def test_numpy_dynd_fixedstring_interop(self):
"""Tests converting fixed-size string arrays to/from numpy"""
# ASCII Numpy -> dynd
a = np.array(['abc', 'testing', 'array'])
b = nd.ndarray(a)
self.assertEqual(nd.make_fixedstring_dtype('ascii', 7), b.dtype)
self.assertEqual(b.dtype, nd.dtype(a.dtype))
# ASCII dynd -> Numpy
c = np.asarray(b)
self.assertEqual(a.dtype, c.dtype)
assert_array_equal(a, c)
# verify 'a' and 'c' are looking at the same data
a[1] = 'modify'
assert_array_equal(a, c)
# ASCII dynd -> UTF32 dynd
b_u = b.as_dtype(nd.make_fixedstring_dtype('utf_32', 7))
self.assertEqual(
nd.make_convert_dtype(
nd.make_fixedstring_dtype('utf_32', 7),
nd.make_fixedstring_dtype('ascii', 7)),
b_u.dtype)
# Evaluate to its value array
b_u = b_u.vals()
self.assertEqual(
nd.make_fixedstring_dtype('utf_32', 7),
b_u.dtype)
# UTF32 dynd -> Numpy
c_u = np.asarray(b_u)
self.assertEqual(b_u.dtype, nd.dtype(c_u.dtype))
assert_array_equal(a, c_u)
# 'a' and 'c_u' are not looking at the same data
a[1] = 'diff'
self.assertFalse(np.all(a == c_u))
def test_dtype_from_numpy_dtype(self):
"""Tests converting numpy dtypes to pydynd dtypes"""
# native byte order
self.assertEqual(nd.bool, nd.dtype(np.dtype(np.bool)))
self.assertEqual(nd.int8, nd.dtype(np.dtype(np.int8)))
self.assertEqual(nd.int16, nd.dtype(np.dtype(np.int16)))
self.assertEqual(nd.int32, nd.dtype(np.dtype(np.int32)))
self.assertEqual(nd.int64, nd.dtype(np.dtype(np.int64)))
self.assertEqual(nd.uint8, nd.dtype(np.dtype(np.uint8)))
self.assertEqual(nd.uint16, nd.dtype(np.dtype(np.uint16)))
self.assertEqual(nd.uint32, nd.dtype(np.dtype(np.uint32)))
self.assertEqual(nd.uint64, nd.dtype(np.dtype(np.uint64)))
self.assertEqual(nd.float32, nd.dtype(np.dtype(np.float32)))
self.assertEqual(nd.float64, nd.dtype(np.dtype(np.float64)))
self.assertEqual(nd.cfloat32, nd.dtype(np.dtype(np.complex64)))
self.assertEqual(nd.cfloat64, nd.dtype(np.dtype(np.complex128)))
self.assertEqual(nd.make_fixedstring_dtype('ascii', 10),
nd.dtype(np.dtype('S10')))
self.assertEqual(nd.make_fixedstring_dtype('utf_32', 10),
nd.dtype(np.dtype('U10')))
# non-native byte order
nonnative = self.nonnative
self.assertEqual(nd.make_byteswap_dtype(nd.int16),
nd.dtype(np.dtype(nonnative + 'i2')))
self.assertEqual(nd.make_byteswap_dtype(nd.int32),
nd.dtype(np.dtype(nonnative + 'i4')))
self.assertEqual(nd.make_byteswap_dtype(nd.int64),
nd.dtype(np.dtype(nonnative + 'i8')))
self.assertEqual(nd.make_byteswap_dtype(nd.uint16),
nd.dtype(np.dtype(nonnative + 'u2')))
self.assertEqual(nd.make_byteswap_dtype(nd.uint32),
nd.dtype(np.dtype(nonnative + 'u4')))
self.assertEqual(nd.make_byteswap_dtype(nd.uint64),
nd.dtype(np.dtype(nonnative + 'u8')))
self.assertEqual(nd.make_byteswap_dtype(nd.float32),
nd.dtype(np.dtype(nonnative + 'f4')))
self.assertEqual(nd.make_byteswap_dtype(nd.float64),
nd.dtype(np.dtype(nonnative + 'f8')))
self.assertEqual(nd.make_byteswap_dtype(nd.cfloat32),
nd.dtype(np.dtype(nonnative + 'c8')))
self.assertEqual(nd.make_byteswap_dtype(nd.cfloat64),
nd.dtype(np.dtype(nonnative + 'c16')))
def test_dtype_from_ctype_typeobject(self):
self.assertEqual(nd.int8, nd.dtype(ctypes.c_int8))
self.assertEqual(nd.int16, nd.dtype(ctypes.c_int16))
self.assertEqual(nd.int32, nd.dtype(ctypes.c_int32))
self.assertEqual(nd.int64, nd.dtype(ctypes.c_int64))
self.assertEqual(nd.uint8, nd.dtype(ctypes.c_uint8))
self.assertEqual(nd.uint16, nd.dtype(ctypes.c_uint16))
self.assertEqual(nd.uint32, nd.dtype(ctypes.c_uint32))
self.assertEqual(nd.uint64, nd.dtype(ctypes.c_uint64))
self.assertEqual(nd.uint32, nd.dtype(ctypes.c_uint32))
self.assertEqual(nd.uint64, nd.dtype(ctypes.c_uint64))
self.assertEqual(nd.float32, nd.dtype(ctypes.c_float))
self.assertEqual(nd.float64, nd.dtype(ctypes.c_double))
def test_dtype_from_numpy_scalar_types(self):
"""Tests converting numpy scalar types to pydynd dtypes"""
self.assertEqual(nd.bool, nd.dtype(np.bool))
self.assertEqual(nd.bool, nd.dtype(np.bool_))
self.assertEqual(nd.int8, nd.dtype(np.int8))
self.assertEqual(nd.int16, nd.dtype(np.int16))
self.assertEqual(nd.int32, nd.dtype(np.int32))
self.assertEqual(nd.int64, nd.dtype(np.int64))
self.assertEqual(nd.uint8, nd.dtype(np.uint8))
self.assertEqual(nd.uint16, nd.dtype(np.uint16))
self.assertEqual(nd.uint32, nd.dtype(np.uint32))
self.assertEqual(nd.uint64, nd.dtype(np.uint64))
self.assertEqual(nd.float32, nd.dtype(np.float32))
self.assertEqual(nd.float64, nd.dtype(np.float64))
self.assertEqual(nd.cfloat32, nd.dtype(np.complex64))
self.assertEqual(nd.cfloat64, nd.dtype(np.complex128))
def test_scalar_dtypes(self):
self.assertEqual(nd.bool, nd.dtype(bool))
self.assertEqual(nd.int32, nd.dtype(int))
self.assertEqual(nd.float64, nd.dtype(float))
self.assertEqual(nd.cfloat64, nd.dtype(complex))
