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 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", [(0.1, 0), (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 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_qlogbasenormal(label, *args, **kwargs): return scope.float( scope.hyperopt_param(label, scope.qlogbasenormal(*args, **kwargs)))
def hp_logbaseuniform(label, *args, **kwargs): return scope.float( scope.hyperopt_param(label, scope.logbaseuniform(*args, **kwargs)))