Пример #1
0
def test_fixed_delta():
    noises = B.rand(3)
    k = FixedDelta(noises)

    # Verify that the kernel has the right properties.
    assert k.stationary
    assert k.var == 1
    assert k.length_scale == 0
    assert k.period == np.inf
    assert str(k) == 'FixedDelta()'

    # Check equality.
    assert FixedDelta(noises) == FixedDelta(noises)
    assert FixedDelta(noises) != FixedDelta(2 * noises)
    assert FixedDelta(noises) != EQ()

    # Standard tests:
    standard_kernel_tests(k)

    # Check correctness.
    x1 = B.randn(5)
    x2 = B.randn(5)
    allclose(k(x1), B.zeros(5, 5))
    allclose(k.elwise(x1), B.zeros(5, 1))
    allclose(k(x1, x2), B.zeros(5, 5))
    allclose(k.elwise(x1, x2), B.zeros(5, 1))

    x1 = B.randn(3)
    x2 = B.randn(3)
    allclose(k(x1), B.diag(noises))
    allclose(k.elwise(x1), B.uprank(noises))
    allclose(k(x1, x2), B.zeros(3, 3))
    allclose(k.elwise(x1, x2), B.zeros(3, 1))
Пример #2
0
def test_fixed_delta():
    noises = B.rand(3)
    k = FixedDelta(noises)

    # Verify that the kernel has the right properties.
    assert k.stationary
    assert str(k) == "FixedDelta()"

    # Check equality.
    assert FixedDelta(noises) == FixedDelta(noises)
    assert FixedDelta(noises) != FixedDelta(2 * noises)
    assert FixedDelta(noises) != EQ()

    # Standard tests:
    standard_kernel_tests(k)

    # Check correctness.
    x1 = B.randn(5)
    x2 = B.randn(5)
    approx(k(x1), B.zeros(5, 5))
    approx(k.elwise(x1), B.zeros(5, 1))
    approx(k(x1, x2), B.zeros(5, 5))
    approx(k.elwise(x1, x2), B.zeros(5, 1))

    x1 = B.randn(3)
    x2 = B.randn(3)
    approx(k(x1), B.diag(noises))
    approx(k.elwise(x1), B.uprank(noises))
    approx(k(x1, x2), B.zeros(3, 3))
    approx(k.elwise(x1, x2), B.zeros(3, 1))