test_idl.py 19 KB

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  1. from os import path
  2. import warnings
  3. import numpy as np
  4. from numpy.testing import (assert_equal, assert_array_equal,
  5. assert_, suppress_warnings)
  6. import pytest
  7. from scipy.io import readsav
  8. from scipy.io import _idl
  9. DATA_PATH = path.join(path.dirname(__file__), 'data')
  10. def object_array(*args):
  11. """Constructs a numpy array of objects"""
  12. array = np.empty(len(args), dtype=object)
  13. for i in range(len(args)):
  14. array[i] = args[i]
  15. return array
  16. def assert_identical(a, b):
  17. """Assert whether value AND type are the same"""
  18. assert_equal(a, b)
  19. if type(b) is str:
  20. assert_equal(type(a), type(b))
  21. else:
  22. assert_equal(np.asarray(a).dtype.type, np.asarray(b).dtype.type)
  23. def assert_array_identical(a, b):
  24. """Assert whether values AND type are the same"""
  25. assert_array_equal(a, b)
  26. assert_equal(a.dtype.type, b.dtype.type)
  27. # Define vectorized ID function for pointer arrays
  28. vect_id = np.vectorize(id)
  29. class TestIdict:
  30. def test_idict(self):
  31. custom_dict = {'a': np.int16(999)}
  32. original_id = id(custom_dict)
  33. s = readsav(path.join(DATA_PATH, 'scalar_byte.sav'), idict=custom_dict, verbose=False)
  34. assert_equal(original_id, id(s))
  35. assert_('a' in s)
  36. assert_identical(s['a'], np.int16(999))
  37. assert_identical(s['i8u'], np.uint8(234))
  38. class TestScalars:
  39. # Test that scalar values are read in with the correct value and type
  40. def test_byte(self):
  41. s = readsav(path.join(DATA_PATH, 'scalar_byte.sav'), verbose=False)
  42. assert_identical(s.i8u, np.uint8(234))
  43. def test_int16(self):
  44. s = readsav(path.join(DATA_PATH, 'scalar_int16.sav'), verbose=False)
  45. assert_identical(s.i16s, np.int16(-23456))
  46. def test_int32(self):
  47. s = readsav(path.join(DATA_PATH, 'scalar_int32.sav'), verbose=False)
  48. assert_identical(s.i32s, np.int32(-1234567890))
  49. def test_float32(self):
  50. s = readsav(path.join(DATA_PATH, 'scalar_float32.sav'), verbose=False)
  51. assert_identical(s.f32, np.float32(-3.1234567e+37))
  52. def test_float64(self):
  53. s = readsav(path.join(DATA_PATH, 'scalar_float64.sav'), verbose=False)
  54. assert_identical(s.f64, np.float64(-1.1976931348623157e+307))
  55. def test_complex32(self):
  56. s = readsav(path.join(DATA_PATH, 'scalar_complex32.sav'), verbose=False)
  57. assert_identical(s.c32, np.complex64(3.124442e13-2.312442e31j))
  58. def test_bytes(self):
  59. s = readsav(path.join(DATA_PATH, 'scalar_string.sav'), verbose=False)
  60. assert_identical(s.s, np.bytes_("The quick brown fox jumps over the lazy python"))
  61. def test_structure(self):
  62. pass
  63. def test_complex64(self):
  64. s = readsav(path.join(DATA_PATH, 'scalar_complex64.sav'), verbose=False)
  65. assert_identical(s.c64, np.complex128(1.1987253647623157e+112-5.1987258887729157e+307j))
  66. def test_heap_pointer(self):
  67. pass
  68. def test_object_reference(self):
  69. pass
  70. def test_uint16(self):
  71. s = readsav(path.join(DATA_PATH, 'scalar_uint16.sav'), verbose=False)
  72. assert_identical(s.i16u, np.uint16(65511))
  73. def test_uint32(self):
  74. s = readsav(path.join(DATA_PATH, 'scalar_uint32.sav'), verbose=False)
  75. assert_identical(s.i32u, np.uint32(4294967233))
  76. def test_int64(self):
  77. s = readsav(path.join(DATA_PATH, 'scalar_int64.sav'), verbose=False)
  78. assert_identical(s.i64s, np.int64(-9223372036854774567))
  79. def test_uint64(self):
  80. s = readsav(path.join(DATA_PATH, 'scalar_uint64.sav'), verbose=False)
  81. assert_identical(s.i64u, np.uint64(18446744073709529285))
  82. class TestCompressed(TestScalars):
  83. # Test that compressed .sav files can be read in
  84. def test_compressed(self):
  85. s = readsav(path.join(DATA_PATH, 'various_compressed.sav'), verbose=False)
  86. assert_identical(s.i8u, np.uint8(234))
  87. assert_identical(s.f32, np.float32(-3.1234567e+37))
  88. assert_identical(s.c64, np.complex128(1.1987253647623157e+112-5.1987258887729157e+307j))
  89. assert_equal(s.array5d.shape, (4, 3, 4, 6, 5))
  90. assert_identical(s.arrays.a[0], np.array([1, 2, 3], dtype=np.int16))
  91. assert_identical(s.arrays.b[0], np.array([4., 5., 6., 7.], dtype=np.float32))
  92. assert_identical(s.arrays.c[0], np.array([np.complex64(1+2j), np.complex64(7+8j)]))
  93. assert_identical(s.arrays.d[0], np.array([b"cheese", b"bacon", b"spam"], dtype=object))
  94. class TestArrayDimensions:
  95. # Test that multi-dimensional arrays are read in with the correct dimensions
  96. def test_1d(self):
  97. s = readsav(path.join(DATA_PATH, 'array_float32_1d.sav'), verbose=False)
  98. assert_equal(s.array1d.shape, (123, ))
  99. def test_2d(self):
  100. s = readsav(path.join(DATA_PATH, 'array_float32_2d.sav'), verbose=False)
  101. assert_equal(s.array2d.shape, (22, 12))
  102. def test_3d(self):
  103. s = readsav(path.join(DATA_PATH, 'array_float32_3d.sav'), verbose=False)
  104. assert_equal(s.array3d.shape, (11, 22, 12))
  105. def test_4d(self):
  106. s = readsav(path.join(DATA_PATH, 'array_float32_4d.sav'), verbose=False)
  107. assert_equal(s.array4d.shape, (4, 5, 8, 7))
  108. def test_5d(self):
  109. s = readsav(path.join(DATA_PATH, 'array_float32_5d.sav'), verbose=False)
  110. assert_equal(s.array5d.shape, (4, 3, 4, 6, 5))
  111. def test_6d(self):
  112. s = readsav(path.join(DATA_PATH, 'array_float32_6d.sav'), verbose=False)
  113. assert_equal(s.array6d.shape, (3, 6, 4, 5, 3, 4))
  114. def test_7d(self):
  115. s = readsav(path.join(DATA_PATH, 'array_float32_7d.sav'), verbose=False)
  116. assert_equal(s.array7d.shape, (2, 1, 2, 3, 4, 3, 2))
  117. def test_8d(self):
  118. s = readsav(path.join(DATA_PATH, 'array_float32_8d.sav'), verbose=False)
  119. assert_equal(s.array8d.shape, (4, 3, 2, 1, 2, 3, 5, 4))
  120. class TestStructures:
  121. def test_scalars(self):
  122. s = readsav(path.join(DATA_PATH, 'struct_scalars.sav'), verbose=False)
  123. assert_identical(s.scalars.a, np.array(np.int16(1)))
  124. assert_identical(s.scalars.b, np.array(np.int32(2)))
  125. assert_identical(s.scalars.c, np.array(np.float32(3.)))
  126. assert_identical(s.scalars.d, np.array(np.float64(4.)))
  127. assert_identical(s.scalars.e, np.array([b"spam"], dtype=object))
  128. assert_identical(s.scalars.f, np.array(np.complex64(-1.+3j)))
  129. def test_scalars_replicated(self):
  130. s = readsav(path.join(DATA_PATH, 'struct_scalars_replicated.sav'), verbose=False)
  131. assert_identical(s.scalars_rep.a, np.repeat(np.int16(1), 5))
  132. assert_identical(s.scalars_rep.b, np.repeat(np.int32(2), 5))
  133. assert_identical(s.scalars_rep.c, np.repeat(np.float32(3.), 5))
  134. assert_identical(s.scalars_rep.d, np.repeat(np.float64(4.), 5))
  135. assert_identical(s.scalars_rep.e, np.repeat(b"spam", 5).astype(object))
  136. assert_identical(s.scalars_rep.f, np.repeat(np.complex64(-1.+3j), 5))
  137. def test_scalars_replicated_3d(self):
  138. s = readsav(path.join(DATA_PATH, 'struct_scalars_replicated_3d.sav'), verbose=False)
  139. assert_identical(s.scalars_rep.a, np.repeat(np.int16(1), 24).reshape(4, 3, 2))
  140. assert_identical(s.scalars_rep.b, np.repeat(np.int32(2), 24).reshape(4, 3, 2))
  141. assert_identical(s.scalars_rep.c, np.repeat(np.float32(3.), 24).reshape(4, 3, 2))
  142. assert_identical(s.scalars_rep.d, np.repeat(np.float64(4.), 24).reshape(4, 3, 2))
  143. assert_identical(s.scalars_rep.e, np.repeat(b"spam", 24).reshape(4, 3, 2).astype(object))
  144. assert_identical(s.scalars_rep.f, np.repeat(np.complex64(-1.+3j), 24).reshape(4, 3, 2))
  145. def test_arrays(self):
  146. s = readsav(path.join(DATA_PATH, 'struct_arrays.sav'), verbose=False)
  147. assert_array_identical(s.arrays.a[0], np.array([1, 2, 3], dtype=np.int16))
  148. assert_array_identical(s.arrays.b[0], np.array([4., 5., 6., 7.], dtype=np.float32))
  149. assert_array_identical(s.arrays.c[0], np.array([np.complex64(1+2j), np.complex64(7+8j)]))
  150. assert_array_identical(s.arrays.d[0], np.array([b"cheese", b"bacon", b"spam"], dtype=object))
  151. def test_arrays_replicated(self):
  152. s = readsav(path.join(DATA_PATH, 'struct_arrays_replicated.sav'), verbose=False)
  153. # Check column types
  154. assert_(s.arrays_rep.a.dtype.type is np.object_)
  155. assert_(s.arrays_rep.b.dtype.type is np.object_)
  156. assert_(s.arrays_rep.c.dtype.type is np.object_)
  157. assert_(s.arrays_rep.d.dtype.type is np.object_)
  158. # Check column shapes
  159. assert_equal(s.arrays_rep.a.shape, (5, ))
  160. assert_equal(s.arrays_rep.b.shape, (5, ))
  161. assert_equal(s.arrays_rep.c.shape, (5, ))
  162. assert_equal(s.arrays_rep.d.shape, (5, ))
  163. # Check values
  164. for i in range(5):
  165. assert_array_identical(s.arrays_rep.a[i],
  166. np.array([1, 2, 3], dtype=np.int16))
  167. assert_array_identical(s.arrays_rep.b[i],
  168. np.array([4., 5., 6., 7.], dtype=np.float32))
  169. assert_array_identical(s.arrays_rep.c[i],
  170. np.array([np.complex64(1+2j),
  171. np.complex64(7+8j)]))
  172. assert_array_identical(s.arrays_rep.d[i],
  173. np.array([b"cheese", b"bacon", b"spam"],
  174. dtype=object))
  175. def test_arrays_replicated_3d(self):
  176. s = readsav(path.join(DATA_PATH, 'struct_arrays_replicated_3d.sav'), verbose=False)
  177. # Check column types
  178. assert_(s.arrays_rep.a.dtype.type is np.object_)
  179. assert_(s.arrays_rep.b.dtype.type is np.object_)
  180. assert_(s.arrays_rep.c.dtype.type is np.object_)
  181. assert_(s.arrays_rep.d.dtype.type is np.object_)
  182. # Check column shapes
  183. assert_equal(s.arrays_rep.a.shape, (4, 3, 2))
  184. assert_equal(s.arrays_rep.b.shape, (4, 3, 2))
  185. assert_equal(s.arrays_rep.c.shape, (4, 3, 2))
  186. assert_equal(s.arrays_rep.d.shape, (4, 3, 2))
  187. # Check values
  188. for i in range(4):
  189. for j in range(3):
  190. for k in range(2):
  191. assert_array_identical(s.arrays_rep.a[i, j, k],
  192. np.array([1, 2, 3], dtype=np.int16))
  193. assert_array_identical(s.arrays_rep.b[i, j, k],
  194. np.array([4., 5., 6., 7.],
  195. dtype=np.float32))
  196. assert_array_identical(s.arrays_rep.c[i, j, k],
  197. np.array([np.complex64(1+2j),
  198. np.complex64(7+8j)]))
  199. assert_array_identical(s.arrays_rep.d[i, j, k],
  200. np.array([b"cheese", b"bacon", b"spam"],
  201. dtype=object))
  202. def test_inheritance(self):
  203. s = readsav(path.join(DATA_PATH, 'struct_inherit.sav'), verbose=False)
  204. assert_identical(s.fc.x, np.array([0], dtype=np.int16))
  205. assert_identical(s.fc.y, np.array([0], dtype=np.int16))
  206. assert_identical(s.fc.r, np.array([0], dtype=np.int16))
  207. assert_identical(s.fc.c, np.array([4], dtype=np.int16))
  208. def test_arrays_corrupt_idl80(self):
  209. # test byte arrays with missing nbyte information from IDL 8.0 .sav file
  210. with suppress_warnings() as sup:
  211. sup.filter(UserWarning, "Not able to verify number of bytes from header")
  212. s = readsav(path.join(DATA_PATH,'struct_arrays_byte_idl80.sav'),
  213. verbose=False)
  214. assert_identical(s.y.x[0], np.array([55,66], dtype=np.uint8))
  215. class TestPointers:
  216. # Check that pointers in .sav files produce references to the same object in Python
  217. def test_pointers(self):
  218. s = readsav(path.join(DATA_PATH, 'scalar_heap_pointer.sav'), verbose=False)
  219. assert_identical(s.c64_pointer1, np.complex128(1.1987253647623157e+112-5.1987258887729157e+307j))
  220. assert_identical(s.c64_pointer2, np.complex128(1.1987253647623157e+112-5.1987258887729157e+307j))
  221. assert_(s.c64_pointer1 is s.c64_pointer2)
  222. class TestPointerArray:
  223. # Test that pointers in arrays are correctly read in
  224. def test_1d(self):
  225. s = readsav(path.join(DATA_PATH, 'array_float32_pointer_1d.sav'), verbose=False)
  226. assert_equal(s.array1d.shape, (123, ))
  227. assert_(np.all(s.array1d == np.float32(4.)))
  228. assert_(np.all(vect_id(s.array1d) == id(s.array1d[0])))
  229. def test_2d(self):
  230. s = readsav(path.join(DATA_PATH, 'array_float32_pointer_2d.sav'), verbose=False)
  231. assert_equal(s.array2d.shape, (22, 12))
  232. assert_(np.all(s.array2d == np.float32(4.)))
  233. assert_(np.all(vect_id(s.array2d) == id(s.array2d[0,0])))
  234. def test_3d(self):
  235. s = readsav(path.join(DATA_PATH, 'array_float32_pointer_3d.sav'), verbose=False)
  236. assert_equal(s.array3d.shape, (11, 22, 12))
  237. assert_(np.all(s.array3d == np.float32(4.)))
  238. assert_(np.all(vect_id(s.array3d) == id(s.array3d[0,0,0])))
  239. def test_4d(self):
  240. s = readsav(path.join(DATA_PATH, 'array_float32_pointer_4d.sav'), verbose=False)
  241. assert_equal(s.array4d.shape, (4, 5, 8, 7))
  242. assert_(np.all(s.array4d == np.float32(4.)))
  243. assert_(np.all(vect_id(s.array4d) == id(s.array4d[0,0,0,0])))
  244. def test_5d(self):
  245. s = readsav(path.join(DATA_PATH, 'array_float32_pointer_5d.sav'), verbose=False)
  246. assert_equal(s.array5d.shape, (4, 3, 4, 6, 5))
  247. assert_(np.all(s.array5d == np.float32(4.)))
  248. assert_(np.all(vect_id(s.array5d) == id(s.array5d[0,0,0,0,0])))
  249. def test_6d(self):
  250. s = readsav(path.join(DATA_PATH, 'array_float32_pointer_6d.sav'), verbose=False)
  251. assert_equal(s.array6d.shape, (3, 6, 4, 5, 3, 4))
  252. assert_(np.all(s.array6d == np.float32(4.)))
  253. assert_(np.all(vect_id(s.array6d) == id(s.array6d[0,0,0,0,0,0])))
  254. def test_7d(self):
  255. s = readsav(path.join(DATA_PATH, 'array_float32_pointer_7d.sav'), verbose=False)
  256. assert_equal(s.array7d.shape, (2, 1, 2, 3, 4, 3, 2))
  257. assert_(np.all(s.array7d == np.float32(4.)))
  258. assert_(np.all(vect_id(s.array7d) == id(s.array7d[0,0,0,0,0,0,0])))
  259. def test_8d(self):
  260. s = readsav(path.join(DATA_PATH, 'array_float32_pointer_8d.sav'), verbose=False)
  261. assert_equal(s.array8d.shape, (4, 3, 2, 1, 2, 3, 5, 4))
  262. assert_(np.all(s.array8d == np.float32(4.)))
  263. assert_(np.all(vect_id(s.array8d) == id(s.array8d[0,0,0,0,0,0,0,0])))
  264. class TestPointerStructures:
  265. # Test that structures are correctly read in
  266. def test_scalars(self):
  267. s = readsav(path.join(DATA_PATH, 'struct_pointers.sav'), verbose=False)
  268. assert_identical(s.pointers.g, np.array(np.float32(4.), dtype=np.object_))
  269. assert_identical(s.pointers.h, np.array(np.float32(4.), dtype=np.object_))
  270. assert_(id(s.pointers.g[0]) == id(s.pointers.h[0]))
  271. def test_pointers_replicated(self):
  272. s = readsav(path.join(DATA_PATH, 'struct_pointers_replicated.sav'), verbose=False)
  273. assert_identical(s.pointers_rep.g, np.repeat(np.float32(4.), 5).astype(np.object_))
  274. assert_identical(s.pointers_rep.h, np.repeat(np.float32(4.), 5).astype(np.object_))
  275. assert_(np.all(vect_id(s.pointers_rep.g) == vect_id(s.pointers_rep.h)))
  276. def test_pointers_replicated_3d(self):
  277. s = readsav(path.join(DATA_PATH, 'struct_pointers_replicated_3d.sav'), verbose=False)
  278. s_expect = np.repeat(np.float32(4.), 24).reshape(4, 3, 2).astype(np.object_)
  279. assert_identical(s.pointers_rep.g, s_expect)
  280. assert_identical(s.pointers_rep.h, s_expect)
  281. assert_(np.all(vect_id(s.pointers_rep.g) == vect_id(s.pointers_rep.h)))
  282. def test_arrays(self):
  283. s = readsav(path.join(DATA_PATH, 'struct_pointer_arrays.sav'), verbose=False)
  284. assert_array_identical(s.arrays.g[0], np.repeat(np.float32(4.), 2).astype(np.object_))
  285. assert_array_identical(s.arrays.h[0], np.repeat(np.float32(4.), 3).astype(np.object_))
  286. assert_(np.all(vect_id(s.arrays.g[0]) == id(s.arrays.g[0][0])))
  287. assert_(np.all(vect_id(s.arrays.h[0]) == id(s.arrays.h[0][0])))
  288. assert_(id(s.arrays.g[0][0]) == id(s.arrays.h[0][0]))
  289. def test_arrays_replicated(self):
  290. s = readsav(path.join(DATA_PATH, 'struct_pointer_arrays_replicated.sav'), verbose=False)
  291. # Check column types
  292. assert_(s.arrays_rep.g.dtype.type is np.object_)
  293. assert_(s.arrays_rep.h.dtype.type is np.object_)
  294. # Check column shapes
  295. assert_equal(s.arrays_rep.g.shape, (5, ))
  296. assert_equal(s.arrays_rep.h.shape, (5, ))
  297. # Check values
  298. for i in range(5):
  299. assert_array_identical(s.arrays_rep.g[i], np.repeat(np.float32(4.), 2).astype(np.object_))
  300. assert_array_identical(s.arrays_rep.h[i], np.repeat(np.float32(4.), 3).astype(np.object_))
  301. assert_(np.all(vect_id(s.arrays_rep.g[i]) == id(s.arrays_rep.g[0][0])))
  302. assert_(np.all(vect_id(s.arrays_rep.h[i]) == id(s.arrays_rep.h[0][0])))
  303. def test_arrays_replicated_3d(self):
  304. pth = path.join(DATA_PATH, 'struct_pointer_arrays_replicated_3d.sav')
  305. s = readsav(pth, verbose=False)
  306. # Check column types
  307. assert_(s.arrays_rep.g.dtype.type is np.object_)
  308. assert_(s.arrays_rep.h.dtype.type is np.object_)
  309. # Check column shapes
  310. assert_equal(s.arrays_rep.g.shape, (4, 3, 2))
  311. assert_equal(s.arrays_rep.h.shape, (4, 3, 2))
  312. # Check values
  313. for i in range(4):
  314. for j in range(3):
  315. for k in range(2):
  316. assert_array_identical(s.arrays_rep.g[i, j, k],
  317. np.repeat(np.float32(4.), 2).astype(np.object_))
  318. assert_array_identical(s.arrays_rep.h[i, j, k],
  319. np.repeat(np.float32(4.), 3).astype(np.object_))
  320. assert_(np.all(vect_id(s.arrays_rep.g[i, j, k]) == id(s.arrays_rep.g[0, 0, 0][0])))
  321. assert_(np.all(vect_id(s.arrays_rep.h[i, j, k]) == id(s.arrays_rep.h[0, 0, 0][0])))
  322. class TestTags:
  323. '''Test that sav files with description tag read at all'''
  324. def test_description(self):
  325. s = readsav(path.join(DATA_PATH, 'scalar_byte_descr.sav'), verbose=False)
  326. assert_identical(s.i8u, np.uint8(234))
  327. def test_null_pointer():
  328. # Regression test for null pointers.
  329. s = readsav(path.join(DATA_PATH, 'null_pointer.sav'), verbose=False)
  330. assert_identical(s.point, None)
  331. assert_identical(s.check, np.int16(5))
  332. def test_invalid_pointer():
  333. # Regression test for invalid pointers (gh-4613).
  334. # In some files in the wild, pointers can sometimes refer to a heap
  335. # variable that does not exist. In that case, we now gracefully fail for
  336. # that variable and replace the variable with None and emit a warning.
  337. # Since it's difficult to artificially produce such files, the file used
  338. # here has been edited to force the pointer reference to be invalid.
  339. with warnings.catch_warnings(record=True) as w:
  340. warnings.simplefilter("always")
  341. s = readsav(path.join(DATA_PATH, 'invalid_pointer.sav'), verbose=False)
  342. assert_(len(w) == 1)
  343. assert_(str(w[0].message) == ("Variable referenced by pointer not found in "
  344. "heap: variable will be set to None"))
  345. assert_identical(s['a'], np.array([None, None]))
  346. def test_attrdict():
  347. d = _idl.AttrDict({'one': 1})
  348. assert d['one'] == 1
  349. assert d.one == 1
  350. with pytest.raises(KeyError):
  351. d['two']
  352. with pytest.raises(AttributeError, match='has no attribute'):
  353. d.two