def test_init(self):
# Setting sctype_list
R = Recaster()
assert set(R.sctype_list) == set(sctype_attributes().keys()), \
'Default recaster should include all system types'
T = np.float32
R = Recaster([T])
assert R.sctype_list == [T], 'Scalar type list not correctly set'
# Setting tolerances
R = Recaster()
tols = R.default_sctype_tols()
assert tols == R.sctype_tols, 'Unexpected tols dictionary'
F = np.finfo(T)
R = Recaster(sctype_tols={T: {
'rtol': F.eps*2,
'atol': F.tiny*2,
'silly': 'silly text'}})
assert R.sctype_tols[T]['rtol'] == F.eps*2, \
'Rtol not correctly set'
assert R.sctype_tols[T]['atol'] == F.tiny*2, \
'Atol not correctly set'
T = np.complex128
F = np.finfo(T)
assert R.sctype_tols[T]['rtol'] == F.eps, \
'Rtol defaults not correctly set'
assert R.sctype_tols[T]['atol'] == F.tiny, \
'Atol defaults not correctly set'
def test_cast_to_fp(self):
R = Recaster()
# Define expected type output from fp recast of value
sta = sctype_attributes()
inp_outp = (
(1, np.complex128, 'c', sta[np.complex128]['size'], 0, np.complex128),
(1, np.complex128, 'c', sta[np.complex128]['size'], 1, np.complex64),
(1, np.complex128, 'c', sta[np.complex64]['size'], 0, np.complex64),
(1, np.complex128, 'f', sta[np.float64]['size'], 0, np.float64),
(1.0+1j, np.complex128, 'f', sta[np.complex128]['size'], 0, None),
(1, np.float64, 'f', sta[np.float64]['size'], 0, np.float64),
(1, np.float64, 'f', sta[np.float64]['size'], 1, np.float32),
(1, np.float64, 'f', sta[np.float32]['size'], 0, np.float32),
(1, np.float64, 'c', sta[np.complex128]['size'], 0, np.complex128),
(1, np.float64, 'c', sta[np.complex128]['size'], 1, np.complex64),
(1, np.int32, 'f', sta[np.float64]['size'], 0, np.float64),
(1, np.int32, 'f', sta[np.float64]['size'], 1, np.float32),
(1, np.float64, 'f', 0, 0, None),
)
for value, inp, kind, max_size, continue_down, outp in inp_outp:
arr = np.array(value, dtype=inp)
arr = R.cast_to_fp(arr, kind, max_size, continue_down)
if outp is None:
assert arr is None, \
'Expected None from type %s, got %s' \
% (inp, arr.dtype.type)
continue
assert arr is not None, \
'Expected %s from %s, got None' % (outp, inp)
dtt = arr.dtype.type
assert dtt is outp, \
'Expected %s from %s, got %s' % (outp, inp, dtt)
def test_init(self):
# Setting sctype_list
R = Recaster()
assert set(R.sctype_list) == set(sctype_attributes().keys()), \
'Default recaster should include all system types'
T = np.float32
R = Recaster([T])
assert R.sctype_list == [T], 'Scalar type list not correctly set'
# Setting tolerances
R = Recaster()
tols = R.default_sctype_tols()
assert tols == R.sctype_tols, 'Unexpected tols dictionary'
F = np.finfo(T)
R = Recaster(sctype_tols={
T: {
'rtol': F.eps * 2,
'atol': F.tiny * 2,
'silly': 'silly text'
}
})
assert R.sctype_tols[T]['rtol'] == F.eps*2, \
'Rtol not correctly set'
assert R.sctype_tols[T]['atol'] == F.tiny*2, \
'Atol not correctly set'
T = np.complex128
F = np.finfo(T)
assert R.sctype_tols[T]['rtol'] == F.eps, \
'Rtol defaults not correctly set'
assert R.sctype_tols[T]['atol'] == F.tiny, \
'Atol defaults not correctly set'
def test_recasts(self):
valid_types = [np.int32, np.complex128, np.float64]
# Test smallest
R = Recaster(valid_types, recast_options='smallest')
inp_outp = (
(1, np.complex128, np.int32),
(1, np.complex64, np.int32),
(1.0 + 1j, np.complex128, np.complex128),
(1.0 + 1j, np.complex64, np.complex128),
(1, np.float64, np.int32),
(1, np.float32, np.int32),
(1.1, np.float64, np.float64),
(-1e12, np.int64, np.float64),
)
self.run_io_recasts(R, inp_outp)
# Test only_if_none
R = Recaster(valid_types, recast_options='only_if_none')
inp_outp = (
(1, np.complex128, np.complex128),
(1, np.complex64, np.int32),
(1.0 + 1j, np.complex128, np.complex128),
(1.0 + 1j, np.complex64, np.complex128),
(1, np.float64, np.float64),
(1, np.float32, np.int32),
(1.1, np.float64, np.float64),
(-1e12, np.int64, np.float64),
)
self.run_io_recasts(R, inp_outp)
# Test preserve_precision
R = Recaster(valid_types, recast_options='preserve_precision')
inp_outp = (
(1, np.complex128, np.complex128),
(1, np.complex64, np.complex128),
(1.0 + 1j, np.complex128, np.complex128),
(1.0 + 1j, np.complex64, np.complex128),
(1, np.float64, np.float64),
(1, np.float32, np.float64),
(1.1, np.float64, np.float64),
(-1e12, np.int64, None),
)
self.run_io_recasts(R, inp_outp)
def test_cast_to_fp(self):
R = Recaster()
# Define expected type output from fp recast of value
sta = sctype_attributes()
inp_outp = (
(1, np.complex128, 'c', sta[np.complex128]['size'], 0,
np.complex128),
(1, np.complex128, 'c', sta[np.complex128]['size'], 1,
np.complex64),
(1, np.complex128, 'c', sta[np.complex64]['size'], 0,
np.complex64),
(1, np.complex128, 'f', sta[np.float64]['size'], 0, np.float64),
(1.0 + 1j, np.complex128, 'f', sta[np.complex128]['size'], 0,
None),
(1, np.float64, 'f', sta[np.float64]['size'], 0, np.float64),
(1, np.float64, 'f', sta[np.float64]['size'], 1, np.float32),
(1, np.float64, 'f', sta[np.float32]['size'], 0, np.float32),
(1, np.float64, 'c', sta[np.complex128]['size'], 0, np.complex128),
(1, np.float64, 'c', sta[np.complex128]['size'], 1, np.complex64),
(1, np.int32, 'f', sta[np.float64]['size'], 0, np.float64),
(1, np.int32, 'f', sta[np.float64]['size'], 1, np.float32),
(1, np.float64, 'f', 0, 0, None),
)
for value, inp, kind, max_size, continue_down, outp in inp_outp:
arr = np.array(value, dtype=inp)
arr = R.cast_to_fp(arr, kind, max_size, continue_down)
if outp is None:
assert arr is None, \
'Expected None from type %s, got %s' \
% (inp, arr.dtype.type)
continue
assert arr is not None, \
'Expected %s from %s, got None' % (outp, inp)
dtt = arr.dtype.type
assert dtt is outp, \
'Expected %s from %s, got %s' % (outp, inp, dtt)
def test_smallest_int_sctype(self):
# Smallest int sctype with full recaster
params = sctype_attributes()
RF = Recaster()
test_triples = [(np.uint8, 0, 255), (np.int8, -128, 0),
(np.uint16, 0, params[np.uint16]['max']),
(np.int16, params[np.int16]['min'], 0),
(np.uint32, 0, params[np.uint32]['max']),
(np.int32, params[np.int32]['min'], 0),
(np.uint64, 0, params[np.uint64]['max']),
(np.int64, params[np.int64]['min'], 0)]
for T, mn, mx in test_triples:
rt = RF.smallest_int_sctype(mx, mn)
assert np.dtype(rt) == np.dtype(T), \
'Expected %s, got %s type' % (T, rt)
# Smallest int sctype with restricted recaster
mmax = params[np.int32]['max']
mmin = params[np.int32]['min']
RR = Recaster([np.int32])
for kind in ('int', 'uint'):
for T in np.sctypes[kind]:
mx = params[T]['max']
mn = params[T]['min']
rt = RR.smallest_int_sctype(mx, mn)
if mx <= mmax and mn >= mmin:
assert rt == np.int32, \
'Expected int32 type, got %s' % rt
else:
assert rt is None, \
'Expected None, got %s for %s' % (T, rt)
# Test preferred int flag
mx = 1000
mn = 0
rt = RF.smallest_int_sctype(mx, mn)
assert rt == np.int16, 'Expected int16, got %s' % rt
rt = RF.smallest_int_sctype(mx, mn, 'i')
assert rt == np.int16, 'Expected int16, got %s' % rt
rt = RF.smallest_int_sctype(mx, mn, prefer='u')
assert rt == np.uint16, 'Expected uint16, got %s' % rt
def test_smallest_int_sctype(self):
# Smallest int sctype with full recaster
params = sctype_attributes()
RF = Recaster()
test_triples = [(np.uint8, 0, 255),
(np.int8, -128, 0),
(np.uint16, 0, params[np.uint16]['max']),
(np.int16, params[np.int16]['min'], 0),
(np.uint32, 0, params[np.uint32]['max']),
(np.int32, params[np.int32]['min'], 0),
(np.uint64, 0, params[np.uint64]['max']),
(np.int64, params[np.int64]['min'], 0)]
for T, mn, mx in test_triples:
rt = RF.smallest_int_sctype(mx, mn)
assert np.dtype(rt) == np.dtype(T), \
'Expected %s, got %s type' % (T, rt)
# Smallest int sctype with restricted recaster
mmax = params[np.int32]['max']
mmin = params[np.int32]['min']
RR = Recaster([np.int32])
for kind in ('int', 'uint'):
for T in np.sctypes[kind]:
mx = params[T]['max']
mn = params[T]['min']
rt = RR.smallest_int_sctype(mx, mn)
if mx <= mmax and mn >= mmin:
assert rt == np.int32, \
'Expected int32 type, got %s' % rt
else:
assert rt is None, \
'Expected None, got %s for %s' % (T, rt)
# Test preferred int flag
mx = 1000
mn = 0
rt = RF.smallest_int_sctype(mx, mn)
assert rt == np.int16, 'Expected int16, got %s' % rt
rt = RF.smallest_int_sctype(mx, mn, 'i')
assert rt == np.int16, 'Expected int16, got %s' % rt
rt = RF.smallest_int_sctype(mx, mn, prefer='u')
assert rt == np.uint16, 'Expected uint16, got %s' % rt