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test_repeat_elements_op.py 21 kB

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  1. # Copyright 2020 Huawei Technologies Co., Ltd
  2. #
  3. # Licensed under the Apache License, Version 2.0 (the "License");
  4. # you may not use this file except in compliance with the License.
  5. # You may obtain a copy of the License at
  6. #
  7. # http://www.apache.org/licenses/LICENSE-2.0
  8. #
  9. # Unless required by applicable law or agreed to in writing, software
  10. # distributed under the License is distributed on an "AS IS" BASIS,
  11. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  12. # See the License for the specific language governing permissions and
  13. # limitations under the License.
  14. # ============================================================================
  15. import numpy as np
  16. import pytest
  17. from mindspore import Tensor
  18. from mindspore.ops import operations as P
  19. import mindspore.nn as nn
  20. import mindspore.context as context
  21. class RepeatElementsNet(nn.Cell):
  22. def __init__(self, rep, axis):
  23. super(RepeatElementsNet, self).__init__()
  24. self.repeat_elements = P.RepeatElements(rep, axis)
  25. def construct(self, x):
  26. return self.repeat_elements(x)
  27. def repeat_elements(x, rep, axis):
  28. repeat_elements_net = RepeatElementsNet(rep, axis)
  29. return repeat_elements_net(Tensor(x.astype(np.int32))).asnumpy()
  30. @pytest.mark.level0
  31. @pytest.mark.platform_x86_gpu_training
  32. @pytest.mark.env_onecard
  33. def test_repeat_elements_1d_one_element_rep_1():
  34. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  35. a = np.arange(1)
  36. ms_out = repeat_elements(a, 1, 0)
  37. np_out = a.repeat(1, 0)
  38. np.testing.assert_array_equal(np_out, ms_out)
  39. @pytest.mark.level0
  40. @pytest.mark.platform_x86_gpu_training
  41. @pytest.mark.env_onecard
  42. def test_repeat_elements_1d_one_element_rep_many():
  43. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  44. a = np.arange(1)
  45. ms_out = repeat_elements(a, 5, 0)
  46. np_out = a.repeat(5, 0)
  47. np.testing.assert_array_equal(np_out, ms_out)
  48. ms_out = repeat_elements(a, 513, 0)
  49. np_out = a.repeat(513, 0)
  50. np.testing.assert_array_equal(np_out, ms_out)
  51. @pytest.mark.level0
  52. @pytest.mark.platform_x86_gpu_training
  53. @pytest.mark.env_onecard
  54. def test_repeat_elements_1d_rep_1():
  55. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  56. a = np.arange(24)
  57. ms_out = repeat_elements(a, 1, 0)
  58. np_out = a.repeat(1, 0)
  59. np.testing.assert_array_equal(np_out, ms_out)
  60. @pytest.mark.level0
  61. @pytest.mark.platform_x86_gpu_training
  62. @pytest.mark.env_onecard
  63. def test_repeat_elements_1d_rep_many():
  64. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  65. a = np.arange(24)
  66. ms_out = repeat_elements(a, 231, 0)
  67. np_out = a.repeat(231, 0)
  68. np.testing.assert_array_equal(np_out, ms_out)
  69. @pytest.mark.level0
  70. @pytest.mark.platform_x86_gpu_training
  71. @pytest.mark.env_onecard
  72. def test_repeat_elements_2d_one_element_rep_1():
  73. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  74. a = np.arange(1).reshape(1, 1)
  75. ms_out = repeat_elements(a, 1, 0)
  76. np_out = a.repeat(1, 0)
  77. np.testing.assert_array_equal(np_out, ms_out)
  78. ms_out = repeat_elements(a, 1, 1)
  79. np_out = a.repeat(1, 1)
  80. np.testing.assert_array_equal(np_out, ms_out)
  81. @pytest.mark.level0
  82. @pytest.mark.platform_x86_gpu_training
  83. @pytest.mark.env_onecard
  84. def test_repeat_elements_2d_one_element_rep_many():
  85. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  86. a = np.arange(1).reshape(1, 1)
  87. ms_out = repeat_elements(a, 13, 0)
  88. np_out = a.repeat(13, 0)
  89. np.testing.assert_array_equal(np_out, ms_out)
  90. ms_out = repeat_elements(a, 13, 1)
  91. np_out = a.repeat(13, 1)
  92. np.testing.assert_array_equal(np_out, ms_out)
  93. @pytest.mark.level0
  94. @pytest.mark.platform_x86_gpu_training
  95. @pytest.mark.env_onecard
  96. def test_repeat_elements_2d_rep_1():
  97. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  98. a = np.arange(24).reshape(12, 2)
  99. ms_out = repeat_elements(a, 1, 0)
  100. np_out = a.repeat(1, 0)
  101. np.testing.assert_array_equal(np_out, ms_out)
  102. ms_out = repeat_elements(a, 1, 1)
  103. np_out = a.repeat(1, 1)
  104. np.testing.assert_array_equal(np_out, ms_out)
  105. @pytest.mark.level0
  106. @pytest.mark.platform_x86_gpu_training
  107. @pytest.mark.env_onecard
  108. def test_repeat_elements_2d_rep_many():
  109. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  110. a = np.arange(24).reshape(8, 3)
  111. ms_out = repeat_elements(a, 23, 0)
  112. np_out = a.repeat(23, 0)
  113. np.testing.assert_array_equal(np_out, ms_out)
  114. ms_out = repeat_elements(a, 23, 1)
  115. np_out = a.repeat(23, 1)
  116. np.testing.assert_array_equal(np_out, ms_out)
  117. @pytest.mark.level0
  118. @pytest.mark.platform_x86_gpu_training
  119. @pytest.mark.env_onecard
  120. def test_repeat_elements_3d_one_element_rep_1():
  121. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  122. a = np.arange(1).reshape(1, 1, 1)
  123. ms_out = repeat_elements(a, 1, 0)
  124. np_out = a.repeat(1, 0)
  125. np.testing.assert_array_equal(np_out, ms_out)
  126. ms_out = repeat_elements(a, 1, 1)
  127. np_out = a.repeat(1, 1)
  128. np.testing.assert_array_equal(np_out, ms_out)
  129. ms_out = repeat_elements(a, 1, 2)
  130. np_out = a.repeat(1, 2)
  131. np.testing.assert_array_equal(np_out, ms_out)
  132. @pytest.mark.level0
  133. @pytest.mark.platform_x86_gpu_training
  134. @pytest.mark.env_onecard
  135. def test_repeat_elements_3d_one_element_rep_many():
  136. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  137. a = np.arange(1).reshape(1, 1, 1)
  138. ms_out = repeat_elements(a, 43, 0)
  139. np_out = a.repeat(43, 0)
  140. np.testing.assert_array_equal(np_out, ms_out)
  141. ms_out = repeat_elements(a, 43, 1)
  142. np_out = a.repeat(43, 1)
  143. np.testing.assert_array_equal(np_out, ms_out)
  144. ms_out = repeat_elements(a, 43, 2)
  145. np_out = a.repeat(43, 2)
  146. np.testing.assert_array_equal(np_out, ms_out)
  147. @pytest.mark.level0
  148. @pytest.mark.platform_x86_gpu_training
  149. @pytest.mark.env_onecard
  150. def test_repeat_elements_3d_rep_1():
  151. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  152. a = np.arange(60).reshape(6, 2, 5)
  153. ms_out = repeat_elements(a, 1, 0)
  154. np_out = a.repeat(1, 0)
  155. np.testing.assert_array_equal(np_out, ms_out)
  156. ms_out = repeat_elements(a, 1, 1)
  157. np_out = a.repeat(1, 1)
  158. np.testing.assert_array_equal(np_out, ms_out)
  159. ms_out = repeat_elements(a, 1, 2)
  160. np_out = a.repeat(1, 2)
  161. np.testing.assert_array_equal(np_out, ms_out)
  162. @pytest.mark.level0
  163. @pytest.mark.platform_x86_gpu_training
  164. @pytest.mark.env_onecard
  165. def test_repeat_elements_3d_rep_many():
  166. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  167. a = np.arange(60).reshape(3, 4, 5)
  168. ms_out = repeat_elements(a, 14, 0)
  169. np_out = a.repeat(14, 0)
  170. np.testing.assert_array_equal(np_out, ms_out)
  171. ms_out = repeat_elements(a, 14, 1)
  172. np_out = a.repeat(14, 1)
  173. np.testing.assert_array_equal(np_out, ms_out)
  174. ms_out = repeat_elements(a, 14, 2)
  175. np_out = a.repeat(14, 2)
  176. np.testing.assert_array_equal(np_out, ms_out)
  177. @pytest.mark.level0
  178. @pytest.mark.platform_x86_gpu_training
  179. @pytest.mark.env_onecard
  180. def test_repeat_elements_4d_one_element_rep_1():
  181. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  182. a = np.arange(1).reshape(1, 1, 1, 1)
  183. ms_out = repeat_elements(a, 1, 0)
  184. np_out = a.repeat(1, 0)
  185. np.testing.assert_array_equal(np_out, ms_out)
  186. ms_out = repeat_elements(a, 1, 1)
  187. np_out = a.repeat(1, 1)
  188. np.testing.assert_array_equal(np_out, ms_out)
  189. ms_out = repeat_elements(a, 1, 2)
  190. np_out = a.repeat(1, 2)
  191. np.testing.assert_array_equal(np_out, ms_out)
  192. ms_out = repeat_elements(a, 1, 3)
  193. np_out = a.repeat(1, 3)
  194. np.testing.assert_array_equal(np_out, ms_out)
  195. @pytest.mark.level0
  196. @pytest.mark.platform_x86_gpu_training
  197. @pytest.mark.env_onecard
  198. def test_repeat_elements_4d_one_element_rep_many():
  199. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  200. a = np.arange(1).reshape(1, 1, 1, 1)
  201. ms_out = repeat_elements(a, 17, 0)
  202. np_out = a.repeat(17, 0)
  203. np.testing.assert_array_equal(np_out, ms_out)
  204. ms_out = repeat_elements(a, 17, 1)
  205. np_out = a.repeat(17, 1)
  206. np.testing.assert_array_equal(np_out, ms_out)
  207. ms_out = repeat_elements(a, 17, 2)
  208. np_out = a.repeat(17, 2)
  209. np.testing.assert_array_equal(np_out, ms_out)
  210. ms_out = repeat_elements(a, 17, 3)
  211. np_out = a.repeat(17, 3)
  212. np.testing.assert_array_equal(np_out, ms_out)
  213. @pytest.mark.level0
  214. @pytest.mark.platform_x86_gpu_training
  215. @pytest.mark.env_onecard
  216. def test_repeat_elements_4d_rep_1():
  217. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  218. a = np.arange(24).reshape(4, 3, 2, 1)
  219. ms_out = repeat_elements(a, 1, 0)
  220. np_out = a.repeat(1, 0)
  221. np.testing.assert_array_equal(np_out, ms_out)
  222. ms_out = repeat_elements(a, 1, 1)
  223. np_out = a.repeat(1, 1)
  224. np.testing.assert_array_equal(np_out, ms_out)
  225. ms_out = repeat_elements(a, 1, 2)
  226. np_out = a.repeat(1, 2)
  227. np.testing.assert_array_equal(np_out, ms_out)
  228. ms_out = repeat_elements(a, 1, 3)
  229. np_out = a.repeat(1, 3)
  230. np.testing.assert_array_equal(np_out, ms_out)
  231. @pytest.mark.level0
  232. @pytest.mark.platform_x86_gpu_training
  233. @pytest.mark.env_onecard
  234. def test_repeat_elements_4d_rep_many():
  235. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  236. a = np.arange(24).reshape(2, 2, 2, 3)
  237. ms_out = repeat_elements(a, 23, 0)
  238. np_out = a.repeat(23, 0)
  239. np.testing.assert_array_equal(np_out, ms_out)
  240. ms_out = repeat_elements(a, 23, 1)
  241. np_out = a.repeat(23, 1)
  242. np.testing.assert_array_equal(np_out, ms_out)
  243. ms_out = repeat_elements(a, 23, 2)
  244. np_out = a.repeat(23, 2)
  245. np.testing.assert_array_equal(np_out, ms_out)
  246. ms_out = repeat_elements(a, 23, 3)
  247. np_out = a.repeat(23, 3)
  248. np.testing.assert_array_equal(np_out, ms_out)
  249. @pytest.mark.level0
  250. @pytest.mark.platform_x86_gpu_training
  251. @pytest.mark.env_onecard
  252. def test_repeat_elements_5d_one_element_rep_1():
  253. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  254. a = np.arange(1).reshape(1, 1, 1, 1, 1)
  255. ms_out = repeat_elements(a, 1, 0)
  256. np_out = a.repeat(1, 0)
  257. np.testing.assert_array_equal(np_out, ms_out)
  258. ms_out = repeat_elements(a, 1, 1)
  259. np_out = a.repeat(1, 1)
  260. np.testing.assert_array_equal(np_out, ms_out)
  261. ms_out = repeat_elements(a, 1, 2)
  262. np_out = a.repeat(1, 2)
  263. np.testing.assert_array_equal(np_out, ms_out)
  264. ms_out = repeat_elements(a, 1, 3)
  265. np_out = a.repeat(1, 3)
  266. np.testing.assert_array_equal(np_out, ms_out)
  267. ms_out = repeat_elements(a, 1, 4)
  268. np_out = a.repeat(1, 4)
  269. np.testing.assert_array_equal(np_out, ms_out)
  270. @pytest.mark.level0
  271. @pytest.mark.platform_x86_gpu_training
  272. @pytest.mark.env_onecard
  273. def test_repeat_elements_5d_one_element_rep_many():
  274. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  275. a = np.arange(1).reshape(1, 1, 1, 1, 1)
  276. ms_out = repeat_elements(a, 19, 0)
  277. np_out = a.repeat(19, 0)
  278. np.testing.assert_array_equal(np_out, ms_out)
  279. ms_out = repeat_elements(a, 19, 1)
  280. np_out = a.repeat(19, 1)
  281. np.testing.assert_array_equal(np_out, ms_out)
  282. ms_out = repeat_elements(a, 19, 2)
  283. np_out = a.repeat(19, 2)
  284. np.testing.assert_array_equal(np_out, ms_out)
  285. ms_out = repeat_elements(a, 19, 3)
  286. np_out = a.repeat(19, 3)
  287. np.testing.assert_array_equal(np_out, ms_out)
  288. ms_out = repeat_elements(a, 19, 4)
  289. np_out = a.repeat(19, 4)
  290. np.testing.assert_array_equal(np_out, ms_out)
  291. @pytest.mark.level0
  292. @pytest.mark.platform_x86_gpu_training
  293. @pytest.mark.env_onecard
  294. def test_repeat_elements_5d_rep_1():
  295. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  296. a = np.arange(224).reshape(8, 2, 1, 7, 2)
  297. ms_out = repeat_elements(a, 1, 0)
  298. np_out = a.repeat(1, 0)
  299. np.testing.assert_array_equal(np_out, ms_out)
  300. ms_out = repeat_elements(a, 1, 1)
  301. np_out = a.repeat(1, 1)
  302. np.testing.assert_array_equal(np_out, ms_out)
  303. ms_out = repeat_elements(a, 1, 2)
  304. np_out = a.repeat(1, 2)
  305. np.testing.assert_array_equal(np_out, ms_out)
  306. ms_out = repeat_elements(a, 1, 3)
  307. np_out = a.repeat(1, 3)
  308. np.testing.assert_array_equal(np_out, ms_out)
  309. ms_out = repeat_elements(a, 1, 4)
  310. np_out = a.repeat(1, 4)
  311. np.testing.assert_array_equal(np_out, ms_out)
  312. @pytest.mark.level0
  313. @pytest.mark.platform_x86_gpu_training
  314. @pytest.mark.env_onecard
  315. def test_repeat_elements_5d_rep_many():
  316. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  317. a = np.arange(224).reshape(1, 7, 4, 4, 2)
  318. ms_out = repeat_elements(a, 7, 0)
  319. np_out = a.repeat(7, 0)
  320. np.testing.assert_array_equal(np_out, ms_out)
  321. ms_out = repeat_elements(a, 7, 1)
  322. np_out = a.repeat(7, 1)
  323. np.testing.assert_array_equal(np_out, ms_out)
  324. ms_out = repeat_elements(a, 7, 2)
  325. np_out = a.repeat(7, 2)
  326. np.testing.assert_array_equal(np_out, ms_out)
  327. ms_out = repeat_elements(a, 7, 3)
  328. np_out = a.repeat(7, 3)
  329. np.testing.assert_array_equal(np_out, ms_out)
  330. ms_out = repeat_elements(a, 7, 4)
  331. np_out = a.repeat(7, 4)
  332. np.testing.assert_array_equal(np_out, ms_out)
  333. @pytest.mark.level0
  334. @pytest.mark.platform_x86_gpu_training
  335. @pytest.mark.env_onecard
  336. def test_repeat_elements_large_one_element_rep_1():
  337. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  338. a = np.arange(1).reshape(1, 1, 1, 1, 1, 1, 1, 1)
  339. ms_out = repeat_elements(a, 1, 0)
  340. np_out = a.repeat(1, 0)
  341. np.testing.assert_array_equal(np_out, ms_out)
  342. ms_out = repeat_elements(a, 1, 1)
  343. np_out = a.repeat(1, 1)
  344. np.testing.assert_array_equal(np_out, ms_out)
  345. ms_out = repeat_elements(a, 1, 2)
  346. np_out = a.repeat(1, 2)
  347. np.testing.assert_array_equal(np_out, ms_out)
  348. ms_out = repeat_elements(a, 1, 3)
  349. np_out = a.repeat(1, 3)
  350. np.testing.assert_array_equal(np_out, ms_out)
  351. ms_out = repeat_elements(a, 1, 4)
  352. np_out = a.repeat(1, 4)
  353. np.testing.assert_array_equal(np_out, ms_out)
  354. ms_out = repeat_elements(a, 1, 5)
  355. np_out = a.repeat(1, 5)
  356. np.testing.assert_array_equal(np_out, ms_out)
  357. ms_out = repeat_elements(a, 1, 6)
  358. np_out = a.repeat(1, 6)
  359. np.testing.assert_array_equal(np_out, ms_out)
  360. ms_out = repeat_elements(a, 1, 7)
  361. np_out = a.repeat(1, 7)
  362. np.testing.assert_array_equal(np_out, ms_out)
  363. @pytest.mark.level0
  364. @pytest.mark.platform_x86_gpu_training
  365. @pytest.mark.env_onecard
  366. def test_repeat_elements_large_one_element_rep_many():
  367. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  368. a = np.arange(1).reshape(1, 1, 1, 1, 1, 1, 1, 1)
  369. ms_out = repeat_elements(a, 42, 0)
  370. np_out = a.repeat(42, 0)
  371. np.testing.assert_array_equal(np_out, ms_out)
  372. ms_out = repeat_elements(a, 42, 1)
  373. np_out = a.repeat(42, 1)
  374. np.testing.assert_array_equal(np_out, ms_out)
  375. ms_out = repeat_elements(a, 42, 2)
  376. np_out = a.repeat(42, 2)
  377. np.testing.assert_array_equal(np_out, ms_out)
  378. ms_out = repeat_elements(a, 42, 3)
  379. np_out = a.repeat(42, 3)
  380. np.testing.assert_array_equal(np_out, ms_out)
  381. ms_out = repeat_elements(a, 42, 4)
  382. np_out = a.repeat(42, 4)
  383. np.testing.assert_array_equal(np_out, ms_out)
  384. ms_out = repeat_elements(a, 42, 5)
  385. np_out = a.repeat(42, 5)
  386. np.testing.assert_array_equal(np_out, ms_out)
  387. ms_out = repeat_elements(a, 42, 6)
  388. np_out = a.repeat(42, 6)
  389. np.testing.assert_array_equal(np_out, ms_out)
  390. ms_out = repeat_elements(a, 42, 7)
  391. np_out = a.repeat(42, 7)
  392. np.testing.assert_array_equal(np_out, ms_out)
  393. @pytest.mark.level0
  394. @pytest.mark.platform_x86_gpu_training
  395. @pytest.mark.env_onecard
  396. def test_repeat_elements_large_rep_1():
  397. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  398. a = np.arange(1152).reshape(2, 3, 4, 8, 1, 1, 2, 3)
  399. ms_out = repeat_elements(a, 1, 0)
  400. np_out = a.repeat(1, 0)
  401. np.testing.assert_array_equal(np_out, ms_out)
  402. ms_out = repeat_elements(a, 1, 1)
  403. np_out = a.repeat(1, 1)
  404. np.testing.assert_array_equal(np_out, ms_out)
  405. ms_out = repeat_elements(a, 1, 2)
  406. np_out = a.repeat(1, 2)
  407. np.testing.assert_array_equal(np_out, ms_out)
  408. ms_out = repeat_elements(a, 1, 3)
  409. np_out = a.repeat(1, 3)
  410. np.testing.assert_array_equal(np_out, ms_out)
  411. ms_out = repeat_elements(a, 1, 4)
  412. np_out = a.repeat(1, 4)
  413. np.testing.assert_array_equal(np_out, ms_out)
  414. ms_out = repeat_elements(a, 1, 5)
  415. np_out = a.repeat(1, 5)
  416. np.testing.assert_array_equal(np_out, ms_out)
  417. ms_out = repeat_elements(a, 1, 6)
  418. np_out = a.repeat(1, 6)
  419. np.testing.assert_array_equal(np_out, ms_out)
  420. ms_out = repeat_elements(a, 1, 7)
  421. np_out = a.repeat(1, 7)
  422. np.testing.assert_array_equal(np_out, ms_out)
  423. @pytest.mark.level0
  424. @pytest.mark.platform_x86_gpu_training
  425. @pytest.mark.env_onecard
  426. def test_repeat_elements_large_rep_many():
  427. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  428. a = np.arange(1152).reshape(4, 3, 4, 2, 1, 1, 4, 3)
  429. ms_out = repeat_elements(a, 4, 0)
  430. np_out = a.repeat(4, 0)
  431. np.testing.assert_array_equal(np_out, ms_out)
  432. ms_out = repeat_elements(a, 4, 1)
  433. np_out = a.repeat(4, 1)
  434. np.testing.assert_array_equal(np_out, ms_out)
  435. ms_out = repeat_elements(a, 4, 2)
  436. np_out = a.repeat(4, 2)
  437. np.testing.assert_array_equal(np_out, ms_out)
  438. ms_out = repeat_elements(a, 4, 3)
  439. np_out = a.repeat(4, 3)
  440. np.testing.assert_array_equal(np_out, ms_out)
  441. ms_out = repeat_elements(a, 4, 4)
  442. np_out = a.repeat(4, 4)
  443. np.testing.assert_array_equal(np_out, ms_out)
  444. ms_out = repeat_elements(a, 4, 5)
  445. np_out = a.repeat(4, 5)
  446. np.testing.assert_array_equal(np_out, ms_out)
  447. ms_out = repeat_elements(a, 4, 6)
  448. np_out = a.repeat(4, 6)
  449. np.testing.assert_array_equal(np_out, ms_out)
  450. ms_out = repeat_elements(a, 4, 7)
  451. np_out = a.repeat(4, 7)
  452. np.testing.assert_array_equal(np_out, ms_out)
  453. @pytest.mark.level0
  454. @pytest.mark.platform_x86_gpu_training
  455. @pytest.mark.env_onecard
  456. def test_repeat_elements_half():
  457. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  458. a = np.arange(1152).astype(np.float16).reshape(4, 3, 4, 2, 1, 1, 4, 3)
  459. ms_out = repeat_elements(a, 4, 0)
  460. np_out = a.repeat(4, 0)
  461. np.testing.assert_array_equal(np_out, ms_out)
  462. ms_out = repeat_elements(a, 4, 1)
  463. np_out = a.repeat(4, 1)
  464. np.testing.assert_array_equal(np_out, ms_out)
  465. ms_out = repeat_elements(a, 4, 2)
  466. np_out = a.repeat(4, 2)
  467. np.testing.assert_array_equal(np_out, ms_out)
  468. ms_out = repeat_elements(a, 4, 3)
  469. np_out = a.repeat(4, 3)
  470. np.testing.assert_array_equal(np_out, ms_out)
  471. ms_out = repeat_elements(a, 4, 4)
  472. np_out = a.repeat(4, 4)
  473. np.testing.assert_array_equal(np_out, ms_out)
  474. ms_out = repeat_elements(a, 4, 5)
  475. np_out = a.repeat(4, 5)
  476. np.testing.assert_array_equal(np_out, ms_out)
  477. ms_out = repeat_elements(a, 4, 6)
  478. np_out = a.repeat(4, 6)
  479. np.testing.assert_array_equal(np_out, ms_out)
  480. ms_out = repeat_elements(a, 4, 7)
  481. np_out = a.repeat(4, 7)
  482. np.testing.assert_array_equal(np_out, ms_out)
  483. @pytest.mark.level0
  484. @pytest.mark.platform_x86_gpu_training
  485. @pytest.mark.env_onecard
  486. def test_repeat_elements_net_multi_use():
  487. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  488. rep = 3
  489. axis = 4
  490. repeat_elements_net = RepeatElementsNet(rep, axis)
  491. a = np.arange(64).reshape(2, 2, 2, 2, 2, 2)
  492. ms_out = repeat_elements_net(Tensor(a.astype(np.int32))).asnumpy()
  493. np_out = a.repeat(rep, axis)
  494. np.testing.assert_array_equal(np_out, ms_out)
  495. a = np.arange(128).reshape(2, 2, 4, 2, 2, 2)
  496. ms_out = repeat_elements_net(Tensor(a.astype(np.int32))).asnumpy()
  497. np_out = a.repeat(rep, axis)
  498. np.testing.assert_array_equal(np_out, ms_out)
  499. a = np.arange(18).reshape(1, 1, 3, 2, 3, 1)
  500. ms_out = repeat_elements_net(Tensor(a.astype(np.int32))).asnumpy()
  501. np_out = a.repeat(rep, axis)
  502. np.testing.assert_array_equal(np_out, ms_out)
  503. @pytest.mark.level0
  504. @pytest.mark.platform_x86_gpu_training
  505. @pytest.mark.env_onecard
  506. def test_repeat_elements_invalid_input():
  507. context.set_context(mode=context.GRAPH_MODE, device_target="GPU")
  508. a = np.arange(64).reshape(2, 2, 2, 2, 2, 2)
  509. with pytest.raises(ValueError):
  510. _ = repeat_elements(a, 0, 0)
  511. with pytest.raises(ValueError):
  512. _ = repeat_elements(a, 1, 6)
  513. with pytest.raises(ValueError):
  514. _ = repeat_elements(a, 1, -7)