) |
---|
| 293 | a10 = a01 = num.inner(v0, v1) |
---|
| 294 | a11 = num.inner(v1, v1) |
---|
[6534] | 295 | |
---|
| 296 | denom = a11*a00 - a01*a10 |
---|
| 297 | |
---|
| 298 | if abs(denom) > 0.0: |
---|
| 299 | v = point-A |
---|
[7276] | 300 | b0 = num.inner(v0, v) |
---|
| 301 | b1 = num.inner(v1, v) |
---|
[6534] | 302 | |
---|
| 303 | alpha = (b0*a11 - b1*a01)/denom |
---|
| 304 | beta = (b1*a00 - b0*a10)/denom |
---|
| 305 | |
---|
| 306 | if (alpha > 0.0) and (beta > 0.0) and (alpha+beta < 1.0): |
---|
| 307 | return True |
---|
| 308 | |
---|
| 309 | |
---|
| 310 | if closed is True: |
---|
| 311 | # Check if point lies on one of the edges |
---|
| 312 | |
---|
| 313 | for X, Y in [[A,B], [B,C], [C,A]]: |
---|
| 314 | res = _point_on_line(point[0], point[1], |
---|
| 315 | X[0], X[1], |
---|
| 316 | Y[0], Y[1], |
---|
| 317 | rtol, atol) |
---|
[6535] | 318 | |
---|
[6534] | 319 | if res: |
---|
| 320 | return True |
---|
| 321 | |
---|
[6535] | 322 | return False |
---|
[6534] | 323 | |
---|
| 324 | def is_inside_polygon_quick(point, polygon, closed=True, verbose=False): |
---|
| 325 | """Determine if one point is inside a polygon |
---|
| 326 | Both point and polygon are assumed to be numeric arrays or lists and |
---|
| 327 | no georeferencing etc or other checks will take place. |
---|
| 328 | |
---|
| 329 | As such it is faster than is_inside_polygon |
---|
| 330 | """ |
---|
| 331 | |
---|
| 332 | # FIXME(Ole): This function isn't being used |
---|
[7276] | 333 | polygon = ensure_numeric(polygon, num.float) |
---|
| 334 | points = ensure_numeric(point, num.float) # Convert point to array of points |
---|
| 335 | points = num.ascontiguousarray(points[num.newaxis, :]) |
---|
| 336 | msg = ('is_inside_polygon() must be invoked with one point only.\n' |
---|
| 337 | 'I got %s and converted to %s' % (str(point), str(points.shape))) |
---|
[6534] | 338 | assert points.shape[0] == 1 and points.shape[1] == 2, msg |
---|
| 339 | |
---|
[7276] | 340 | indices = num.zeros(1, num.int) |
---|
[6534] | 341 | |
---|
| 342 | count = _separate_points_by_polygon(points, polygon, indices, |
---|
| 343 | int(closed), int(verbose)) |
---|
| 344 | |
---|
[7276] | 345 | return count > 0 |
---|
[6534] | 346 | |
---|
[7276] | 347 | |
---|
[5897] | 348 | def is_inside_polygon(point, polygon, closed=True, verbose=False): |
---|
| 349 | """Determine if one point is inside a polygon |
---|
| 350 | |
---|
| 351 | See inside_polygon for more details |
---|
| 352 | """ |
---|
| 353 | |
---|
| 354 | indices = inside_polygon(point, polygon, closed, verbose) |
---|
| 355 | |
---|
| 356 | if indices.shape[0] == 1: |
---|
| 357 | return True |
---|
| 358 | elif indices.shape[0] == 0: |
---|
| 359 | return False |
---|
| 360 | else: |
---|
| 361 | msg = 'is_inside_polygon must be invoked with one point only' |
---|
| 362 | raise msg |
---|
| 363 | |
---|
[7276] | 364 | ## |
---|
| 365 | # @brief Determine which of a set of points are inside a polygon. |
---|
| 366 | # @param points A set of points (tuple, list or array). |
---|
| 367 | # @param polygon A set of points defining a polygon (tuple, list or array). |
---|
| 368 | # @param closed True if points on boundary are considered 'inside' polygon. |
---|
| 369 | # @param verbose True if this function is to be verbose. |
---|
| 370 | # @return A list of indices of points inside the polygon. |
---|
[5897] | 371 | def inside_polygon(points, polygon, closed=True, verbose=False): |
---|
| 372 | """Determine points inside a polygon |
---|
| 373 | |
---|
| 374 | Functions inside_polygon and outside_polygon have been defined in |
---|
[7276] | 375 | terms of separate_by_polygon which will put all inside indices in |
---|
[5897] | 376 | the first part of the indices array and outside indices in the last |
---|
| 377 | |
---|
| 378 | See separate_points_by_polygon for documentation |
---|
| 379 | |
---|
| 380 | points and polygon can be a geospatial instance, |
---|
| 381 | a list or a numeric array |
---|
| 382 | """ |
---|
| 383 | |
---|
| 384 | try: |
---|
| 385 | points = ensure_absolute(points) |
---|
| 386 | except NameError, e: |
---|
| 387 | raise NameError, e |
---|
| 388 | except: |
---|
| 389 | # If this fails it is going to be because the points can't be |
---|
| 390 | # converted to a numeric array. |
---|
[7276] | 391 | msg = 'Points could not be converted to numeric array' |
---|
| 392 | raise Exception, msg |
---|
[5897] | 393 | |
---|
[6534] | 394 | polygon = ensure_absolute(polygon) |
---|
[5897] | 395 | try: |
---|
| 396 | polygon = ensure_absolute(polygon) |
---|
| 397 | except NameError, e: |
---|
| 398 | raise NameError, e |
---|
| 399 | except: |
---|
| 400 | # If this fails it is going to be because the points can't be |
---|
| 401 | # converted to a numeric array. |
---|
[7276] | 402 | msg = ('Polygon %s could not be converted to numeric array' |
---|
| 403 | % (str(polygon))) |
---|
| 404 | raise Exception, msg |
---|
[5897] | 405 | |
---|
| 406 | if len(points.shape) == 1: |
---|
| 407 | # Only one point was passed in. Convert to array of points |
---|
[7276] | 408 | points = num.reshape(points, (1,2)) |
---|
[5897] | 409 | |
---|
| 410 | indices, count = separate_points_by_polygon(points, polygon, |
---|
| 411 | closed=closed, |
---|
| 412 | verbose=verbose) |
---|
| 413 | |
---|
| 414 | # Return indices of points inside polygon |
---|
| 415 | return indices[:count] |
---|
| 416 | |
---|
[7276] | 417 | ## |
---|
| 418 | # @brief Determine if one point is outside a polygon. |
---|
| 419 | # @param point The point of interest. |
---|
| 420 | # @param polygon The polygon to test inclusion in. |
---|
| 421 | # @param closed True if points on boundary are considered 'inside' polygon. |
---|
| 422 | # @param verbose True if this function is to be verbose. |
---|
| 423 | # @return True if point is outside the polygon. |
---|
| 424 | # @note Uses inside_polygon() to do the work. |
---|
[5897] | 425 | def is_outside_polygon(point, polygon, closed=True, verbose=False, |
---|
| 426 | points_geo_ref=None, polygon_geo_ref=None): |
---|
| 427 | """Determine if one point is outside a polygon |
---|
| 428 | |
---|
| 429 | See outside_polygon for more details |
---|
| 430 | """ |
---|
| 431 | |
---|
| 432 | indices = outside_polygon(point, polygon, closed, verbose) |
---|
| 433 | |
---|
| 434 | if indices.shape[0] == 1: |
---|
| 435 | return True |
---|
| 436 | elif indices.shape[0] == 0: |
---|
| 437 | return False |
---|
| 438 | else: |
---|
| 439 | msg = 'is_outside_polygon must be invoked with one point only' |
---|
[7276] | 440 | raise Exception, msg |
---|
[5897] | 441 | |
---|
[7276] | 442 | ## |
---|
| 443 | # @brief Determine which of a set of points are outside a polygon. |
---|
| 444 | # @param points A set of points (tuple, list or array). |
---|
| 445 | # @param polygon A set of points defining a polygon (tuple, list or array). |
---|
| 446 | # @param closed True if points on boundary are considered 'inside' polygon. |
---|
| 447 | # @param verbose True if this function is to be verbose. |
---|
| 448 | # @return A list of indices of points outside the polygon. |
---|
[5897] | 449 | def outside_polygon(points, polygon, closed = True, verbose = False): |
---|
| 450 | """Determine points outside a polygon |
---|
| 451 | |
---|
| 452 | Functions inside_polygon and outside_polygon have been defined in |
---|
[7276] | 453 | terms of separate_by_polygon which will put all inside indices in |
---|
[5897] | 454 | the first part of the indices array and outside indices in the last |
---|
| 455 | |
---|
| 456 | See separate_points_by_polygon for documentation |
---|
| 457 | """ |
---|
| 458 | |
---|
| 459 | try: |
---|
[7276] | 460 | points = ensure_numeric(points, num.float) |
---|
[5897] | 461 | except NameError, e: |
---|
| 462 | raise NameError, e |
---|
| 463 | except: |
---|
[7276] | 464 | msg = 'Points could not be converted to numeric array' |
---|
| 465 | raise Exception, msg |
---|
[5897] | 466 | |
---|
| 467 | try: |
---|
[7276] | 468 | polygon = ensure_numeric(polygon, num.float) |
---|
[5897] | 469 | except NameError, e: |
---|
| 470 | raise NameError, e |
---|
| 471 | except: |
---|
[7276] | 472 | msg = 'Polygon could not be converted to numeric array' |
---|
| 473 | raise Exception, msg |
---|
[5897] | 474 | |
---|
| 475 | if len(points.shape) == 1: |
---|
| 476 | # Only one point was passed in. Convert to array of points |
---|
[7276] | 477 | points = num.reshape(points, (1,2)) |
---|
[5897] | 478 | |
---|
| 479 | indices, count = separate_points_by_polygon(points, polygon, |
---|
| 480 | closed=closed, |
---|
| 481 | verbose=verbose) |
---|
| 482 | |
---|
| 483 | # Return indices of points outside polygon |
---|
| 484 | if count == len(indices): |
---|
| 485 | # No points are outside |
---|
[6158] | 486 | return num.array([]) |
---|
[5897] | 487 | else: |
---|
| 488 | return indices[count:][::-1] #return reversed |
---|
| 489 | |
---|
[7276] | 490 | ## |
---|
| 491 | # @brief Separate a list of points into two sets inside+outside a polygon. |
---|
| 492 | # @param points A set of points (tuple, list or array). |
---|
| 493 | # @param polygon A set of points defining a polygon (tuple, list or array). |
---|
| 494 | # @param closed True if points on boundary are considered 'inside' polygon. |
---|
| 495 | # @param verbose True if this function is to be verbose. |
---|
| 496 | # @return A tuple (in, out) of point indices for poinst inside amd outside. |
---|
[6534] | 497 | def in_and_outside_polygon(points, polygon, closed=True, verbose=False): |
---|
[5897] | 498 | """Determine points inside and outside a polygon |
---|
| 499 | |
---|
| 500 | See separate_points_by_polygon for documentation |
---|
| 501 | |
---|
[7276] | 502 | Returns an array of points inside and array of points outside the polygon |
---|
[5897] | 503 | """ |
---|
| 504 | |
---|
| 505 | try: |
---|
[7276] | 506 | points = ensure_numeric(points, num.float) |
---|
[5897] | 507 | except NameError, e: |
---|
| 508 | raise NameError, e |
---|
| 509 | except: |
---|
[7276] | 510 | msg = 'Points could not be converted to numeric array' |
---|
| 511 | raise Exception, msg |
---|
[5897] | 512 | |
---|
| 513 | try: |
---|
[7276] | 514 | polygon = ensure_numeric(polygon, num.float) |
---|
[5897] | 515 | except NameError, e: |
---|
| 516 | raise NameError, e |
---|
| 517 | except: |
---|
[7276] | 518 | msg = 'Polygon could not be converted to numeric array' |
---|
| 519 | raise Exception, msg |
---|
[5897] | 520 | |
---|
| 521 | if len(points.shape) == 1: |
---|
| 522 | # Only one point was passed in. Convert to array of points |
---|
[7276] | 523 | points = num.reshape(points, (1,2)) |
---|
[5897] | 524 | |
---|
| 525 | indices, count = separate_points_by_polygon(points, polygon, |
---|
| 526 | closed=closed, |
---|
| 527 | verbose=verbose) |
---|
[7276] | 528 | |
---|
[5897] | 529 | # Returns indices of points inside and indices of points outside |
---|
| 530 | # the polygon |
---|
| 531 | if count == len(indices): |
---|
| 532 | # No points are outside |
---|
| 533 | return indices[:count],[] |
---|
| 534 | else: |
---|
| 535 | return indices[:count], indices[count:][::-1] #return reversed |
---|
| 536 | |
---|
[7276] | 537 | ## |
---|
| 538 | # @brief Sort a list of points into contiguous points inside+outside a polygon. |
---|
| 539 | # @param points A set of points (tuple, list or array). |
---|
| 540 | # @param polygon A set of points defining a polygon (tuple, list or array). |
---|
| 541 | # @param closed True if points on boundary are considered 'inside' polygon. |
---|
| 542 | # @param verbose True if this function is to be verbose. |
---|
| 543 | # @return (indices, count) where indices are point indices and count is the |
---|
| 544 | # delimiter index between point inside (on left) and others. |
---|
[5897] | 545 | def separate_points_by_polygon(points, polygon, |
---|
[6534] | 546 | closed=True, |
---|
| 547 | check_input=True, |
---|
| 548 | verbose=False): |
---|
[5897] | 549 | """Determine whether points are inside or outside a polygon |
---|
| 550 | |
---|
| 551 | Input: |
---|
| 552 | points - Tuple of (x, y) coordinates, or list of tuples |
---|
| 553 | polygon - list of vertices of polygon |
---|
| 554 | closed - (optional) determine whether points on boundary should be |
---|
| 555 | regarded as belonging to the polygon (closed = True) |
---|
| 556 | or not (closed = False) |
---|
[6534] | 557 | check_input: Allows faster execution if set to False |
---|
[5897] | 558 | |
---|
| 559 | Outputs: |
---|
| 560 | indices: array of same length as points with indices of points falling |
---|
| 561 | inside the polygon listed from the beginning and indices of points |
---|
| 562 | falling outside listed from the end. |
---|
| 563 | |
---|
| 564 | count: count of points falling inside the polygon |
---|
| 565 | |
---|
| 566 | The indices of points inside are obtained as indices[:count] |
---|
| 567 | The indices of points outside are obtained as indices[count:] |
---|
| 568 | |
---|
| 569 | Examples: |
---|
| 570 | U = [[0,0], [1,0], [1,1], [0,1]] #Unit square |
---|
| 571 | |
---|
| 572 | separate_points_by_polygon( [[0.5, 0.5], [1, -0.5], [0.3, 0.2]], U) |
---|
| 573 | will return the indices [0, 2, 1] and count == 2 as only the first |
---|
| 574 | and the last point are inside the unit square |
---|
| 575 | |
---|
| 576 | Remarks: |
---|
| 577 | The vertices may be listed clockwise or counterclockwise and |
---|
| 578 | the first point may optionally be repeated. |
---|
| 579 | Polygons do not need to be convex. |
---|
| 580 | Polygons can have holes in them and points inside a hole is |
---|
| 581 | regarded as being outside the polygon. |
---|
| 582 | |
---|
| 583 | Algorithm is based on work by Darel Finley, |
---|
| 584 | http://www.alienryderflex.com/polygon/ |
---|
| 585 | |
---|
| 586 | Uses underlying C-implementation in polygon_ext.c |
---|
| 587 | """ |
---|
| 588 | |
---|
[6534] | 589 | if check_input: |
---|
| 590 | #Input checks |
---|
| 591 | assert isinstance(closed, bool), 'Keyword argument "closed" must be boolean' |
---|
| 592 | assert isinstance(verbose, bool), 'Keyword argument "verbose" must be boolean' |
---|
[5897] | 593 | |
---|
[6534] | 594 | try: |
---|
[7276] | 595 | points = ensure_numeric(points, num.float) |
---|
[6534] | 596 | except NameError, e: |
---|
| 597 | raise NameError, e |
---|
| 598 | except: |
---|
[7276] | 599 | msg = 'Points could not be converted to numeric array' |
---|
[6534] | 600 | raise msg |
---|
[5897] | 601 | |
---|
[6534] | 602 | try: |
---|
[7276] | 603 | polygon = ensure_numeric(polygon, num.float) |
---|
[6534] | 604 | except NameError, e: |
---|
| 605 | raise NameError, e |
---|
| 606 | except: |
---|
[7276] | 607 | msg = 'Polygon could not be converted to numeric array' |
---|
[6534] | 608 | raise msg |
---|
[5897] | 609 | |
---|
[6534] | 610 | msg = 'Polygon array must be a 2d array of vertices' |
---|
| 611 | assert len(polygon.shape) == 2, msg |
---|
[5897] | 612 | |
---|
[6534] | 613 | msg = 'Polygon array must have two columns' |
---|
[7276] | 614 | assert polygon.shape[1]==2, msg |
---|
[5897] | 615 | |
---|
[7276] | 616 | msg = ('Points array must be 1 or 2 dimensional. ' |
---|
| 617 | 'I got %d dimensions' % len(points.shape)) |
---|
[6534] | 618 | assert 0 < len(points.shape) < 3, msg |
---|
[5897] | 619 | |
---|
[6534] | 620 | if len(points.shape) == 1: |
---|
[7276] | 621 | # Only one point was passed in. Convert to array of points. |
---|
[6534] | 622 | points = num.reshape(points, (1,2)) |
---|
[5897] | 623 | |
---|
[7276] | 624 | msg = ('Point array must have two columns (x,y), ' |
---|
| 625 | 'I got points.shape[1]=%d' % points.shape[0]) |
---|
| 626 | assert points.shape[1]==2, msg |
---|
[5897] | 627 | |
---|
| 628 | |
---|
[7276] | 629 | msg = ('Points array must be a 2d array. I got %s.' |
---|
| 630 | % str(points[:30])) |
---|
| 631 | assert len(points.shape)==2, msg |
---|
[5897] | 632 | |
---|
[6534] | 633 | msg = 'Points array must have two columns' |
---|
[7276] | 634 | assert points.shape[1]==2, msg |
---|
[5897] | 635 | |
---|
[6534] | 636 | N = polygon.shape[0] # Number of vertices in polygon |
---|
| 637 | M = points.shape[0] # Number of points |
---|
[5897] | 638 | |
---|
[7276] | 639 | indices = num.zeros(M, num.int) |
---|
[5897] | 640 | |
---|
| 641 | count = _separate_points_by_polygon(points, polygon, indices, |
---|
| 642 | int(closed), int(verbose)) |
---|
| 643 | |
---|
[7276] | 644 | if verbose: |
---|
[7317] | 645 | log.critical('Found %d points (out of %d) inside polygon' % (count, M)) |
---|
[7276] | 646 | |
---|
[5897] | 647 | return indices, count |
---|
| 648 | |
---|
[7276] | 649 | ## |
---|
| 650 | # @brief Determine area of a polygon. |
---|
| 651 | # @param input_polygon The polygon to get area of. |
---|
| 652 | # @return A scalar value for the polygon area. |
---|
| 653 | def polygon_area(input_polygon): |
---|
| 654 | """ Determine area of arbitrary polygon. |
---|
[5897] | 655 | |
---|
[7276] | 656 | Reference: http://mathworld.wolfram.com/PolygonArea.html |
---|
[5897] | 657 | """ |
---|
[7276] | 658 | |
---|
[6000] | 659 | # Move polygon to origin (0,0) to avoid rounding errors |
---|
[6001] | 660 | # This makes a copy of the polygon to avoid destroying it |
---|
| 661 | input_polygon = ensure_numeric(input_polygon) |
---|
| 662 | min_x = min(input_polygon[:,0]) |
---|
[7276] | 663 | min_y = min(input_polygon[:,1]) |
---|
[6001] | 664 | polygon = input_polygon - [min_x, min_y] |
---|
[6000] | 665 | |
---|
[7276] | 666 | # Compute area |
---|
[5897] | 667 | n = len(polygon) |
---|
| 668 | poly_area = 0.0 |
---|
| 669 | |
---|
| 670 | for i in range(n): |
---|
| 671 | pti = polygon[i] |
---|
| 672 | if i == n-1: |
---|
| 673 | pt1 = polygon[0] |
---|
| 674 | else: |
---|
| 675 | pt1 = polygon[i+1] |
---|
| 676 | xi = pti[0] |
---|
| 677 | yi1 = pt1[1] |
---|
| 678 | xi1 = pt1[0] |
---|
| 679 | yi = pti[1] |
---|
| 680 | poly_area += xi*yi1 - xi1*yi |
---|
[7276] | 681 | |
---|
[5897] | 682 | return abs(poly_area/2) |
---|
| 683 | |
---|
[7276] | 684 | ## |
---|
| 685 | # @brief Plot a set of polygons. |
---|
| 686 | # @param polygons_points List of polygons to plot. |
---|
| 687 | # @param style List of styles for each polygon. |
---|
| 688 | # @param figname Name to save figure to. |
---|
| 689 | # @param label Title for the plot. |
---|
| 690 | # @param verbose True if this function is to be verbose. |
---|
| 691 | # @return A list of min/max x and y values [minx, maxx, miny, maxy]. |
---|
| 692 | # @note A style value is 'line' for polygons, 'outside' for points outside. |
---|
| 693 | def plot_polygons(polygons_points, |
---|
| 694 | style=None, |
---|
| 695 | figname=None, |
---|
| 696 | label=None, |
---|
[7516] | 697 | alpha=None, |
---|
[7276] | 698 | verbose=False): |
---|
[5897] | 699 | """ Take list of polygons and plot. |
---|
| 700 | |
---|
| 701 | Inputs: |
---|
| 702 | |
---|
| 703 | polygons - list of polygons |
---|
| 704 | |
---|
| 705 | style - style list corresponding to each polygon |
---|
| 706 | - for a polygon, use 'line' |
---|
| 707 | - for points falling outside a polygon, use 'outside' |
---|
[7511] | 708 | - style can also be user defined as in normal pylab plot. |
---|
[7276] | 709 | |
---|
[5897] | 710 | figname - name to save figure to |
---|
| 711 | |
---|
[7516] | 712 | label - title for plotA |
---|
[5897] | 713 | |
---|
[7516] | 714 | alpha - transparency of polygon fill, 0.0=none, 1.0=solid |
---|
| 715 | if not supplied, no fill. |
---|
| 716 | |
---|
[5897] | 717 | Outputs: |
---|
| 718 | |
---|
| 719 | - list of min and max of x and y coordinates |
---|
| 720 | - plot of polygons |
---|
[7276] | 721 | """ |
---|
[5897] | 722 | |
---|
[7276] | 723 | from pylab import ion, hold, plot, axis, figure, legend, savefig, xlabel, \ |
---|
[7516] | 724 | ylabel, title, close, title, fill |
---|
[5897] | 725 | |
---|
[7276] | 726 | assert type(polygons_points) == list, \ |
---|
| 727 | 'input must be a list of polygons and/or points' |
---|
| 728 | |
---|
[5897] | 729 | ion() |
---|
| 730 | hold(True) |
---|
| 731 | |
---|
| 732 | minx = 1e10 |
---|
| 733 | maxx = 0.0 |
---|
| 734 | miny = 1e10 |
---|
| 735 | maxy = 0.0 |
---|
| 736 | |
---|
[7276] | 737 | if label is None: |
---|
| 738 | label = '' |
---|
[5897] | 739 | |
---|
[7516] | 740 | # clamp alpha to sensible range |
---|
| 741 | if alpha: |
---|
| 742 | try: |
---|
| 743 | alpha = float(alpha) |
---|
| 744 | except ValueError: |
---|
| 745 | alpha = None |
---|
| 746 | else: |
---|
| 747 | if alpha < 0.0: |
---|
| 748 | alpha = 0.0 |
---|
| 749 | if alpha > 1.0: |
---|
| 750 | alpha = 1.0 |
---|
| 751 | |
---|
[5897] | 752 | n = len(polygons_points) |
---|
| 753 | colour = [] |
---|
| 754 | if style is None: |
---|
[7276] | 755 | style_type = 'line' |
---|
[5897] | 756 | style = [] |
---|
| 757 | for i in range(n): |
---|
| 758 | style.append(style_type) |
---|
| 759 | colour.append('b-') |
---|
| 760 | else: |
---|
| 761 | for s in style: |
---|
[7276] | 762 | if s == 'line': colour.append('b-') |
---|
[5897] | 763 | if s == 'outside': colour.append('r.') |
---|
| 764 | if s <> 'line': |
---|
| 765 | if s <> 'outside': |
---|
[7511] | 766 | colour.append(s) |
---|
[7276] | 767 | |
---|
[5897] | 768 | for i, item in enumerate(polygons_points): |
---|
| 769 | x, y = poly_xy(item) |
---|
| 770 | if min(x) < minx: minx = min(x) |
---|
| 771 | if max(x) > maxx: maxx = max(x) |
---|
| 772 | if min(y) < miny: miny = min(y) |
---|
| 773 | if max(y) > maxy: maxy = max(y) |
---|
| 774 | plot(x,y,colour[i]) |
---|
[7516] | 775 | if alpha: |
---|
| 776 | fill(x, y, colour[i], alpha=alpha) |
---|
[5897] | 777 | xlabel('x') |
---|
| 778 | ylabel('y') |
---|
| 779 | title(label) |
---|
| 780 | |
---|
| 781 | #raw_input('wait 1') |
---|
| 782 | #FIXME(Ole): This makes for some strange scalings sometimes. |
---|
| 783 | #if minx <> 0: |
---|
| 784 | # axis([minx*0.9,maxx*1.1,miny*0.9,maxy*1.1]) |
---|
| 785 | #else: |
---|
| 786 | # if miny == 0: |
---|
| 787 | # axis([-maxx*.01,maxx*1.1,-maxy*0.01,maxy*1.1]) |
---|
| 788 | # else: |
---|
| 789 | # axis([-maxx*.01,maxx*1.1,miny*0.9,maxy*1.1]) |
---|
| 790 | |
---|
| 791 | if figname is not None: |
---|
| 792 | savefig(figname) |
---|
| 793 | else: |
---|
| 794 | savefig('test_image') |
---|
| 795 | |
---|
| 796 | close('all') |
---|
| 797 | |
---|
[7276] | 798 | vec = [minx, maxx, miny, maxy] |
---|
[5897] | 799 | return vec |
---|
| 800 | |
---|
[7276] | 801 | ## |
---|
| 802 | # @brief |
---|
| 803 | # @param polygon A set of points defining a polygon. |
---|
| 804 | # @param verbose True if this function is to be verbose. |
---|
| 805 | # @return A tuple (x, y) of X and Y coordinates of the polygon. |
---|
| 806 | # @note We duplicate the first point so can have closed polygon in plot. |
---|
[5897] | 807 | def poly_xy(polygon, verbose=False): |
---|
| 808 | """ this is used within plot_polygons so need to duplicate |
---|
| 809 | the first point so can have closed polygon in plot |
---|
| 810 | """ |
---|
| 811 | |
---|
| 812 | try: |
---|
[7276] | 813 | polygon = ensure_numeric(polygon, num.float) |
---|
[5897] | 814 | except NameError, e: |
---|
| 815 | raise NameError, e |
---|
| 816 | except: |
---|
[7276] | 817 | msg = ('Polygon %s could not be converted to numeric array' |
---|
| 818 | % (str(polygon))) |
---|
| 819 | raise Exception, msg |
---|
[5897] | 820 | |
---|
| 821 | x = polygon[:,0] |
---|
| 822 | y = polygon[:,1] |
---|
[6158] | 823 | x = num.concatenate((x, [polygon[0,0]]), axis = 0) |
---|
| 824 | y = num.concatenate((y, [polygon[0,1]]), axis = 0) |
---|
[7276] | 825 | |
---|
[5897] | 826 | return x, y |
---|
| 827 | |
---|
| 828 | |
---|
[7276] | 829 | ## |
---|
| 830 | # @brief Define a class that defines a callable object for a polygon. |
---|
| 831 | # @note Object created is function: f: x,y -> z |
---|
| 832 | # where x, y and z are vectors and z depends on whether x,y belongs |
---|
| 833 | # to specified polygons. |
---|
[5897] | 834 | class Polygon_function: |
---|
| 835 | """Create callable object f: x,y -> z, where a,y,z are vectors and |
---|
| 836 | where f will return different values depending on whether x,y belongs |
---|
| 837 | to specified polygons. |
---|
| 838 | |
---|
| 839 | To instantiate: |
---|
| 840 | |
---|
| 841 | Polygon_function(polygons) |
---|
| 842 | |
---|
| 843 | where polygons is a list of tuples of the form |
---|
| 844 | |
---|
| 845 | [ (P0, v0), (P1, v1), ...] |
---|
| 846 | |
---|
| 847 | with Pi being lists of vertices defining polygons and vi either |
---|
| 848 | constants or functions of x,y to be applied to points with the polygon. |
---|
| 849 | |
---|
| 850 | The function takes an optional argument, default which is the value |
---|
| 851 | (or function) to used for points not belonging to any polygon. |
---|
| 852 | For example: |
---|
| 853 | |
---|
| 854 | Polygon_function(polygons, default = 0.03) |
---|
| 855 | |
---|
| 856 | If omitted the default value will be 0.0 |
---|
| 857 | |
---|
| 858 | Note: If two polygons overlap, the one last in the list takes precedence |
---|
| 859 | |
---|
| 860 | Coordinates specified in the call are assumed to be relative to the |
---|
| 861 | origin (georeference) e.g. used by domain. |
---|
| 862 | By specifying the optional argument georeference, |
---|
| 863 | all points are made relative. |
---|
| 864 | |
---|
| 865 | FIXME: This should really work with geo_spatial point sets. |
---|
| 866 | """ |
---|
| 867 | |
---|
[7276] | 868 | ## |
---|
| 869 | # @brief Create instance of a polygon function. |
---|
| 870 | # @param regions A list of (x,y) tuples defining a polygon. |
---|
| 871 | # @param default Value or function returning value for points outside poly. |
---|
| 872 | # @param geo_reference ?? |
---|
| 873 | def __init__(self, regions, default=0.0, geo_reference=None): |
---|
| 874 | try: |
---|
| 875 | len(regions) |
---|
| 876 | except: |
---|
| 877 | msg = ('Polygon_function takes a list of pairs (polygon, value).' |
---|
| 878 | 'Got %s' % str(regions)) |
---|
| 879 | raise Exception, msg |
---|
[5897] | 880 | |
---|
| 881 | T = regions[0] |
---|
| 882 | |
---|
| 883 | if isinstance(T, basestring): |
---|
[7276] | 884 | msg = ('You passed in a list of text values into polygon_function ' |
---|
| 885 | 'instead of a list of pairs (polygon, value): "%s"' |
---|
| 886 | % str(T)) |
---|
[5897] | 887 | raise Exception, msg |
---|
[7276] | 888 | |
---|
| 889 | try: |
---|
[5897] | 890 | a = len(T) |
---|
[7276] | 891 | except: |
---|
| 892 | msg = ('Polygon_function takes a list of pairs (polygon, value). ' |
---|
| 893 | 'Got %s' % str(T)) |
---|
| 894 | raise Exception, msg |
---|
[5897] | 895 | |
---|
[7276] | 896 | msg = ('Each entry in regions have two components: (polygon, value). ' |
---|
| 897 | 'I got %s' % str(T)) |
---|
| 898 | assert a == 2, msg |
---|
[5897] | 899 | |
---|
| 900 | if geo_reference is None: |
---|
| 901 | from anuga.coordinate_transforms.geo_reference import Geo_reference |
---|
| 902 | geo_reference = Geo_reference() |
---|
| 903 | |
---|
| 904 | self.default = default |
---|
| 905 | |
---|
| 906 | # Make points in polygons relative to geo_reference |
---|
| 907 | self.regions = [] |
---|
| 908 | for polygon, value in regions: |
---|
| 909 | P = geo_reference.change_points_geo_ref(polygon) |
---|
[6223] | 910 | self.regions.append((P, value)) |
---|
[5897] | 911 | |
---|
[7276] | 912 | ## |
---|
| 913 | # @brief Implement the 'callable' property of Polygon_function. |
---|
| 914 | # @param x List of x coordinates of points ot interest. |
---|
| 915 | # @param y List of y coordinates of points ot interest. |
---|
[5897] | 916 | def __call__(self, x, y): |
---|
[7276] | 917 | x = num.array(x, num.float) |
---|
| 918 | y = num.array(y, num.float) |
---|
[5897] | 919 | |
---|
[7276] | 920 | # x and y must be one-dimensional and same length |
---|
| 921 | assert len(x.shape) == 1 and len(y.shape) == 1 |
---|
| 922 | N = x.shape[0] |
---|
| 923 | assert y.shape[0] == N |
---|
[5897] | 924 | |
---|
[7276] | 925 | points = num.ascontiguousarray(num.concatenate((x[:,num.newaxis], |
---|
| 926 | y[:,num.newaxis]), |
---|
| 927 | axis=1 )) |
---|
[5897] | 928 | |
---|
[7276] | 929 | if callable(self.default): |
---|
| 930 | z = self.default(x, y) |
---|
| 931 | else: |
---|
| 932 | z = num.ones(N, num.float) * self.default |
---|
[5897] | 933 | |
---|
[7276] | 934 | for polygon, value in self.regions: |
---|
| 935 | indices = inside_polygon(points, polygon) |
---|
[5897] | 936 | |
---|
[7276] | 937 | # FIXME: This needs to be vectorised |
---|
| 938 | if callable(value): |
---|
| 939 | for i in indices: |
---|
| 940 | xx = num.array([x[i]]) |
---|
| 941 | yy = num.array([y[i]]) |
---|
[5897] | 942 | z[i] = value(xx, yy)[0] |
---|
[7276] | 943 | else: |
---|
| 944 | for i in indices: |
---|
| 945 | z[i] = value |
---|
[5897] | 946 | |
---|
[6223] | 947 | if len(z) == 0: |
---|
[7276] | 948 | msg = ('Warning: points provided to Polygon function did not fall ' |
---|
| 949 | 'within its regions in [%.2f, %.2f], y in [%.2f, %.2f]' |
---|
| 950 | % (min(x), max(x), min(y), max(y))) |
---|
[7317] | 951 | log.critical(msg) |
---|
[6223] | 952 | |
---|
[5897] | 953 | return z |
---|
| 954 | |
---|
[7276] | 955 | ################################################################################ |
---|
| 956 | # Functions to read and write polygon information |
---|
| 957 | ################################################################################ |
---|
[5897] | 958 | |
---|
[7276] | 959 | ## |
---|
| 960 | # @brief Read polygon data from a file. |
---|
| 961 | # @param filename Path to file containing polygon data. |
---|
| 962 | # @param delimiter Delimiter to split polygon data with. |
---|
| 963 | # @return A list of point data from the polygon file. |
---|
| 964 | def read_polygon(filename, delimiter=','): |
---|
[5897] | 965 | """Read points assumed to form a polygon. |
---|
[7276] | 966 | |
---|
| 967 | There must be exactly two numbers in each line separated by the delimiter. |
---|
| 968 | No header. |
---|
[5897] | 969 | """ |
---|
| 970 | |
---|
| 971 | fid = open(filename) |
---|
| 972 | lines = fid.readlines() |
---|
| 973 | fid.close() |
---|
| 974 | polygon = [] |
---|
| 975 | for line in lines: |
---|
[7276] | 976 | fields = line.split(delimiter) |
---|
| 977 | polygon.append([float(fields[0]), float(fields[1])]) |
---|
[5897] | 978 | |
---|
| 979 | return polygon |
---|
| 980 | |
---|
[7276] | 981 | ## |
---|
| 982 | # @brief Write polygon data to a file. |
---|
| 983 | # @param polygon Polygon points to write to file. |
---|
| 984 | # @param filename Path to file to write. |
---|
| 985 | # @note Delimiter is assumed to be a comma. |
---|
[5897] | 986 | def write_polygon(polygon, filename=None): |
---|
| 987 | """Write polygon to csv file. |
---|
[7276] | 988 | |
---|
| 989 | There will be exactly two numbers, easting and northing, in each line |
---|
| 990 | separated by a comma. |
---|
| 991 | |
---|
| 992 | No header. |
---|
[5897] | 993 | """ |
---|
| 994 | |
---|
| 995 | fid = open(filename, 'w') |
---|
| 996 | for point in polygon: |
---|
[7276] | 997 | fid.write('%f, %f\n' % point) |
---|
[5897] | 998 | fid.close() |
---|
| 999 | |
---|
[7276] | 1000 | ## |
---|
| 1001 | # @brief Unimplemented. |
---|
[6116] | 1002 | def read_tagged_polygons(filename): |
---|
| 1003 | """ |
---|
| 1004 | """ |
---|
| 1005 | pass |
---|
[7276] | 1006 | |
---|
| 1007 | ## |
---|
| 1008 | # @brief Populate given polygon with uniformly distributed points. |
---|
| 1009 | # @param polygon Polygon to uniformly fill. |
---|
| 1010 | # @param number_of_points Number of points required in polygon. |
---|
| 1011 | # @param seed Seed for random number generator. |
---|
| 1012 | # @param exclude List of polygons inside main where points should be excluded. |
---|
| 1013 | # @return List of random points inside input polygon. |
---|
| 1014 | # @note Delimiter is assumed to be a comma. |
---|
[5897] | 1015 | def populate_polygon(polygon, number_of_points, seed=None, exclude=None): |
---|
| 1016 | """Populate given polygon with uniformly distributed points. |
---|
| 1017 | |
---|
| 1018 | Input: |
---|
| 1019 | polygon - list of vertices of polygon |
---|
| 1020 | number_of_points - (optional) number of points |
---|
| 1021 | seed - seed for random number generator (default=None) |
---|
[7276] | 1022 | exclude - list of polygons (inside main polygon) from where points |
---|
| 1023 | should be excluded |
---|
[5897] | 1024 | |
---|
| 1025 | Output: |
---|
| 1026 | points - list of points inside polygon |
---|
| 1027 | |
---|
| 1028 | Examples: |
---|
| 1029 | populate_polygon( [[0,0], [1,0], [1,1], [0,1]], 5 ) |
---|
| 1030 | will return five randomly selected points inside the unit square |
---|
| 1031 | """ |
---|
| 1032 | |
---|
| 1033 | from random import uniform, seed as seed_function |
---|
| 1034 | |
---|
| 1035 | seed_function(seed) |
---|
| 1036 | |
---|
| 1037 | points = [] |
---|
| 1038 | |
---|
| 1039 | # Find outer extent of polygon |
---|
| 1040 | max_x = min_x = polygon[0][0] |
---|
| 1041 | max_y = min_y = polygon[0][1] |
---|
| 1042 | for point in polygon[1:]: |
---|
| 1043 | x = point[0] |
---|
| 1044 | if x > max_x: max_x = x |
---|
| 1045 | if x < min_x: min_x = x |
---|
| 1046 | y = point[1] |
---|
| 1047 | if y > max_y: max_y = y |
---|
| 1048 | if y < min_y: min_y = y |
---|
| 1049 | |
---|
| 1050 | while len(points) < number_of_points: |
---|
| 1051 | x = uniform(min_x, max_x) |
---|
| 1052 | y = uniform(min_y, max_y) |
---|
| 1053 | |
---|
| 1054 | append = False |
---|
| 1055 | if is_inside_polygon([x,y], polygon): |
---|
| 1056 | append = True |
---|
| 1057 | |
---|
| 1058 | #Check exclusions |
---|
| 1059 | if exclude is not None: |
---|
| 1060 | for ex_poly in exclude: |
---|
| 1061 | if is_inside_polygon([x,y], ex_poly): |
---|
| 1062 | append = False |
---|
| 1063 | |
---|
| 1064 | if append is True: |
---|
| 1065 | points.append([x,y]) |
---|
| 1066 | |
---|
| 1067 | return points |
---|
| 1068 | |
---|
[7276] | 1069 | ## |
---|
| 1070 | # @brief Get a point inside a polygon that is close to an edge. |
---|
| 1071 | # @param polygon List of vertices of polygon. |
---|
| 1072 | # @param delta Maximum distance from an edge is delta * sqrt(2). |
---|
| 1073 | # @return A point that is inside polgon and close to the polygon edge. |
---|
[5897] | 1074 | def point_in_polygon(polygon, delta=1e-8): |
---|
| 1075 | """Return a point inside a given polygon which will be close to the |
---|
| 1076 | polygon edge. |
---|
| 1077 | |
---|
| 1078 | Input: |
---|
| 1079 | polygon - list of vertices of polygon |
---|
| 1080 | delta - the square root of 2 * delta is the maximum distance from the |
---|
| 1081 | polygon points and the returned point. |
---|
| 1082 | Output: |
---|
| 1083 | points - a point inside polygon |
---|
| 1084 | |
---|
[7276] | 1085 | searches in all diagonals and up and down (not left and right). |
---|
[5897] | 1086 | """ |
---|
[7276] | 1087 | |
---|
[5897] | 1088 | import exceptions |
---|
[7276] | 1089 | |
---|
[5897] | 1090 | class Found(exceptions.Exception): pass |
---|
| 1091 | |
---|
[6534] | 1092 | polygon = ensure_numeric(polygon) |
---|
| 1093 | |
---|
[5897] | 1094 | point_in = False |
---|
| 1095 | while not point_in: |
---|
| 1096 | try: |
---|
[7276] | 1097 | for poly_point in polygon: # [1:]: |
---|
| 1098 | for x_mult in range(-1, 2): |
---|
| 1099 | for y_mult in range(-1, 2): |
---|
[5897] | 1100 | x = poly_point[0] |
---|
| 1101 | y = poly_point[1] |
---|
[7276] | 1102 | |
---|
[5897] | 1103 | if x == 0: |
---|
[7276] | 1104 | x_delta = x_mult * delta |
---|
[5897] | 1105 | else: |
---|
[7276] | 1106 | x_delta = x + x_mult*x*delta |
---|
[5897] | 1107 | |
---|
| 1108 | if y == 0: |
---|
[7276] | 1109 | y_delta = y_mult * delta |
---|
[5897] | 1110 | else: |
---|
[7276] | 1111 | y_delta = y + y_mult*y*delta |
---|
[5897] | 1112 | |
---|
| 1113 | point = [x_delta, y_delta] |
---|
[7276] | 1114 | |
---|
[5897] | 1115 | if is_inside_polygon(point, polygon, closed=False): |
---|
| 1116 | raise Found |
---|
| 1117 | except Found: |
---|
| 1118 | point_in = True |
---|
| 1119 | else: |
---|
[7276] | 1120 | delta = delta * 0.1 |
---|
| 1121 | |
---|
[5897] | 1122 | return point |
---|
| 1123 | |
---|
[7276] | 1124 | ## |
---|
| 1125 | # @brief Calculate approximate number of triangles inside a bounding polygon. |
---|
| 1126 | # @param interior_regions |
---|
| 1127 | # @param bounding_poly |
---|
| 1128 | # @param remainder_res |
---|
| 1129 | # @return The number of triangles. |
---|
[5897] | 1130 | def number_mesh_triangles(interior_regions, bounding_poly, remainder_res): |
---|
| 1131 | """Calculate the approximate number of triangles inside the |
---|
| 1132 | bounding polygon and the other interior regions |
---|
| 1133 | |
---|
[7276] | 1134 | Polygon areas are converted to square Kms |
---|
[5897] | 1135 | |
---|
| 1136 | FIXME: Add tests for this function |
---|
| 1137 | """ |
---|
[7276] | 1138 | |
---|
[5897] | 1139 | from anuga.utilities.polygon import polygon_area |
---|
| 1140 | |
---|
| 1141 | # TO DO check if any of the regions fall inside one another |
---|
| 1142 | |
---|
[7317] | 1143 | log.critical('-' * 80) |
---|
| 1144 | log.critical('Polygon Max triangle area (m^2) Total area (km^2) ' |
---|
| 1145 | 'Estimated #triangles') |
---|
| 1146 | log.critical('-' * 80) |
---|
[5897] | 1147 | |
---|
| 1148 | no_triangles = 0.0 |
---|
| 1149 | area = polygon_area(bounding_poly) |
---|
[7276] | 1150 | |
---|
[5897] | 1151 | for poly, resolution in interior_regions: |
---|
| 1152 | this_area = polygon_area(poly) |
---|
| 1153 | this_triangles = this_area/resolution |
---|
| 1154 | no_triangles += this_triangles |
---|
| 1155 | area -= this_area |
---|
[7276] | 1156 | |
---|
[7317] | 1157 | log.critical('Interior %s%s%d' |
---|
| 1158 | % (('%.0f' % resolution).ljust(25), |
---|
| 1159 | ('%.2f' % (this_area/1000000)).ljust(19), |
---|
| 1160 | this_triangles)) |
---|
| 1161 | #print 'Interior ', |
---|
| 1162 | #print ('%.0f' % resolution).ljust(25), |
---|
| 1163 | #print ('%.2f' % (this_area/1000000)).ljust(19), |
---|
| 1164 | #print '%d' % (this_triangles) |
---|
[7276] | 1165 | |
---|
[5897] | 1166 | bound_triangles = area/remainder_res |
---|
| 1167 | no_triangles += bound_triangles |
---|
| 1168 | |
---|
[7317] | 1169 | log.critical('Bounding %s%s%d' |
---|
| 1170 | % (('%.0f' % remainder_res).ljust(25), |
---|
| 1171 | ('%.2f' % (area/1000000)).ljust(19), |
---|
| 1172 | bound_triangles)) |
---|
| 1173 | #print 'Bounding ', |
---|
| 1174 | #print ('%.0f' % remainder_res).ljust(25), |
---|
| 1175 | #print ('%.2f' % (area/1000000)).ljust(19), |
---|
| 1176 | #print '%d' % (bound_triangles) |
---|
[5897] | 1177 | |
---|
| 1178 | total_number_of_triangles = no_triangles/0.7 |
---|
| 1179 | |
---|
[7317] | 1180 | log.critical('Estimated total number of triangles: %d' |
---|
| 1181 | % total_number_of_triangles) |
---|
| 1182 | log.critical('Note: This is generally about 20%% ' |
---|
| 1183 | 'less than the final amount') |
---|
[5897] | 1184 | |
---|
| 1185 | return int(total_number_of_triangles) |
---|
| 1186 | |
---|
[7276] | 1187 | ## |
---|
| 1188 | # @brief Reduce number of points in polygon by the specified factor. |
---|
| 1189 | # @param polygon The polygon to reduce. |
---|
| 1190 | # @param factor The factor to reduce polygon points by (default 10). |
---|
| 1191 | # @return The reduced polygon points list. |
---|
| 1192 | # @note The extrema of both axes are preserved. |
---|
[5897] | 1193 | def decimate_polygon(polygon, factor=10): |
---|
| 1194 | """Reduce number of points in polygon by the specified |
---|
| 1195 | factor (default=10, hence the name of the function) such that |
---|
| 1196 | the extrema in both axes are preserved. |
---|
| 1197 | |
---|
| 1198 | Return reduced polygon |
---|
| 1199 | """ |
---|
| 1200 | |
---|
| 1201 | # FIXME(Ole): This doesn't work at present, |
---|
| 1202 | # but it isn't critical either |
---|
| 1203 | |
---|
| 1204 | # Find outer extent of polygon |
---|
| 1205 | num_polygon = ensure_numeric(polygon) |
---|
| 1206 | max_x = max(num_polygon[:,0]) |
---|
| 1207 | max_y = max(num_polygon[:,1]) |
---|
| 1208 | min_x = min(num_polygon[:,0]) |
---|
[7276] | 1209 | min_y = min(num_polygon[:,1]) |
---|
[5897] | 1210 | |
---|
| 1211 | # Keep only some points making sure extrema are kept |
---|
[7276] | 1212 | reduced_polygon = [] |
---|
[5897] | 1213 | for i, point in enumerate(polygon): |
---|
| 1214 | x = point[0] |
---|
[7276] | 1215 | y = point[1] |
---|
[5897] | 1216 | if x in [min_x, max_x] and y in [min_y, max_y]: |
---|
| 1217 | # Keep |
---|
| 1218 | reduced_polygon.append(point) |
---|
| 1219 | else: |
---|
| 1220 | if len(reduced_polygon)*factor < i: |
---|
[7276] | 1221 | reduced_polygon.append(point) |
---|
[5897] | 1222 | |
---|
| 1223 | return reduced_polygon |
---|
| 1224 | |
---|
[6189] | 1225 | ## |
---|
| 1226 | # @brief Interpolate linearly from polyline nodes to midpoints of triangles. |
---|
| 1227 | # @param data The data on the polyline nodes. |
---|
| 1228 | # @param polyline_nodes ?? |
---|
| 1229 | # @param gauge_neighbour_id ?? FIXME(Ole): I want to get rid of this |
---|
| 1230 | # @param point_coordinates ?? |
---|
| 1231 | # @param verbose True if this function is to be verbose. |
---|
| 1232 | def interpolate_polyline(data, |
---|
| 1233 | polyline_nodes, |
---|
| 1234 | gauge_neighbour_id, |
---|
| 1235 | interpolation_points=None, |
---|
| 1236 | rtol=1.0e-6, |
---|
| 1237 | atol=1.0e-8, |
---|
| 1238 | verbose=False): |
---|
| 1239 | """Interpolate linearly between values data on polyline nodes |
---|
[7276] | 1240 | of a polyline to list of interpolation points. |
---|
[6189] | 1241 | |
---|
| 1242 | data is the data on the polyline nodes. |
---|
| 1243 | |
---|
| 1244 | Inputs: |
---|
| 1245 | data: Vector or array of data at the polyline nodes. |
---|
[7276] | 1246 | polyline_nodes: Location of nodes where data is available. |
---|
[6189] | 1247 | gauge_neighbour_id: ? |
---|
| 1248 | interpolation_points: Interpolate polyline data to these positions. |
---|
| 1249 | List of coordinate pairs [x, y] of |
---|
[7276] | 1250 | data points or an nx2 numeric array or a Geospatial_data object |
---|
| 1251 | rtol, atol: Used to determine whether a point is on the polyline or not. |
---|
| 1252 | See point_on_line. |
---|
[6189] | 1253 | |
---|
| 1254 | Output: |
---|
| 1255 | Interpolated values at interpolation points |
---|
| 1256 | """ |
---|
[7276] | 1257 | |
---|
[6189] | 1258 | if isinstance(interpolation_points, Geospatial_data): |
---|
[7276] | 1259 | interpolation_points = interpolation_points.\ |
---|
| 1260 | get_data_points(absolute=True) |
---|
[6189] | 1261 | |
---|
[7276] | 1262 | interpolated_values = num.zeros(len(interpolation_points), num.float) |
---|
[6189] | 1263 | |
---|
[7276] | 1264 | data = ensure_numeric(data, num.float) |
---|
| 1265 | polyline_nodes = ensure_numeric(polyline_nodes, num.float) |
---|
| 1266 | interpolation_points = ensure_numeric(interpolation_points, num.float) |
---|
| 1267 | gauge_neighbour_id = ensure_numeric(gauge_neighbour_id, num.int) |
---|
[6189] | 1268 | |
---|
[7276] | 1269 | n = polyline_nodes.shape[0] # Number of nodes in polyline |
---|
| 1270 | |
---|
[6189] | 1271 | # Input sanity check |
---|
| 1272 | msg = 'interpolation_points are not given (interpolate.py)' |
---|
| 1273 | assert interpolation_points is not None, msg |
---|
[7276] | 1274 | |
---|
[6189] | 1275 | msg = 'function value must be specified at every interpolation node' |
---|
[7276] | 1276 | assert data.shape[0] == polyline_nodes.shape[0], msg |
---|
| 1277 | |
---|
[6189] | 1278 | msg = 'Must define function value at one or more nodes' |
---|
[7276] | 1279 | assert data.shape[0] > 0, msg |
---|
[6189] | 1280 | |
---|
| 1281 | if n == 1: |
---|
| 1282 | msg = 'Polyline contained only one point. I need more. ' + str(data) |
---|
| 1283 | raise Exception, msg |
---|
| 1284 | elif n > 1: |
---|
| 1285 | _interpolate_polyline(data, |
---|
| 1286 | polyline_nodes, |
---|
| 1287 | gauge_neighbour_id, |
---|
[7276] | 1288 | interpolation_points, |
---|
[6189] | 1289 | interpolated_values, |
---|
| 1290 | rtol, |
---|
| 1291 | atol) |
---|
[7276] | 1292 | |
---|
[6189] | 1293 | return interpolated_values |
---|
| 1294 | |
---|
[7276] | 1295 | ## |
---|
| 1296 | # @brief |
---|
| 1297 | # @param data |
---|
| 1298 | # @param polyline_nodes |
---|
| 1299 | # @param gauge_neighbour_id |
---|
| 1300 | # @param interpolation_points |
---|
| 1301 | # @param interpolated_values |
---|
| 1302 | # @param rtol |
---|
| 1303 | # @param atol |
---|
| 1304 | # @return |
---|
| 1305 | # @note OBSOLETED BY C-EXTENSION |
---|
[6189] | 1306 | def _interpolate_polyline(data, |
---|
[7276] | 1307 | polyline_nodes, |
---|
| 1308 | gauge_neighbour_id, |
---|
| 1309 | interpolation_points, |
---|
[6189] | 1310 | interpolated_values, |
---|
| 1311 | rtol=1.0e-6, |
---|
| 1312 | atol=1.0e-8): |
---|
| 1313 | """Auxiliary function used by interpolate_polyline |
---|
[7276] | 1314 | |
---|
[6189] | 1315 | NOTE: OBSOLETED BY C-EXTENSION |
---|
| 1316 | """ |
---|
[7276] | 1317 | |
---|
| 1318 | number_of_nodes = len(polyline_nodes) |
---|
[6189] | 1319 | number_of_points = len(interpolation_points) |
---|
[7276] | 1320 | |
---|
| 1321 | for j in range(number_of_nodes): |
---|
[6189] | 1322 | neighbour_id = gauge_neighbour_id[j] |
---|
[7276] | 1323 | |
---|
| 1324 | # FIXME(Ole): I am convinced that gauge_neighbour_id can be discarded, |
---|
| 1325 | # but need to check with John J. |
---|
[6189] | 1326 | # Keep it for now (17 Jan 2009) |
---|
[7276] | 1327 | # When gone, we can simply interpolate between neighbouring nodes, |
---|
| 1328 | # i.e. neighbour_id = j+1. |
---|
| 1329 | # and the test below becomes something like: if j < number_of_nodes... |
---|
| 1330 | |
---|
[6189] | 1331 | if neighbour_id >= 0: |
---|
| 1332 | x0, y0 = polyline_nodes[j,:] |
---|
| 1333 | x1, y1 = polyline_nodes[neighbour_id,:] |
---|
[7276] | 1334 | |
---|
[6189] | 1335 | segment_len = sqrt((x1-x0)**2 + (y1-y0)**2) |
---|
[7276] | 1336 | segment_delta = data[neighbour_id] - data[j] |
---|
[6189] | 1337 | slope = segment_delta/segment_len |
---|
[7276] | 1338 | |
---|
| 1339 | for i in range(number_of_points): |
---|
[6189] | 1340 | x, y = interpolation_points[i,:] |
---|
[7276] | 1341 | if point_on_line([x, y], [[x0, y0], [x1, y1]], |
---|
| 1342 | rtol=rtol, atol=atol): |
---|
[6189] | 1343 | dist = sqrt((x-x0)**2 + (y-y0)**2) |
---|
| 1344 | interpolated_values[i] = slope*dist + data[j] |
---|
| 1345 | |
---|
| 1346 | |
---|
[7276] | 1347 | ################################################################################ |
---|
| 1348 | # Initialise module |
---|
| 1349 | ################################################################################ |
---|
[5897] | 1350 | |
---|
[6119] | 1351 | from anuga.utilities import compile |
---|
| 1352 | if compile.can_use_C_extension('polygon_ext.c'): |
---|
[5897] | 1353 | # Underlying C implementations can be accessed |
---|
| 1354 | from polygon_ext import _point_on_line |
---|
| 1355 | from polygon_ext import _separate_points_by_polygon |
---|
[6189] | 1356 | from polygon_ext import _interpolate_polyline |
---|
[6535] | 1357 | from polygon_ext import _is_inside_triangle |
---|
[5897] | 1358 | #from polygon_ext import _intersection |
---|
| 1359 | |
---|
| 1360 | else: |
---|
| 1361 | msg = 'C implementations could not be accessed by %s.\n ' %__file__ |
---|
| 1362 | msg += 'Make sure compile_all.py has been run as described in ' |
---|
| 1363 | msg += 'the ANUGA installation guide.' |
---|
| 1364 | raise Exception, msg |
---|
| 1365 | |
---|
| 1366 | |
---|
| 1367 | if __name__ == "__main__": |
---|
| 1368 | pass |
---|