def test_factorial():
iv_names = ("a", "b")
iv_values = [[1, 2, 3], [1, 2]]
conditions = [
{"a": 1, "b": 1},
{"a": 1, "b": 2},
{"a": 2, "b": 1},
{"a": 2, "b": 2},
{"a": 3, "b": 1},
{"a": 3, "b": 2},
]
assert list(Design.full_cross(iv_names, iv_values)) == conditions
d = Design(zip(iv_names, iv_values))
d.first_pass()
for _ in range(3):
yield check_sequences, d.get_order(), conditions
iv_names = ("a", "b", "c")
iv_values = [[1, 2], [1, 2], [1, 2]]
conditions = [
{"a": 1, "b": 1, "c": 1},
{"a": 1, "b": 1, "c": 2},
{"a": 1, "b": 2, "c": 1},
{"a": 1, "b": 2, "c": 2},
{"a": 2, "b": 1, "c": 1},
{"a": 2, "b": 1, "c": 2},
{"a": 2, "b": 2, "c": 1},
{"a": 2, "b": 2, "c": 2},
]
assert list(Design.full_cross(iv_names, iv_values)) == conditions
d = Design(zip(iv_names, iv_values))
d.first_pass()
for _ in range(3):
yield check_sequences, d.get_order(), conditions
def test_factorial():
iv_names = ('a', 'b')
iv_values = [[1, 2, 3], [1, 2]]
conditions = [
{'a': 1, 'b': 1},
{'a': 1, 'b': 2},
{'a': 2, 'b': 1},
{'a': 2, 'b': 2},
{'a': 3, 'b': 1},
{'a': 3, 'b': 2},
]
assert list(Design.full_cross(iv_names, iv_values)) == conditions
d = Design(zip(iv_names, iv_values))
d.first_pass()
for _ in range(3):
yield check_sequences, d.get_order(), conditions
iv_names = ('a', 'b', 'c')
iv_values = [[1, 2], [1, 2], [1, 2]]
conditions = [
{'a': 1, 'b': 1, 'c': 1},
{'a': 1, 'b': 1, 'c': 2},
{'a': 1, 'b': 2, 'c': 1},
{'a': 1, 'b': 2, 'c': 2},
{'a': 2, 'b': 1, 'c': 1},
{'a': 2, 'b': 1, 'c': 2},
{'a': 2, 'b': 2, 'c': 1},
{'a': 2, 'b': 2, 'c': 2},
]
assert list(Design.full_cross(iv_names, iv_values)) == conditions
d = Design(zip(iv_names, iv_values))
d.first_pass()
for _ in range(3):
yield check_sequences, d.get_order(), conditions
def test_design_matrix():
iv_names = ('a', 'b', 'c')
iv_values = [[1, 2], [1, 2], [1, 2]]
conditions = [
{
'a': 1,
'b': 1,
'c': 2
},
{
'a': 1,
'b': 2,
'c': 1
},
{
'a': 2,
'b': 1,
'c': 1
},
{
'a': 2,
'b': 2,
'c': 2
},
]
matrix = np.array([[-1., -1., 1.], [1., -1., -1.], [-1., 1., -1.],
[1., 1., 1.]]) # pyDOE.fracfact('a b ab')
d = Design(ivs=zip(iv_names, iv_values), design_matrix=matrix)
d.first_pass()
for _ in range(3):
yield check_sequences, d.get_order(), conditions
yield check_design_matrix, d.get_order(), iv_names, iv_values, matrix
def test_design_matrix():
iv_names = ('a', 'b', 'c')
iv_values = [[1, 2], [1, 2], [1, 2]]
conditions = [
{'a': 1, 'b': 1, 'c': 2},
{'a': 1, 'b': 2, 'c': 1},
{'a': 2, 'b': 1, 'c': 1},
{'a': 2, 'b': 2, 'c': 2},
]
matrix = np.array([[-1., -1., 1.], [1., -1., -1.], [-1., 1., -1.], [1., 1., 1.]]) # pyDOE.fracfact('a b ab')
d = Design(ivs=zip(iv_names, iv_values), design_matrix=matrix)
d.first_pass()
for _ in range(3):
yield check_sequences, d.get_order(), conditions
yield check_design_matrix, d.get_order(), iv_names, iv_values, matrix
def test_design_matrix_with_continuous_iv():
matrix = np.array(
[
[-1, -1],
[1, -1],
[-1, 1],
[1, 1],
[0, 0],
[0, 0],
[0, 0],
[0, 0],
[-1.41421356, 0],
[1.41421356, 0],
[0, -1.41421356],
[0, 1.41421356],
[0, 0],
[0, 0],
[0, 0],
[0, 0],
]
) # pyDOE.ccdesign(2)
iv_names = ["a", "b"]
iv_values = [None, None]
d = Design(zip(iv_names, iv_values), design_matrix=matrix)
d.first_pass()
for _ in range(3):
yield check_design_matrix, d.get_order(), iv_names, iv_values, matrix
def test_design_matrix():
iv_names = ("a", "b", "c")
iv_values = [[1, 2], [1, 2], [1, 2]]
conditions = [
{"a": 1, "b": 1, "c": 2},
{"a": 1, "b": 2, "c": 1},
{"a": 2, "b": 1, "c": 1},
{"a": 2, "b": 2, "c": 2},
]
matrix = np.array(
[[-1.0, -1.0, 1.0], [1.0, -1.0, -1.0], [-1.0, 1.0, -1.0], [1.0, 1.0, 1.0]]
) # pyDOE.fracfact('a b ab')
d = Design(ivs=zip(iv_names, iv_values), design_matrix=matrix)
d.first_pass()
for _ in range(3):
yield check_sequences, d.get_order(), conditions
yield check_design_matrix, d.get_order(), iv_names, iv_values, matrix
def test_design_matrix_with_continuous_iv():
matrix = np.array([[-1, -1], [1, -1], [-1, 1], [1, 1], [0, 0], [0, 0],
[0, 0], [0, 0], [-1.41421356, 0], [1.41421356, 0],
[0, -1.41421356], [0, 1.41421356], [0, 0], [0, 0],
[0, 0], [0, 0]]) # pyDOE.ccdesign(2)
iv_names = ['a', 'b']
iv_values = [None, None]
d = Design(zip(iv_names, iv_values), design_matrix=matrix)
d.first_pass()
for _ in range(3):
yield check_design_matrix, d.get_order(), iv_names, iv_values, matrix
def test_factorial():
iv_names = ('a', 'b')
iv_values = [[1, 2, 3], [1, 2]]
conditions = [
{
'a': 1,
'b': 1
},
{
'a': 1,
'b': 2
},
{
'a': 2,
'b': 1
},
{
'a': 2,
'b': 2
},
{
'a': 3,
'b': 1
},
{
'a': 3,
'b': 2
},
]
assert list(Design.full_cross(iv_names, iv_values)) == conditions
d = Design(zip(iv_names, iv_values))
d.first_pass()
for _ in range(3):
yield check_sequences, d.get_order(), conditions
iv_names = ('a', 'b', 'c')
iv_values = [[1, 2], [1, 2], [1, 2]]
conditions = [
{
'a': 1,
'b': 1,
'c': 1
},
{
'a': 1,
'b': 1,
'c': 2
},
{
'a': 1,
'b': 2,
'c': 1
},
{
'a': 1,
'b': 2,
'c': 2
},
{
'a': 2,
'b': 1,
'c': 1
},
{
'a': 2,
'b': 1,
'c': 2
},
{
'a': 2,
'b': 2,
'c': 1
},
{
'a': 2,
'b': 2,
'c': 2
},
]
assert list(Design.full_cross(iv_names, iv_values)) == conditions
d = Design(zip(iv_names, iv_values))
d.first_pass()
for _ in range(3):
yield check_sequences, d.get_order(), conditions
