def test_gp_3():
v = FloatVariable('name', 1, 10, 'log')
assert 2.0 == v.point_from_gp(v.point_to_gp(2))
assert 1.0 == v.point_from_gp(v.point_to_gp(1))
assert 1.0 == v.point_from_gp(v.point_to_gp(0.9))
assert 10.0 == v.point_from_gp(v.point_to_gp(10))
assert 10.0 == v.point_from_gp(v.point_to_gp(10.1))
def test_gp_3():
v = FloatVariable('name', 1, 10, 'log')
assert 2.0 == v.point_from_unit(v.point_to_unit(2))
assert 1.0 == v.point_from_unit(v.point_to_unit(1))
assert 1.0 == v.point_from_unit(v.point_to_unit(0.9))
assert 10.0 == v.point_from_unit(v.point_to_unit(10))
assert 10.0 == v.point_from_unit(v.point_to_unit(10.1))
def test_gp_2():
v = FloatVariable('name', 1, 10, None)
assert (2-1) / (10-1) == v.point_to_unit(2)
assert 0.0 == v.point_to_unit(1)
assert 1.0 == v.point_to_unit(10)
assert 2.0 == v.point_from_unit(v.point_to_unit(2))
assert 1.0 == v.point_from_unit(v.point_to_unit(1))
assert 1.0 == v.point_from_unit(v.point_to_unit(0.9))
assert 10.0 == v.point_from_unit(v.point_to_unit(10))
assert 10.0 == v.point_from_unit(v.point_to_unit(10.1))
def test_search_space():
config = Config.fromdict(
{
'search_space': {
'intvar': {
'type': 'int',
'min': 1,
'max': 2
},
'logivar': {
'type': 'int',
'min': 1,
'max': 2,
'warp': 'log'
},
'fvar': {
'type': 'float',
'min': 1,
'max': 3.5
},
'logfvar': {
'type': 'float',
'min': 1,
'max': 2.5,
'warp': 'log'
},
'enumvar': {
'type': 'enum',
'choices': [1, False]
},
'jumpivar': {
'type': 'jump',
'min': 1,
'max': 3,
'num': 3,
'var_type': int
},
'jumpfvar': {
'type': 'jump',
'min': 1,
'max': 3,
'num': 3,
'var_type': float
},
'logjumpivar': {
'type': 'jump',
'min': 10,
'max': 1000,
'num': 3,
'warp': 'log',
'var_type': int
},
'logjumpfvar': {
'type': 'jump',
'min': 10,
'max': 1000,
'num': 3,
'warp': 'log',
'var_type': float
}
}
},
check_fields=False)
searchspace = config.search_space()
assert searchspace['intvar'] == IntVariable('intvar', 1, 2, warp=None)
assert searchspace['logivar'] == IntVariable('logivar', 1, 2, warp='log')
assert searchspace['fvar'] == FloatVariable('fvar', 1, 3.5, warp=None)
assert searchspace['logfvar'] == FloatVariable('logfvar',
1,
2.5,
warp='log')
assert searchspace['enumvar'] == EnumVariable('enumvar', [1, False])
assert searchspace['jumpivar'] == EnumVariable('jumpivar', [1, 2, 3])
assert searchspace['jumpfvar'] == EnumVariable('jumpfvar', [1.0, 2.0, 3.0])
assert searchspace['logjumpivar'] == EnumVariable('logjumpivar',
[10, 100, 1000])
assert searchspace['logjumpfvar'] == EnumVariable('logjumpfvar',
[10.0, 100.0, 1000.0])
def test_gp_2():
v = FloatVariable('name', 1, 10, None)
assert (2-1) / (10-1) == v.point_to_gp(2)
assert 0.0 == v.point_to_gp(1)
assert 1.0 == v.point_to_gp(10)
assert 2.0 == v.point_from_gp(v.point_to_gp(2))
assert 1.0 == v.point_from_gp(v.point_to_gp(1))
assert 1.0 == v.point_from_gp(v.point_to_gp(0.9))
assert 10.0 == v.point_from_gp(v.point_to_gp(10))
assert 10.0 == v.point_from_gp(v.point_to_gp(10.1))
