def test_position2value_0(test_input, expected):
search_space = {
"x1": np.arange(-10, 11, 1),
}
conv = Converter(search_space)
value = conv.position2value(test_input)
assert value == expected
def test_value2position_0(test_input, expected):
search_space = {
"x1": np.arange(-10, 11, 1),
}
conv = Converter(search_space)
position = conv.value2position(test_input)
assert position == expected
def test_value2para_0(test_input, expected):
search_space = {
"x1": np.arange(-10, 11, 1),
}
conv = Converter(search_space)
para = conv.value2para(test_input)
assert para == expected
def test_dataframe2memory_dict_0(test_input, expected):
search_space = {
"x1": np.arange(-10, 11, 1),
"x2": np.arange(0, 11, 1),
}
conv = Converter(search_space)
order = ["x1", "x2"]
conv = unordered_dict_workaround(conv, order)
memory_dict = conv.dataframe2memory_dict(test_input)
assert memory_dict == expected
def test_positions2values_1(test_input, expected):
search_space = {
"x1": np.arange(-10, 11, 1),
"x2": np.arange(0, 11, 1),
}
conv = Converter(search_space)
order = ["x1", "x2"]
conv = unordered_dict_workaround(conv, order)
values = conv.positions2values(test_input)
assert equal_arraysInList(values, expected)
def test_para2value_1(test_input, expected):
search_space = {
"x1": np.arange(-10, 11, 1),
"x2": np.arange(0, 11, 1),
}
conv = Converter(search_space)
order = ["x1", "x2"]
conv = unordered_dict_workaround(conv, order)
value = conv.para2value(test_input)
assert (value == expected).all()
def test_value2para_1(test_input, expected):
search_space = {
"x1": np.arange(-10, 11, 1),
"x2": np.arange(0, 11, 1),
}
conv = Converter(search_space)
order = ["x1", "x2"]
conv = unordered_dict_workaround(conv, order)
para = conv.value2para(test_input)
assert para == expected
def test_memory_dict2positions_scores_0(test_input, expected):
search_space = {
"x1": np.arange(-10, 11, 1),
"x2": np.arange(0, 11, 1),
}
conv = Converter(search_space)
order = ["x1", "x2"]
conv = unordered_dict_workaround(conv, order)
positions, scores = conv.memory_dict2positions_scores(test_input)
idx_order = get_idx_order(scores, expected[1])
scores_reordered = reorder(scores, idx_order)
positions_reordered = reorder(positions, idx_order)
assert equal_arraysInList(positions_reordered, expected[0])
assert scores_reordered == expected[1]
def test_memory_dict2dataframe_0(test_input, expected):
search_space = {
"x1": np.arange(-10, 11, 1),
"x2": np.arange(0, 11, 1),
}
conv = Converter(search_space)
order = ["x1", "x2"]
conv = unordered_dict_workaround(conv, order)
dataframe = conv.memory_dict2dataframe(test_input)
dataframe.sort_values("score", inplace=True)
expected.sort_values("score", inplace=True)
dataframe.reset_index(drop=True, inplace=True)
expected.reset_index(drop=True, inplace=True)
dataframe = dataframe[expected.columns]
assert dataframe.equals(expected)