def test_partial_dmf_gauss():
name = 'gaussmf'
mean = -1.5
sigma = 0.75
gaussmf_param_dict = {'mean': mean,
'sigma': sigma}
test_int = randint(1, 3)
gaussmf_results = [partial_dmf(-1.5, name, gaussmf_param_dict, 'mean'),
partial_dmf(-1.5, name, gaussmf_param_dict, 'sigma'),
partial_dmf(-1.5, name, {'mean': mean, 'sigma': test_int * sigma}, 'mean') ==
-partial_dmf(-1.5, name, {'mean': mean, 'sigma': -test_int * sigma}, 'mean')]
gaussmf_expected = [0., 0., True]
assert_allclose(gaussmf_results, gaussmf_expected)
def test_partial_dmf_sigmoid():
name = 'sigmf'
b_one = 1.0
c_one = 3.0
b_two = -1.0
c_two = 0.5
sigmf_param_dict_one = {'b': b_one, 'c': c_one}
sigmf_param_dict_two = {'b': b_two, 'c': c_two}
sigmf_results = [partial_dmf(1.0, name, sigmf_param_dict_one, 'b'),
partial_dmf(-1.0, name, sigmf_param_dict_two, 'b'),
partial_dmf(1.0, name, sigmf_param_dict_one, 'c'),
partial_dmf(-1.0, name, sigmf_param_dict_two, 'c')
]
sigmf_expected = [-0.75, -0.125, 0., 0.]
assert_allclose(sigmf_results, sigmf_expected)
def test_partial_dmf_gbell():
name = 'gbellmf'
a = 2.
b = 1.
c = 0.5
gbellmf_param_dict = {'a': a, 'b': b, 'c': c}
gbellmf_results = [partial_dmf(-1.5, name, gbellmf_param_dict, 'a'),
partial_dmf(2.5, name, gbellmf_param_dict, 'a'),
partial_dmf(-1.5, name, gbellmf_param_dict, 'b'),
partial_dmf(2.5, name, gbellmf_param_dict, 'b'),
partial_dmf(-1.5, name, gbellmf_param_dict, 'c'),
partial_dmf(2.5, name, gbellmf_param_dict, 'c')
]
gbellmf_expected = [0.25, 0.25, -0.0, -0.0, -0.25, 0.25]
assert_allclose(gbellmf_results, gbellmf_expected)
def test_partial_dmf():
gaussmf = 'gaussmf'
mean = -1.5
sigma = 0.75
gaussmf_param_dict = {'mean': mean,
'sigma': sigma}
test_int = randint(1, 3)
gaussmf_results = [partial_dmf(-1.5, gaussmf, gaussmf_param_dict, 'mean'),
partial_dmf(-1.5, gaussmf, gaussmf_param_dict, 'sigma'),
partial_dmf(-1.5, gaussmf, {'mean': mean, 'sigma': test_int * sigma}, 'mean') ==
-partial_dmf(-1.5, gaussmf, {'mean': mean, 'sigma': -test_int * sigma}, 'mean')]
gaussmf_expected = [0., 0., True]
assert_allclose(gaussmf_results, gaussmf_expected)
gbellmf = 'gbellmf'
a = 2.
b = 1.
c = 0.5
gbellmf_param_dict = {'a': a, 'b': b, 'c': c}
gbellmf_results = [partial_dmf(-1.5, gbellmf, gbellmf_param_dict, 'a'),
partial_dmf(2.5, gbellmf, gbellmf_param_dict, 'a'),
partial_dmf(-1.5, gbellmf, gbellmf_param_dict, 'b'),
partial_dmf(2.5, gbellmf, gbellmf_param_dict, 'b'),
partial_dmf(-1.5, gbellmf, gbellmf_param_dict, 'c'),
partial_dmf(2.5, gbellmf, gbellmf_param_dict, 'c')
]
gbellmf_expected = [0.25, 0.25, -0.0, -0.0, -0.25, 0.25]
assert_allclose(gbellmf_results, gbellmf_expected)
sigmf = 'sigmf'
b_one = 1.0
c_one = 3.0
b_two = -1.0
c_two = 0.5
sigmf_param_dict_one = {'b': b_one, 'c': c_one}
sigmf_param_dict_two = {'b': b_two, 'c': c_two}
sigmf_results = [partial_dmf(1.0, sigmf, sigmf_param_dict_one, 'b'),
partial_dmf(-1.0, sigmf, sigmf_param_dict_two, 'b'),
partial_dmf(1.0, sigmf, sigmf_param_dict_one, 'c'),
partial_dmf(-1.0, sigmf, sigmf_param_dict_two, 'c')
]
sigmf_expected = [-0.75, -0.125, 0., 0.]
assert_allclose(sigmf_results, sigmf_expected)
def test_partial_dmf():
gaussmf = 'gaussmf'
mean = -1.5
sigma = 0.75
gaussmf_param_dict = {'mean': mean, 'sigma': sigma}
test_int = randint(1, 3)
gaussmf_results = [
partial_dmf(-1.5, gaussmf, gaussmf_param_dict, 'mean'),
partial_dmf(-1.5, gaussmf, gaussmf_param_dict, 'sigma'),
partial_dmf(-1.5, gaussmf, {
'mean': mean,
'sigma': test_int * sigma
}, 'mean') == -partial_dmf(-1.5, gaussmf, {
'mean': mean,
'sigma': -test_int * sigma
}, 'mean')
]
gaussmf_expected = [0., 0., True]
assert_allclose(gaussmf_results, gaussmf_expected)
gbellmf = 'gbellmf'
a = 2.
b = 1.
c = 0.5
gbellmf_param_dict = {'a': a, 'b': b, 'c': c}
gbellmf_results = [
partial_dmf(-1.5, gbellmf, gbellmf_param_dict, 'a'),
partial_dmf(2.5, gbellmf, gbellmf_param_dict, 'a'),
partial_dmf(-1.5, gbellmf, gbellmf_param_dict, 'b'),
partial_dmf(2.5, gbellmf, gbellmf_param_dict, 'b'),
partial_dmf(-1.5, gbellmf, gbellmf_param_dict, 'c'),
partial_dmf(2.5, gbellmf, gbellmf_param_dict, 'c')
]
gbellmf_expected = [0.25, 0.25, -0.0, -0.0, -0.25, 0.25]
assert_allclose(gbellmf_results, gbellmf_expected)
sigmf = 'sigmf'
b_one = 1.0
c_one = 3.0
b_two = -1.0
c_two = 0.5
sigmf_param_dict_one = {'b': b_one, 'c': c_one}
sigmf_param_dict_two = {'b': b_two, 'c': c_two}
sigmf_results = [
partial_dmf(1.0, sigmf, sigmf_param_dict_one, 'b'),
partial_dmf(-1.0, sigmf, sigmf_param_dict_two, 'b'),
partial_dmf(1.0, sigmf, sigmf_param_dict_one, 'c'),
partial_dmf(-1.0, sigmf, sigmf_param_dict_two, 'c')
]
sigmf_expected = [-0.75, -0.125, 0., 0.]
assert_allclose(sigmf_results, sigmf_expected)
