def make_big_space(backend='ConfigSpace'):
def make_subspace(sspace):
sspace.uniform('uniform_float', 0, 1)
sspace.loguniform('loguniform_float', 2, 3)
sspace.normal('normal_float', 0, 1)
sspace.lognormal('lognormal_float', 2, 3)
sspace.uniform('uniform_float_q', 0, 1, quantization=0.01)
sspace.loguniform('loguniform_float_q', 2, 3, quantization=0.01)
sspace.normal('normal_float_q', 0, 1, quantization=0.01)
sspace.lognormal('lognormal_float_q', 2, 1, quantization=0.01)
sspace.uniform('uniform_int', 0, 1, discrete=True)
sspace.loguniform('loguniform_int', 2, 3, discrete=True)
sspace.normal('normal_int', 0, 1, discrete=True)
sspace.lognormal('lognormal_int', 2, 3, discrete=True)
sspace.choices('choices', ['a', 'b', 'c', 'd'])
sspace.ordinal('ordinal', ['a', 'b', 'c', 'd'])
sspace.variable('epoch')
sspace.identity('uid')
return sspace
space = Space(backend=backend)
make_subspace(space)
make_subspace(space.subspace('sub'))
return space
def test_subspace(backend):
space = Space(backend=backend)
space.normal('a', 1, 2, quantization=0.01)
subspace = space.subspace('b')
subspace.normal('a', 1, 2, quantization=0.01)
print(space.sample())