Repository URL to install this package:
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Version:
0.36.2 ▾
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from __future__ import print_function, absolute_import, division
import sys
import numpy as np
from numba.cuda.testing import unittest
from numba import cuda, float32, float64, int32
import math
def math_acos(A, B):
i = cuda.grid(1)
B[i] = math.acos(A[i])
def math_asin(A, B):
i = cuda.grid(1)
B[i] = math.asin(A[i])
def math_atan(A, B):
i = cuda.grid(1)
B[i] = math.atan(A[i])
def math_acosh(A, B):
i = cuda.grid(1)
B[i] = math.acosh(A[i])
def math_asinh(A, B):
i = cuda.grid(1)
B[i] = math.asinh(A[i])
def math_atanh(A, B):
i = cuda.grid(1)
B[i] = math.atanh(A[i])
def math_cos(A, B):
i = cuda.grid(1)
B[i] = math.cos(A[i])
def math_sin(A, B):
i = cuda.grid(1)
B[i] = math.sin(A[i])
def math_tan(A, B):
i = cuda.grid(1)
B[i] = math.tan(A[i])
def math_cosh(A, B):
i = cuda.grid(1)
B[i] = math.cosh(A[i])
def math_sinh(A, B):
i = cuda.grid(1)
B[i] = math.sinh(A[i])
def math_tanh(A, B):
i = cuda.grid(1)
B[i] = math.tanh(A[i])
def math_atan2(A, B, C):
i = cuda.grid(1)
C[i] = math.atan2(A[i], B[i])
def math_exp(A, B):
i = cuda.grid(1)
B[i] = math.exp(A[i])
def math_erf(A, B):
i = cuda.grid(1)
B[i] = math.erf(A[i])
def math_erfc(A, B):
i = cuda.grid(1)
B[i] = math.erfc(A[i])
def math_expm1(A, B):
i = cuda.grid(1)
B[i] = math.expm1(A[i])
def math_fabs(A, B):
i = cuda.grid(1)
B[i] = math.fabs(A[i])
def math_gamma(A, B):
i = cuda.grid(1)
B[i] = math.gamma(A[i])
def math_lgamma(A, B):
i = cuda.grid(1)
B[i] = math.lgamma(A[i])
def math_log(A, B):
i = cuda.grid(1)
B[i] = math.log(A[i])
def math_log10(A, B):
i = cuda.grid(1)
B[i] = math.log10(A[i])
def math_log1p(A, B):
i = cuda.grid(1)
B[i] = math.log1p(A[i])
def math_sqrt(A, B):
i = cuda.grid(1)
B[i] = math.sqrt(A[i])
def math_hypot(A, B, C):
i = cuda.grid(1)
C[i] = math.hypot(A[i], B[i])
def math_pow(A, B, C):
i = cuda.grid(1)
C[i] = math.pow(A[i], B[i])
def math_ceil(A, B):
i = cuda.grid(1)
B[i] = math.ceil(A[i])
def math_floor(A, B):
i = cuda.grid(1)
B[i] = math.floor(A[i])
def math_copysign(A, B, C):
i = cuda.grid(1)
C[i] = math.copysign(A[i], B[i])
def math_fmod(A, B, C):
i = cuda.grid(1)
C[i] = math.fmod(A[i], B[i])
def math_modf(A, B, C):
i = cuda.grid(1)
C[i] = math.modf(A[i], B[i])
def math_isnan(A, B):
i = cuda.grid(1)
B[i] = math.isnan(A[i])
def math_isinf(A, B):
i = cuda.grid(1)
B[i] = math.isinf(A[i])
def math_pow_binop(A, B, C):
i = cuda.grid(1)
C[i] = A[i] ** B[i]
def math_mod_binop(A, B, C):
i = cuda.grid(1)
C[i] = A[i] % B[i]
class TestCudaMath(unittest.TestCase):
def unary_template_float32(self, func, npfunc, start=0, stop=1):
self.unary_template(func, npfunc, np.float32, float32, start, stop)
def unary_template_float64(self, func, npfunc, start=0, stop=1):
self.unary_template(func, npfunc, np.float64, float64, start, stop)
def unary_template(self, func, npfunc, npdtype, npmtype, start, stop):
nelem = 50
A = np.linspace(start, stop, nelem).astype(npdtype)
B = np.empty_like(A)
arytype = npmtype[::1]
cfunc = cuda.jit((arytype, arytype))(func)
cfunc[1, nelem](A, B)
self.assertTrue(np.allclose(npfunc(A), B))
def unary_bool_template_float32(self, func, npfunc, start=0, stop=1):
self.unary_template(func, npfunc, np.float32, float32, start, stop)
def unary_bool_template_float64(self, func, npfunc, start=0, stop=1):
self.unary_template(func, npfunc, np.float64, float64, start, stop)
def unary_bool_template(self, func, npfunc, npdtype, npmtype, start, stop):
nelem = 50
A = np.linspace(start, stop, nelem).astype(npdtype)
B = np.empty(A.shape, dtype=np.int32)
iarytype = npmtype[::1]
oarytype = int32[::1]
cfunc = cuda.jit((iarytype, oarytype))(func)
cfunc[1, nelem](A, B)
self.assertTrue(np.all(npfunc(A), B))
def binary_template_float32(self, func, npfunc, start=0, stop=1):
self.binary_template(func, npfunc, np.float32, float32, start, stop)
def binary_template_float64(self, func, npfunc, start=0, stop=1):
self.binary_template(func, npfunc, np.float64, float64, start, stop)
def binary_template(self, func, npfunc, npdtype, npmtype, start, stop):
nelem = 50
A = np.linspace(start, stop, nelem).astype(npdtype)
B = np.empty_like(A)
arytype = npmtype[::1]
cfunc = cuda.jit((arytype, arytype, arytype))(func)
cfunc.bind()
cfunc[1, nelem](A, A, B)
self.assertTrue(np.allclose(npfunc(A, A), B))
# Test helper for math functions when no ufunc exists
# and dtype specificity is required.
def _math_vectorize(self, mathfunc, x):
ret = np.zeros_like(x)
for k in range(len(x)):
ret[k] = mathfunc(x[k])
return ret
#------------------------------------------------------------------------------
# test_math_acos
def test_math_acos(self):
self.unary_template_float32(math_acos, np.arccos)
self.unary_template_float64(math_acos, np.arccos)
#------------------------------------------------------------------------------
# test_math_asin
def test_math_asin(self):
self.unary_template_float32(math_asin, np.arcsin)
self.unary_template_float64(math_asin, np.arcsin)
#------------------------------------------------------------------------------
# test_math_atan
def test_math_atan(self):
self.unary_template_float32(math_atan, np.arctan)
self.unary_template_float64(math_atan, np.arctan)
#------------------------------------------------------------------------------
# test_math_acosh
def test_math_acosh(self):
self.unary_template_float32(math_acosh, np.arccosh, start=1, stop=2)
self.unary_template_float64(math_acosh, np.arccosh, start=1, stop=2)
#------------------------------------------------------------------------------
# test_math_asinh
def test_math_asinh(self):
self.unary_template_float32(math_asinh, np.arcsinh)
self.unary_template_float64(math_asinh, np.arcsinh)
#------------------------------------------------------------------------------
# test_math_atanh
def test_math_atanh(self):
self.unary_template_float32(math_atanh, np.arctanh, start=0, stop=.9)
self.unary_template_float64(math_atanh, np.arctanh, start=0, stop=.9)
#------------------------------------------------------------------------------
# test_math_cos
def test_math_cos(self):
self.unary_template_float32(math_cos, np.cos)
self.unary_template_float64(math_cos, np.cos)
#------------------------------------------------------------------------------
# test_math_sin
def test_math_sin(self):
self.unary_template_float32(math_sin, np.sin)
self.unary_template_float64(math_sin, np.sin)
#------------------------------------------------------------------------------
# test_math_tan
def test_math_tan(self):
self.unary_template_float32(math_tan, np.tan)
self.unary_template_float64(math_tan, np.tan)
#------------------------------------------------------------------------------
# test_math_cosh
def test_math_cosh(self):
self.unary_template_float32(math_cosh, np.cosh)
self.unary_template_float64(math_cosh, np.cosh)
#------------------------------------------------------------------------------
# test_math_sinh
def test_math_sinh(self):
self.unary_template_float32(math_sinh, np.sinh)
self.unary_template_float64(math_sinh, np.sinh)
#------------------------------------------------------------------------------
# test_math_tanh
def test_math_tanh(self):
self.unary_template_float32(math_tanh, np.tanh)
self.unary_template_float64(math_tanh, np.tanh)
#------------------------------------------------------------------------------
# test_math_atan2
def test_math_atan2(self):
self.binary_template_float32(math_atan2, np.arctan2)
self.binary_template_float64(math_atan2, np.arctan2)
#------------------------------------------------------------------------------
# test_math_erf
def test_math_erf(self):
def ufunc(x):
return self._math_vectorize(math.erf, x)
self.unary_template_float32(math_erf, ufunc)
self.unary_template_float64(math_erf, ufunc)
#------------------------------------------------------------------------------
# test_math_erfc
def test_math_erfc(self):
def ufunc(x):
return self._math_vectorize(math.erfc, x)
self.unary_template_float32(math_erfc, ufunc)
self.unary_template_float64(math_erfc, ufunc)
#------------------------------------------------------------------------------
# test_math_exp
def test_math_exp(self):
self.unary_template_float32(math_exp, np.exp)
self.unary_template_float64(math_exp, np.exp)
#------------------------------------------------------------------------------
# test_math_expm1
def test_math_expm1(self):
self.unary_template_float32(math_expm1, np.expm1)
self.unary_template_float64(math_expm1, np.expm1)
#------------------------------------------------------------------------------
# test_math_fabs
def test_math_fabs(self):
self.unary_template_float32(math_fabs, np.fabs, start=-1)
self.unary_template_float64(math_fabs, np.fabs, start=-1)
#------------------------------------------------------------------------------
# test_math_gamma
def test_math_gamma(self):
def ufunc(x):
return self._math_vectorize(math.gamma, x)
self.unary_template_float32(math_gamma, ufunc, start=0.1)
self.unary_template_float64(math_gamma, ufunc, start=0.1)
#------------------------------------------------------------------------------
# test_math_lgamma
def test_math_lgamma(self):
def ufunc(x):
return self._math_vectorize(math.lgamma, x)
self.unary_template_float32(math_lgamma, ufunc, start=0.1)
self.unary_template_float64(math_lgamma, ufunc, start=0.1)
#------------------------------------------------------------------------------
# test_math_log
def test_math_log(self):
self.unary_template_float32(math_log, np.log, start=1)
self.unary_template_float64(math_log, np.log, start=1)
#------------------------------------------------------------------------------
# test_math_log10
def test_math_log10(self):
self.unary_template_float32(math_log10, np.log10, start=1)
self.unary_template_float64(math_log10, np.log10, start=1)
#------------------------------------------------------------------------------
# test_math_log1p
def test_math_log1p(self):
self.unary_template_float32(math_log1p, np.log1p)
self.unary_template_float64(math_log1p, np.log1p)
#------------------------------------------------------------------------------
# test_math_sqrt
def test_math_sqrt(self):
self.unary_template_float32(math_sqrt, np.sqrt)
self.unary_template_float64(math_sqrt, np.sqrt)
#------------------------------------------------------------------------------
# test_math_hypot
def test_math_hypot(self):
self.binary_template_float32(math_hypot, np.hypot)
self.binary_template_float64(math_hypot, np.hypot)
#------------------------------------------------------------------------------
# test_math_pow
def test_math_pow(self):
self.binary_template_float32(math_pow, np.power)
self.binary_template_float64(math_pow, np.power)
#------------------------------------------------------------------------------
# test_math_pow_binop
def test_math_pow_binop(self):
self.binary_template_float32(math_pow_binop, np.power)
self.binary_template_float64(math_pow_binop, np.power)
#------------------------------------------------------------------------------
# test_math_ceil
def test_math_ceil(self):
self.unary_template_float32(math_ceil, np.ceil)
self.unary_template_float64(math_ceil, np.ceil)
#------------------------------------------------------------------------------
# test_math_floor
def test_math_floor(self):
self.unary_template_float32(math_floor, np.floor)
self.unary_template_float64(math_floor, np.floor)
#------------------------------------------------------------------------------
# test_math_copysign
def test_math_copysign(self):
self.binary_template_float32(math_copysign, np.copysign, start=-1)
self.binary_template_float64(math_copysign, np.copysign, start=-1)
#------------------------------------------------------------------------------
# test_math_fmod
def test_math_fmod(self):
self.binary_template_float32(math_fmod, np.fmod, start=1)
self.binary_template_float64(math_fmod, np.fmod, start=1)
#------------------------------------------------------------------------------
# test_math_mod_binop
def test_math_mod_binop(self):
self.binary_template_float32(math_mod_binop, np.fmod, start=1)
self.binary_template_float64(math_mod_binop, np.fmod, start=1)
#------------------------------------------------------------------------------
# test_math_isnan
def test_math_isnan(self):
self.unary_bool_template_float32(math_isnan, np.isnan)
self.unary_bool_template_float64(math_isnan, np.isnan)
#------------------------------------------------------------------------------
# test_math_isinf
def test_math_isinf(self):
self.unary_bool_template_float32(math_isinf, np.isinf)
self.unary_bool_template_float64(math_isinf, np.isinf)
if __name__ == '__main__':
unittest.main()