def test_tklmbda_zero_shape(self):
# When lmbda = 0 the CDF has a simple closed form
one = mpmath.mpf(1)
assert_mpmath_equal(
lambda x: sp.tklmbda(x, 0),
lambda x: one/(mpmath.exp(-x) + one),
[Arg()], rtol=1e-7)
def test_tklmbda_zero_shape(self):
# When lmbda = 0 the CDF has a simple closed form
one = mpmath.mpf(1)
assert_mpmath_equal(
lambda x: sp.tklmbda(x, 0),
lambda x: one/(mpmath.exp(-x) + one),
[Arg()], rtol=1e-7)
def test_stdtr(self):
# Ideally the left endpoint for Arg() should be 0.
assert_mpmath_equal(
sp.stdtr,
_student_t_cdf,
[IntArg(1, 100), Arg(1e-10, np.inf)],
rtol=1e-7)
def test_gammainc():
# Quick check that the gammainc in
# special._precompute.gammainc_data agrees with mpmath's
# gammainc.
assert_mpmath_equal(gammainc,
lambda a, x: mp.gammainc(a, b=x, regularized=True),
[Arg(0, 100, inclusive_a=False), Arg(0, 100)],
nan_ok=False, rtol=1e-17, n=50, dps=50)
def test_gammainc():
# Quick check that the gammainc in
# special._precompute.gammainc_data agrees with mpmath's
# gammainc.
assert_mpmath_equal(gammainc,
lambda a, x: mp.gammainc(a, b=x, regularized=True),
[Arg(0, 100, inclusive_a=False), Arg(0, 100)],
nan_ok=False, rtol=1e-17, n=50, dps=50)
def test_gammaincc():
# Check that the gammaincc in special._precompute.gammainc_data
# agrees with mpmath's gammainc.
assert_mpmath_equal(lambda a, x: gammaincc(a, x, dps=1000),
lambda a, x: mp.gammainc(a, a=x, regularized=True),
[Arg(20, 100), Arg(20, 100)],
nan_ok=False, rtol=1e-17, n=50, dps=1000)
# Test the fast integer path
assert_mpmath_equal(gammaincc,
lambda a, x: mp.gammainc(a, a=x, regularized=True),
[IntArg(1, 100), Arg(0, 100)],
nan_ok=False, rtol=1e-17, n=50, dps=50)
def test_gammaincc():
# Check that the gammaincc in special._precompute.gammainc_data
# agrees with mpmath's gammainc.
assert_mpmath_equal(lambda a, x: gammaincc(a, x, dps=1000),
lambda a, x: mp.gammainc(a, a=x, regularized=True),
[Arg(20, 100), Arg(20, 100)],
nan_ok=False, rtol=1e-17, n=50, dps=1000)
# Test the fast integer path
assert_mpmath_equal(gammaincc,
lambda a, x: mp.gammainc(a, a=x, regularized=True),
[IntArg(1, 100), Arg(0, 100)],
nan_ok=False, rtol=1e-17, n=50, dps=50)
def test_stdtr(self):
# Ideally the left endpoint for Arg() should be 0.
assert_mpmath_equal(
sp.stdtr,
_student_t_cdf,
[IntArg(1, 100), Arg(1e-10, np.inf)], rtol=1e-7)
