def many_dists():
a = hp_choice('a', [0, 1, 2])
b = hp_randint('b', 10)
c = hp_uniform('c', 4, 7)
d = hp_loguniform('d', -2, 0)
e = hp_quniform('e', 0, 10, 3)
f = hp_qloguniform('f', 0, 3, 2)
g = hp_normal('g', 4, 7)
h = hp_lognormal('h', -2, 2)
i = hp_qnormal('i', 0, 10, 2)
j = hp_qlognormal('j', 0, 2, 1)
z = a + b + c + d + e + f + g + h + i + j
return {'loss': scope.float(scope.log(1e-12 + z**2))}
def many_dists():
a=hp_choice('a', [0, 1, 2])
b=hp_randint('b', 10)
c=hp_uniform('c', 4, 7)
d=hp_loguniform('d', -2, 0)
e=hp_quniform('e', 0, 10, 3)
f=hp_qloguniform('f', 0, 3, 2)
g=hp_normal('g', 4, 7)
h=hp_lognormal('h', -2, 2)
i=hp_qnormal('i', 0, 10, 2)
j=hp_qlognormal('j', 0, 2, 1)
z = a + b + c + d + e + f + g + h + i + j
return {'loss': scope.float(scope.log(1e-12 + z ** 2))}
def many_dists():
a = hp_choice('a', [0, 1, 2])
b = hp_randint('b', 10)
c = hp_uniform('c', 4, 7)
d = hp_loguniform('d', -2, 0)
e = hp_quniform('e', 0, 10, 3)
f = hp_qloguniform('f', 0, 3, 2)
g = hp_normal('g', 4, 7)
h = hp_lognormal('h', -2, 2)
i = hp_qnormal('i', 0, 10, 2)
j = hp_qlognormal('j', 0, 2, 1)
k = hp_pchoice('k', [(.1, 0), (.9, 1)])
z = a + b + c + d + e + f + g + h + i + j + k
return {
'loss': scope.float(scope.log(1e-12 + z**2)),
'status': base.STATUS_OK
}
def hp_qlognormal(label, *args, **kwargs):
if not isinstance(label, basestring):
raise TypeError("require string label")
return scope.float(scope.hyperopt_param(label, scope.qlognormal(*args, **kwargs)))
def hp_loguniform(label, *args, **kwargs):
if not isinstance(label, basestring):
raise TypeError('require string label')
return scope.float(
scope.hyperopt_param(label,
scope.loguniform(*args, **kwargs)))
def hp_lognormal(label, *args, **kwargs):
return scope.float(
scope.hyperopt_param(label, scope.lognormal(*args, **kwargs)))
def hp_qloguniform(label, *args, **kwargs):
return scope.float(
scope.hyperopt_param(label, scope.qloguniform(*args, **kwargs)))
def hp_qlognormal(label, *args, **kwargs):
if not isinstance(label, basestring):
raise TypeError('require string label')
return scope.float(
scope.hyperopt_param(label, scope.qlognormal(*args, **kwargs)))
def hp_normal(label, *args, **kwargs):
return scope.float(
scope.hyperopt_param(label,
scope.normal(*args, **kwargs)))
def hp_qloguniform(label, *args, **kwargs):
return scope.float(
scope.hyperopt_param(label,
scope.qloguniform(*args, **kwargs)))