Coverage for colour/characterisation/tests/test_aces_it.py: 100%

1""" 

2Define the unit tests for the :mod:`colour.characterisation.aces_it` module. 

3""" 

4 

5from __future__ import annotations 

6 

7import os 

8 

9import numpy as np 

10 

11from colour.characterisation import ( 

12 MSDS_ACES_RICD, 

13 MSDS_CAMERA_SENSITIVITIES, 

14 SDS_COLOURCHECKERS, 

15 RGB_CameraSensitivities, 

16 best_illuminant, 

17 camera_RGB_to_ACES2065_1, 

18 generate_illuminants_rawtoaces_v1, 

19 matrix_idt, 

20 normalise_illuminant, 

21 optimisation_factory_Jzazbz, 

22 optimisation_factory_Oklab_15, 

23 optimisation_factory_rawtoaces_v1, 

24 read_training_data_rawtoaces_v1, 

25 sd_to_aces_relative_exposure_values, 

26 training_data_sds_to_RGB, 

27 training_data_sds_to_XYZ, 

28 white_balance_multipliers, 

29 whitepoint_preserving_matrix, 

30) 

31from colour.characterisation.aces_it import ROOT_RESOURCES_RAWTOACES 

32from colour.colorimetry import ( 

33 MSDS_CMFS, 

34 SDS_ILLUMINANTS, 

35 SpectralDistribution, 

36 SpectralShape, 

37 reshape_msds, 

38 sd_constant, 

39 sd_ones, 

40 sds_and_msds_to_msds, 

41) 

42from colour.constants import TOLERANCE_ABSOLUTE_TESTS 

43from colour.io import read_sds_from_csv_file 

44from colour.utilities import domain_range_scale, is_scipy_installed 

45 

46__author__ = "Colour Developers" 

47__copyright__ = "Copyright 2013 Colour Developers" 

48__license__ = "BSD-3-Clause - https://opensource.org/licenses/BSD-3-Clause" 

49__maintainer__ = "Colour Developers" 

50__email__ = "colour-developers@colour-science.org" 

51__status__ = "Production" 

52 

53__all__ = [ 

54 "MSDS_CANON_EOS_5DMARK_II", 

55 "SD_AMPAS_ISO7589_STUDIO_TUNGSTEN", 

56 "TestSdToAcesRelativeExposureValues", 

57 "TestReadTrainingDataRawtoacesV1", 

58 "TestGenerateIlluminantsRawtoacesV1", 

59 "TestWhiteBalanceMultipliers", 

60 "TestBestIlluminant", 

61 "TestNormaliseIlluminant", 

62 "TestTrainingDataSdsToRGB", 

63 "TestTrainingDataSdsToXYZ", 

64 "TestWhitepointPreservingMatrix", 

65 "TestOptimizationFactoryRawtoacesV1", 

66 "TestOptimizationFactoryJzazbz", 

67 "TestOptimizationFactoryOklab18", 

68 "TestMatrixIdt", 

69 "TestCamera_RGB_to_ACES2065_1", 

70] 

71 

72MSDS_CANON_EOS_5DMARK_II: RGB_CameraSensitivities = RGB_CameraSensitivities( 

73 sds_and_msds_to_msds( 

74 list( 

75 read_sds_from_csv_file( 

76 os.path.join( 

77 ROOT_RESOURCES_RAWTOACES, 

78 "CANON_EOS_5DMark_II_RGB_Sensitivities.csv", 

79 ) 

80 ).values() 

81 ) 

82 ) 

83) 

84 

85SD_AMPAS_ISO7589_STUDIO_TUNGSTEN: SpectralDistribution = read_sds_from_csv_file( 

86 os.path.join(ROOT_RESOURCES_RAWTOACES, "AMPAS_ISO_7589_Tungsten.csv") 

87)["iso7589"] 

88 

89 

90class TestSdToAcesRelativeExposureValues: 

91 """ 

92 Define :func:`colour.characterisation.aces_it.\ 

93sd_to_aces_relative_exposure_values` definition unit tests methods. 

94 """ 

95 

96 def test_sd_to_aces_relative_exposure_values(self) -> None: 

97 """ 

98 Test :func:`colour.characterisation.aces_it.\ 

99sd_to_aces_relative_exposure_values` definition. 

100 """ 

101 

102 shape = MSDS_ACES_RICD.shape 

103 grey_reflector = sd_constant(0.18, shape) 

104 np.testing.assert_allclose( 

105 sd_to_aces_relative_exposure_values(grey_reflector), 

106 np.array([0.18, 0.18, 0.18]), 

107 atol=TOLERANCE_ABSOLUTE_TESTS, 

108 ) 

109 

110 perfect_reflector = sd_ones(shape) 

111 np.testing.assert_allclose( 

112 sd_to_aces_relative_exposure_values(perfect_reflector), 

113 np.array([0.97783784, 0.97783784, 0.97783784]), 

114 atol=TOLERANCE_ABSOLUTE_TESTS, 

115 ) 

116 

117 dark_skin = SDS_COLOURCHECKERS["ColorChecker N Ohta"]["dark skin"] 

118 np.testing.assert_allclose( 

119 sd_to_aces_relative_exposure_values(dark_skin), 

120 np.array([0.11807796, 0.08690312, 0.05891252]), 

121 atol=TOLERANCE_ABSOLUTE_TESTS, 

122 ) 

123 

124 np.testing.assert_allclose( 

125 sd_to_aces_relative_exposure_values(dark_skin, SDS_ILLUMINANTS["A"]), 

126 np.array([0.12937082, 0.09120875, 0.06110636]), 

127 atol=TOLERANCE_ABSOLUTE_TESTS, 

128 ) 

129 

130 np.testing.assert_allclose( 

131 sd_to_aces_relative_exposure_values(dark_skin), 

132 np.array([0.11807796, 0.08690312, 0.05891252]), 

133 atol=TOLERANCE_ABSOLUTE_TESTS, 

134 ) 

135 

136 np.testing.assert_allclose( 

137 sd_to_aces_relative_exposure_values( 

138 dark_skin, 

139 chromatic_adaptation_transform="Bradford", 

140 ), 

141 np.array([0.11805993, 0.08689013, 0.05900396]), 

142 atol=TOLERANCE_ABSOLUTE_TESTS, 

143 ) 

144 

145 def test_domain_range_scale_spectral_to_aces_relative_exposure_values( 

146 self, 

147 ) -> None: 

148 """ 

149 Test :func:`colour.characterisation.aces_it. 

150 sd_to_aces_relative_exposure_values` definition domain and range scale 

151 support. 

152 """ 

153 

154 shape = MSDS_ACES_RICD.shape 

155 grey_reflector = sd_constant(0.18, shape) 

156 RGB = sd_to_aces_relative_exposure_values(grey_reflector) 

157 

158 d_r = (("reference", 1), ("1", 1), ("100", 100)) 

159 for scale, factor in d_r: 

160 with domain_range_scale(scale): 

161 np.testing.assert_allclose( 

162 sd_to_aces_relative_exposure_values(grey_reflector), 

163 RGB * factor, 

164 atol=TOLERANCE_ABSOLUTE_TESTS, 

165 ) 

166 

167 

168class TestReadTrainingDataRawtoacesV1: 

169 """ 

170 Define :func:`colour.characterisation.aces_it.\ 

171read_training_data_rawtoaces_v1` definition unit tests methods. 

172 """ 

173 

174 def test_read_training_data_rawtoaces_v1(self) -> None: 

175 """ 

176 Test :func:`colour.characterisation.aces_it. 

177 read_training_data_rawtoaces_v1` definition. 

178 """ 

179 

180 assert len(read_training_data_rawtoaces_v1().labels) == 190 

181 

182 

183class TestGenerateIlluminantsRawtoacesV1: 

184 """ 

185 Define :func:`colour.characterisation.aces_it.\ 

186generate_illuminants_rawtoaces_v1` definition unit tests methods. 

187 """ 

188 

189 def test_generate_illuminants_rawtoaces_v1(self) -> None: 

190 """ 

191 Test :func:`colour.characterisation.aces_it. 

192 generate_illuminants_rawtoaces_v1` definition. 

193 """ 

194 

195 assert sorted(generate_illuminants_rawtoaces_v1().keys()) == [ 

196 "1000K Blackbody", 

197 "1500K Blackbody", 

198 "2000K Blackbody", 

199 "2500K Blackbody", 

200 "3000K Blackbody", 

201 "3500K Blackbody", 

202 "D100", 

203 "D105", 

204 "D110", 

205 "D115", 

206 "D120", 

207 "D125", 

208 "D130", 

209 "D135", 

210 "D140", 

211 "D145", 

212 "D150", 

213 "D155", 

214 "D160", 

215 "D165", 

216 "D170", 

217 "D175", 

218 "D180", 

219 "D185", 

220 "D190", 

221 "D195", 

222 "D200", 

223 "D205", 

224 "D210", 

225 "D215", 

226 "D220", 

227 "D225", 

228 "D230", 

229 "D235", 

230 "D240", 

231 "D245", 

232 "D250", 

233 "D40", 

234 "D45", 

235 "D50", 

236 "D55", 

237 "D60", 

238 "D65", 

239 "D70", 

240 "D75", 

241 "D80", 

242 "D85", 

243 "D90", 

244 "D95", 

245 "iso7589", 

246 ] 

247 

248 

249class TestWhiteBalanceMultipliers: 

250 """ 

251 Define :func:`colour.characterisation.aces_it.white_balance_multipliers` 

252 definition unit tests methods. 

253 """ 

254 

255 def test_white_balance_multipliers(self) -> None: 

256 """ 

257 Test :func:`colour.characterisation.aces_it.white_balance_multipliers` 

258 definition. 

259 """ 

260 

261 np.testing.assert_allclose( 

262 white_balance_multipliers(MSDS_CANON_EOS_5DMARK_II, SDS_ILLUMINANTS["D55"]), 

263 np.array([2.34141541, 1.00000000, 1.51633759]), 

264 atol=TOLERANCE_ABSOLUTE_TESTS, 

265 ) 

266 

267 np.testing.assert_allclose( 

268 white_balance_multipliers( 

269 MSDS_CANON_EOS_5DMARK_II, 

270 SDS_ILLUMINANTS["ISO 7589 Studio Tungsten"], 

271 ), 

272 np.array([1.57095278, 1.00000000, 2.43560477]), 

273 atol=TOLERANCE_ABSOLUTE_TESTS, 

274 ) 

275 

276 

277class TestBestIlluminant: 

278 """ 

279 Define :func:`colour.characterisation.aces_it.best_illuminant` definition 

280 unit tests methods. 

281 """ 

282 

283 def test_best_illuminant(self) -> None: 

284 """ 

285 Test :func:`colour.characterisation.aces_it.best_illuminant` 

286 definition. 

287 """ 

288 

289 assert ( 

290 best_illuminant( 

291 white_balance_multipliers( 

292 MSDS_CANON_EOS_5DMARK_II, SDS_ILLUMINANTS["FL2"] 

293 ), 

294 MSDS_CANON_EOS_5DMARK_II, 

295 generate_illuminants_rawtoaces_v1(), 

296 ).name 

297 == "D40" 

298 ) 

299 

300 assert ( 

301 best_illuminant( 

302 white_balance_multipliers( 

303 MSDS_CANON_EOS_5DMARK_II, SDS_ILLUMINANTS["A"] 

304 ), 

305 MSDS_CANON_EOS_5DMARK_II, 

306 generate_illuminants_rawtoaces_v1(), 

307 ).name 

308 == "3000K Blackbody" 

309 ) 

310 

311 

312class TestNormaliseIlluminant: 

313 """ 

314 Define :func:`colour.characterisation.aces_it.normalise_illuminant` 

315 definition unit tests methods. 

316 """ 

317 

318 def test_normalise_illuminant(self) -> None: 

319 """ 

320 Test :func:`colour.characterisation.aces_it.normalise_illuminant` 

321 definition. 

322 """ 

323 

324 np.testing.assert_allclose( 

325 np.sum( 

326 normalise_illuminant( 

327 SDS_ILLUMINANTS["D55"], MSDS_CANON_EOS_5DMARK_II 

328 ).values 

329 ), 

330 3.439037388220850, 

331 atol=TOLERANCE_ABSOLUTE_TESTS, 

332 ) 

333 

334 

335class TestTrainingDataSdsToRGB: 

336 """ 

337 Define :func:`colour.characterisation.aces_it.training_data_sds_to_RGB` 

338 definition unit tests methods. 

339 """ 

340 

341 def test_training_data_sds_to_RGB(self) -> None: 

342 """ 

343 Test :func:`colour.characterisation.aces_it.training_data_sds_to_RGB` 

344 definition. 

345 """ 

346 

347 RGB, RGB_w = training_data_sds_to_RGB( 

348 read_training_data_rawtoaces_v1(), 

349 MSDS_CANON_EOS_5DMARK_II, 

350 SDS_ILLUMINANTS["D55"], 

351 ) 

352 np.testing.assert_allclose( 

353 RGB, 

354 np.array( 

355 [ 

356 [42.00296381, 39.83290349, 43.28842394], 

357 [181.25453293, 180.47486885, 180.30657630], 

358 [1580.35041765, 1578.67251435, 1571.05703787], 

359 [403.67553672, 403.67553672, 403.67553672], 

360 [1193.51958332, 1194.63985124, 1183.92806238], 

361 [862.07824054, 863.30644583, 858.29863779], 

362 [605.42274304, 602.94953701, 596.61414309], 

363 [395.70687930, 394.67167942, 392.97719777], 

364 [227.27502116, 228.33554705, 227.96959477], 

365 [130.97735082, 132.12395139, 131.97239271], 

366 [61.79308820, 61.85572037, 62.40560537], 

367 [592.29430914, 383.93309398, 282.70032306], 

368 [504.67305022, 294.69245978, 193.90976423], 

369 [640.93167741, 494.91914821, 421.68337308], 

370 [356.53952646, 239.77610719, 181.18147755], 

371 [179.58569818, 130.00540238, 109.23999883], 

372 [1061.07297514, 818.29727750, 730.13362169], 

373 [765.75936417, 522.06805938, 456.59355601], 

374 [104.70554060, 80.35106922, 65.75667232], 

375 [694.19925422, 161.06849749, 214.20170991], 

376 [1054.83161580, 709.41713619, 668.10329523], 

377 [697.35479081, 276.20032105, 275.86226833], 

378 [183.26315174, 65.93801513, 74.60775905], 

379 [359.74416854, 59.73576149, 89.81296522], 

380 [1043.53760601, 405.48081521, 376.37298474], 

381 [344.35374209, 111.26727966, 109.10587712], 

382 [215.18064862, 87.41152853, 85.18152727], 

383 [555.37005673, 134.76016985, 111.54658160], 

384 [931.71846961, 210.02605133, 150.65312210], 

385 [211.01186324, 50.73939233, 54.55750662], 

386 [654.45781665, 132.73694874, 107.20009737], 

387 [1193.89772859, 625.60766645, 521.51066476], 

388 [802.65730883, 228.94887565, 178.30864097], 

389 [149.82853589, 44.31839648, 55.29195048], 

390 [80.88083928, 33.78936351, 41.73438243], 

391 [579.50157840, 240.80755019, 188.50864121], 

392 [537.09280420, 80.41714202, 48.28907694], 

393 [777.62363031, 205.11587061, 122.43126732], 

394 [292.65436510, 59.53457252, 44.27126512], 

395 [511.68625012, 134.76897130, 85.73242441], 

396 [903.64947615, 462.49015529, 350.74183199], 

397 [852.95457070, 291.64071698, 151.51871958], 

398 [1427.59841722, 907.54863477, 724.29520203], 

399 [527.68979414, 169.76114596, 89.48561902], 

400 [496.62188809, 317.11827387, 243.77642038], 

401 [554.39017413, 284.77453644, 181.92376325], 

402 [310.50669032, 96.25812545, 41.22765558], 

403 [1246.49891599, 522.05121993, 238.28646123], 

404 [240.19646249, 118.57745244, 82.68426681], 

405 [1005.98836135, 355.93514762, 118.60457241], 

406 [792.31376787, 369.56509398, 143.27388201], 

407 [459.04590557, 315.46594358, 215.53901098], 

408 [806.50918893, 352.20277469, 97.69239677], 

409 [1574.11778922, 1078.61331515, 697.02647383], 

410 [1015.45155837, 598.98507153, 301.94169280], 

411 [479.68722930, 242.23619637, 72.60351059], 

412 [1131.70538515, 628.32510627, 213.67910327], 

413 [185.86573238, 162.55033903, 137.59385867], 

414 [1131.77074807, 603.89218698, 153.83160203], 

415 [638.14148862, 527.18090248, 410.12394346], 

416 [884.58039320, 655.09236879, 329.23967927], 

417 [1172.73094356, 840.43080883, 380.90114088], 

418 [1490.24223350, 1111.18491878, 482.33357611], 

419 [1054.70234779, 513.29967197, 91.55980977], 

420 [1532.99674295, 1035.15868150, 253.21942988], 

421 [662.35328287, 528.52354760, 326.56458987], 

422 [1769.55456145, 1557.58571488, 1155.79098414], 

423 [1196.62083017, 1079.28012658, 888.47017893], 

424 [1578.73591185, 1089.40083172, 314.45691871], 

425 [252.98204345, 206.56788008, 153.62801631], 

426 [973.59975800, 714.51185344, 251.12884859], 

427 [1661.01720988, 1340.46809762, 619.61710815], 

428 [656.66179353, 566.61547800, 322.22788098], 

429 [676.69663303, 571.86743785, 249.62031449], 

430 [1229.28626315, 1020.14702709, 353.11090960], 

431 [390.76190378, 324.36051944, 119.31108035], 

432 [1524.10495708, 1366.72397704, 633.03830849], 

433 [1264.54750712, 1149.12002542, 335.25348483], 

434 [265.96753330, 260.89397210, 130.78590008], 

435 [90.15969432, 90.72350914, 55.12008388], 

436 [298.22463247, 300.48700028, 101.95760063], 

437 [813.34391710, 820.12623357, 313.17818415], 

438 [186.96402165, 190.38042094, 104.27515726], 

439 [230.34939258, 235.91900919, 120.77815429], 

440 [469.57926615, 472.51064145, 256.40912347], 

441 [117.81249486, 129.17019984, 69.78861213], 

442 [133.39581196, 151.50390168, 77.66255652], 

443 [164.19259747, 172.13159331, 80.92295294], 

444 [146.12230124, 149.32536508, 87.48300520], 

445 [201.93215173, 208.89885695, 111.84447436], 

446 [248.41427850, 282.34047722, 122.55482010], 

447 [304.35509339, 377.38986207, 118.66130122], 

448 [381.85533606, 530.40398972, 150.83506876], 

449 [967.19810669, 1161.33086750, 663.54746741], 

450 [613.98437237, 865.41677370, 362.92357557], 

451 [410.21304405, 611.89683658, 284.09389273], 

452 [279.50447144, 416.01646348, 213.18049093], 

453 [334.48807624, 487.46571814, 235.49134434], 

454 [664.04349337, 867.87454943, 549.71146455], 

455 [311.66934673, 431.38058636, 256.13307806], 

456 [110.04404638, 203.88196409, 104.63331585], 

457 [153.35857585, 312.67834716, 149.90942505], 

458 [273.46344514, 462.41992197, 292.50571823], 

459 [184.77058437, 267.46361125, 193.71894670], 

460 [75.79805899, 163.84071881, 95.67465270], 

461 [461.73803707, 668.68797906, 484.77687282], 

462 [523.01992144, 790.69326153, 598.73122243], 

463 [105.89414085, 124.92341127, 113.03925656], 

464 [279.33299507, 446.45128537, 344.73426977], 

465 [340.57250119, 381.28610429, 353.83182947], 

466 [141.00956904, 329.50139051, 228.90179483], 

467 [117.29728945, 156.88993944, 139.49878229], 

468 [565.12438106, 696.52297174, 615.88218349], 

469 [1046.73447319, 1446.22424473, 1277.47338963], 

470 [133.87404291, 253.25944193, 224.75872956], 

471 [586.52626500, 1015.43013448, 885.49907251], 

472 [927.08412116, 1197.93784752, 1140.76612264], 

473 [81.29463446, 202.46201173, 186.35209411], 

474 [350.90699453, 788.82959642, 669.10307704], 

475 [278.88231719, 581.42068355, 526.82554470], 

476 [642.66176703, 990.64038619, 907.64284280], 

477 [689.10344984, 942.49383066, 900.33073076], 

478 [190.62073977, 540.21088595, 523.62573562], 

479 [322.35685764, 676.02683754, 692.94583013], 

480 [896.29532467, 1289.90474463, 1311.34615018], 

481 [204.06785020, 321.83261403, 337.01923114], 

482 [237.10512554, 549.97044011, 646.06486244], 

483 [907.26703197, 1252.44260107, 1309.50173432], 

484 [504.74103065, 728.27088424, 782.27808125], 

485 [470.91049729, 912.49116456, 1059.41083523], 

486 [231.75497961, 539.14727494, 732.41647792], 

487 [624.91135978, 943.51709467, 1086.48492282], 

488 [104.84186738, 398.05825469, 663.96030581], 

489 [100.47632953, 226.41423139, 323.51675153], 

490 [998.19560093, 1168.81108673, 1283.07267859], 

491 [350.74519746, 457.74100518, 552.52270183], 

492 [223.19531677, 560.14850077, 855.05346039], 

493 [66.92044931, 128.18947830, 205.30719728], 

494 [280.63458798, 518.51069955, 784.38948897], 

495 [1071.24122457, 1267.16339790, 1467.81704311], 

496 [271.47257445, 553.57609491, 914.33723598], 

497 [211.86582477, 295.18643027, 418.51776463], 

498 [153.86457460, 342.06625645, 649.82579665], 

499 [179.59188635, 265.25370235, 413.68135787], 

500 [529.77485058, 737.79030218, 1046.29865466], 

501 [208.71936449, 421.30392624, 796.71281168], 

502 [685.50294808, 879.76243717, 1195.00892794], 

503 [85.02189613, 113.33360860, 171.03209018], 

504 [72.06980264, 139.42600347, 315.97906141], 

505 [349.57868286, 426.82308690, 556.49647978], 

506 [726.50329821, 882.48411184, 1163.20130103], 

507 [102.62158777, 177.73895468, 467.26740089], 

508 [208.63097281, 322.84137064, 639.30554347], 

509 [377.19498209, 456.13180268, 706.44272480], 

510 [149.91131672, 218.16462984, 455.15510078], 

511 [556.80606655, 673.96774240, 1020.98785748], 

512 [172.19546054, 181.38617476, 478.69666973], 

513 [494.98572332, 534.88874559, 773.75255591], 

514 [1166.31475206, 1207.81829513, 1411.04368728], 

515 [324.81131421, 298.91188334, 521.96994638], 

516 [731.58631467, 725.95113189, 1192.71141630], 

517 [376.70584074, 352.06184423, 572.37854429], 

518 [421.32413767, 465.07677606, 910.85999527], 

519 [155.65680826, 145.82096629, 282.56390371], 

520 [982.43736509, 991.65710582, 1312.39630323], 

521 [41.37244888, 33.41882583, 59.48460827], 

522 [282.61535563, 188.37255834, 441.62967707], 

523 [182.28936533, 136.29152918, 248.30801310], 

524 [398.28853814, 281.28601665, 641.78038278], 

525 [494.34030557, 393.91395210, 664.96627121], 

526 [579.86630787, 449.57878986, 836.64303806], 

527 [281.30892711, 142.60663373, 309.93723963], 

528 [439.97606151, 345.13329865, 425.68615785], 

529 [887.17712876, 583.53811414, 886.88440975], 

530 [841.97939219, 617.28846790, 810.67002861], 

531 [1280.60242984, 1139.62066080, 1255.46929276], 

532 [336.77846782, 246.82877629, 324.48823631], 

533 [1070.92080733, 527.41599474, 913.93600561], 

534 [676.57753460, 329.48235976, 509.56020035], 

535 [1353.12934453, 1048.28092139, 1227.42851889], 

536 [248.56120754, 78.30056642, 137.39216268], 

537 [675.76876164, 381.60749713, 545.08703142], 

538 [1008.57884369, 704.64042514, 836.94311729], 

539 [1207.19931876, 527.74482440, 737.30284625], 

540 [1157.60714894, 736.24734736, 846.01278626], 

541 [861.62204402, 714.70913295, 747.29294390], 

542 [255.83324360, 94.08214754, 147.60127564], 

543 [1522.93390177, 1017.14491217, 1073.23488749], 

544 [460.59077351, 93.73852735, 210.75844436], 

545 [909.87331348, 498.83253656, 750.09672276], 

546 ] 

547 ), 

548 atol=TOLERANCE_ABSOLUTE_TESTS, 

549 ) 

550 

551 np.testing.assert_allclose( 

552 RGB_w, 

553 np.array([2.34141541, 1.00000000, 1.51633759]), 

554 atol=TOLERANCE_ABSOLUTE_TESTS, 

555 ) 

556 

557 training_data = sds_and_msds_to_msds( 

558 SDS_COLOURCHECKERS["BabelColor Average"].values() 

559 ) 

560 RGB, RGB_w = training_data_sds_to_RGB( 

561 training_data, MSDS_CANON_EOS_5DMARK_II, SDS_ILLUMINANTS["D55"] 

562 ) 

563 np.testing.assert_allclose( 

564 RGB, 

565 np.array( 

566 [ 

567 [263.80361607, 170.29412869, 132.71463416], 

568 [884.07936328, 628.44083126, 520.43504675], 

569 [324.17856150, 443.95092266, 606.43750890], 

570 [243.82059773, 253.22111395, 144.98600653], 

571 [481.54199203, 527.96925768, 764.50624747], 

572 [628.07015143, 979.73104655, 896.85237907], 

573 [927.63600544, 391.11468312, 150.73047156], 

574 [203.13259862, 317.65395368, 639.54581080], 

575 [686.28955864, 260.78688114, 254.89963998], 

576 [174.05857536, 132.16684952, 230.54054095], 

577 [806.50094411, 817.35481419, 312.91902292], 

578 [1111.20280010, 608.82554576, 194.31984092], 

579 [94.99792206, 185.04148229, 456.53592437], 

580 [340.60457483, 498.62910631, 254.08356415], 

581 [531.53679194, 136.11844274, 109.19876416], 

582 [1387.37113491, 952.84382040, 286.23152122], 

583 [681.97933172, 326.66634506, 526.23078660], 

584 [244.90739217, 554.88866566, 741.21522946], 

585 [1841.80020583, 1834.49277300, 1784.07500285], 

586 [1179.76201558, 1189.84138939, 1182.25520674], 

587 [720.27089899, 726.91855632, 724.84766858], 

588 [382.16849234, 387.41521539, 386.87510339], 

589 [178.43859184, 181.76108810, 182.71062184], 

590 [64.77754952, 64.80020759, 65.45515287], 

591 ] 

592 ), 

593 atol=TOLERANCE_ABSOLUTE_TESTS, 

594 ) 

595 

596 np.testing.assert_allclose( 

597 RGB_w, 

598 np.array([2.34141541, 1.00000000, 1.51633759]), 

599 atol=TOLERANCE_ABSOLUTE_TESTS, 

600 ) 

601 

602 

603class TestTrainingDataSdsToXYZ: 

604 """ 

605 Define :func:`colour.characterisation.aces_it.training_data_sds_to_XYZ` 

606 definition unit tests methods. 

607 """ 

608 

609 def test_training_data_sds_to_XYZ(self) -> None: 

610 """ 

611 Test :func:`colour.characterisation.aces_it.training_data_sds_to_XYZ` 

612 definition. 

613 """ 

614 

615 np.testing.assert_allclose( 

616 training_data_sds_to_XYZ( 

617 read_training_data_rawtoaces_v1(), 

618 MSDS_CMFS["CIE 1931 2 Degree Standard Observer"], 

619 SDS_ILLUMINANTS["D55"], 

620 ), 

621 np.array( 

622 [ 

623 [0.01743541, 0.01795040, 0.01961110], 

624 [0.08556071, 0.08957352, 0.09017032], 

625 [0.74558770, 0.78175495, 0.78343383], 

626 [0.19005289, 0.19950000, 0.20126062], 

627 [0.56263167, 0.59145443, 0.58944868], 

628 [0.40708229, 0.42774653, 0.42813199], 

629 [0.28533739, 0.29945717, 0.29732644], 

630 [0.18670375, 0.19575576, 0.19612855], 

631 [0.10734487, 0.11290543, 0.11381239], 

632 [0.06188310, 0.06524694, 0.06594260], 

633 [0.02905436, 0.03045954, 0.03111642], 

634 [0.25031624, 0.22471846, 0.12599982], 

635 [0.20848487, 0.18072652, 0.08216289], 

636 [0.28173081, 0.26937432, 0.19943363], 

637 [0.15129458, 0.13765872, 0.08086671], 

638 [0.07854243, 0.07274480, 0.05123870], 

639 [0.46574583, 0.43948749, 0.34501135], 

640 [0.33111608, 0.29368033, 0.21379720], 

641 [0.04596029, 0.04443836, 0.03115443], 

642 [0.28422646, 0.15495892, 0.11586479], 

643 [0.47490187, 0.41497780, 0.33505853], 

644 [0.29452546, 0.20003225, 0.13705453], 

645 [0.06905269, 0.04421818, 0.03449201], 

646 [0.13040440, 0.06239791, 0.04175606], 

647 [0.43838730, 0.29962261, 0.18439668], 

648 [0.13390118, 0.08356608, 0.04956679], 

649 [0.08356733, 0.05794634, 0.03910007], 

650 [0.21637988, 0.12469189, 0.04842559], 

651 [0.37899204, 0.22130821, 0.07365608], 

652 [0.07733610, 0.04256869, 0.02300063], 

653 [0.25696432, 0.14119282, 0.04740500], 

654 [0.51960474, 0.41409496, 0.25643556], 

655 [0.32241564, 0.19954021, 0.08051276], 

656 [0.05811798, 0.03389661, 0.02553745], 

657 [0.03192572, 0.02139972, 0.01894908], 

658 [0.24605476, 0.17854962, 0.09147038], 

659 [0.20624731, 0.10555152, 0.01675508], 

660 [0.31255107, 0.19334840, 0.05143990], 

661 [0.11006219, 0.06057155, 0.01700794], 

662 [0.20509764, 0.12555310, 0.03594860], 

663 [0.38058683, 0.30396093, 0.16256996], 

664 [0.34354473, 0.23964048, 0.06111316], 

665 [0.62251344, 0.54770879, 0.34634977], 

666 [0.21294652, 0.14470338, 0.03492000], 

667 [0.22064317, 0.19656587, 0.11907643], 

668 [0.23955073, 0.19768225, 0.08595970], 

669 [0.12377361, 0.08353105, 0.01434151], 

670 [0.52378659, 0.40757502, 0.10242337], 

671 [0.09732322, 0.07735501, 0.03254246], 

672 [0.41081884, 0.30127969, 0.04240016], 

673 [0.32946008, 0.27129095, 0.05232655], 

674 [0.19870991, 0.18701769, 0.09764509], 

675 [0.31867743, 0.25717029, 0.02158054], 

676 [0.67745549, 0.64283785, 0.31268426], 

677 [0.43182429, 0.39425828, 0.13198410], 

678 [0.19075096, 0.16573196, 0.01845293], 

679 [0.47578930, 0.43714747, 0.07974541], 

680 [0.08420865, 0.08615579, 0.06605406], 

681 [0.47306132, 0.43488423, 0.05262924], 

682 [0.28242654, 0.28638349, 0.19186089], 

683 [0.37367384, 0.38524079, 0.13498637], 

684 [0.49536547, 0.51027091, 0.15645211], 

685 [0.63680942, 0.67272132, 0.19642820], 

686 [0.43790684, 0.39093965, 0.02518505], 

687 [0.63216527, 0.66425603, 0.07124985], 

688 [0.28682848, 0.29807036, 0.14308787], 

689 [0.78666095, 0.83181391, 0.53110094], 

690 [0.54475049, 0.57280425, 0.43240766], 

691 [0.65555915, 0.68992930, 0.10030198], 

692 [0.10560623, 0.10992647, 0.06863885], 

693 [0.40588908, 0.43345904, 0.08589490], 

694 [0.69824760, 0.76446843, 0.23843395], 

695 [0.27951451, 0.30869595, 0.13310650], 

696 [0.28351930, 0.32278417, 0.09130925], 

697 [0.51144946, 0.58985649, 0.11409286], 

698 [0.16769668, 0.19357639, 0.04824163], 

699 [0.64027510, 0.74864980, 0.24145602], 

700 [0.51533750, 0.64418491, 0.09390029], 

701 [0.10903312, 0.13420204, 0.04403235], 

702 [0.03916991, 0.04755109, 0.02410291], 

703 [0.12726285, 0.16825903, 0.03705646], 

704 [0.34079923, 0.44119883, 0.10621489], 

705 [0.08299513, 0.10226271, 0.04607974], 

706 [0.10117617, 0.12690940, 0.05211600], 

707 [0.20673305, 0.25456362, 0.11244267], 

708 [0.05040081, 0.06702198, 0.02944861], 

709 [0.05809758, 0.07896803, 0.03312583], 

710 [0.07202711, 0.09383365, 0.03453490], 

711 [0.06392748, 0.07896740, 0.03860393], 

712 [0.08851258, 0.11174080, 0.04873213], 

713 [0.09821259, 0.13743849, 0.03901353], 

714 [0.12253000, 0.18989034, 0.03327101], 

715 [0.15082798, 0.25948217, 0.03805919], 

716 [0.41476613, 0.56455709, 0.26988900], 

717 [0.25043710, 0.40869656, 0.12211755], 

718 [0.17536685, 0.28765326, 0.10166502], 

719 [0.12038544, 0.19242328, 0.07754636], 

720 [0.14661345, 0.23524743, 0.09334793], 

721 [0.29469553, 0.41056592, 0.23093160], 

722 [0.13015693, 0.19492122, 0.09333495], 

723 [0.04081181, 0.08280292, 0.03122401], 

724 [0.06569736, 0.13553353, 0.05266408], 

725 [0.12177383, 0.20160583, 0.11621774], 

726 [0.08354206, 0.11970984, 0.08207175], 

727 [0.02834645, 0.06259404, 0.03135058], 

728 [0.20884161, 0.29927365, 0.20553553], 

729 [0.23180119, 0.33870071, 0.24267407], 

730 [0.04413521, 0.05398934, 0.04862030], 

731 [0.13068910, 0.19470885, 0.15073584], 

732 [0.16108644, 0.18484544, 0.17474649], 

733 [0.06206737, 0.12873462, 0.09368693], 

734 [0.05126858, 0.06722639, 0.05961970], 

735 [0.25534374, 0.31335090, 0.27780291], 

736 [0.48369629, 0.63319069, 0.57347864], 

737 [0.06066266, 0.09712274, 0.09253437], 

738 [0.27940216, 0.41909220, 0.39351159], 

739 [0.44664100, 0.54665344, 0.55342931], 

740 [0.03590889, 0.06959304, 0.07535965], 

741 [0.16621092, 0.30339106, 0.29722885], 

742 [0.12909138, 0.22008859, 0.22690521], 

743 [0.31015553, 0.42498221, 0.42044232], 

744 [0.33970423, 0.42779997, 0.43883150], 

745 [0.10000582, 0.19440825, 0.23393750], 

746 [0.16694758, 0.26056864, 0.32541934], 

747 [0.43598087, 0.55484571, 0.63089871], 

748 [0.10305166, 0.13633951, 0.16650820], 

749 [0.12725465, 0.19404057, 0.30068226], 

750 [0.44450660, 0.54666776, 0.64220554], 

751 [0.25312549, 0.31346831, 0.38485942], 

752 [0.24557618, 0.34698805, 0.51328941], 

753 [0.13585660, 0.18761687, 0.36302217], 

754 [0.32288492, 0.39652004, 0.54579104], 

755 [0.08400465, 0.11889755, 0.34519851], 

756 [0.06038029, 0.07936884, 0.16393180], 

757 [0.47840043, 0.53070661, 0.64043584], 

758 [0.16727376, 0.19048161, 0.27055547], 

759 [0.14740952, 0.19227205, 0.44545300], 

760 [0.03953792, 0.04540593, 0.10766386], 

761 [0.16200092, 0.18995251, 0.41003367], 

762 [0.53147895, 0.57554326, 0.74787983], 

763 [0.17107460, 0.19285623, 0.48157477], 

764 [0.11394187, 0.12139868, 0.21928748], 

765 [0.10838799, 0.11193347, 0.34884682], 

766 [0.10390937, 0.10854555, 0.22459293], 

767 [0.28493924, 0.30349174, 0.54832107], 

768 [0.13572090, 0.13988801, 0.43412229], 

769 [0.36141619, 0.37929776, 0.62919317], 

770 [0.04527113, 0.04612919, 0.09028801], 

771 [0.05164102, 0.04505136, 0.17732932], 

772 [0.18148861, 0.19085005, 0.29528314], 

773 [0.37792382, 0.39238764, 0.61357669], 

774 [0.08148672, 0.06054619, 0.27321036], 

775 [0.13431208, 0.12118937, 0.35762939], 

776 [0.19932157, 0.19328547, 0.37878896], 

777 [0.09456787, 0.08094285, 0.25785832], 

778 [0.29868476, 0.28967149, 0.54786550], 

779 [0.09582629, 0.06156148, 0.27163852], 

780 [0.25053785, 0.23630807, 0.40751054], 

781 [0.56821117, 0.57452018, 0.72419232], 

782 [0.16116009, 0.13379410, 0.28760107],