code stringlengths 3 6.57k |
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plt.show() |
useInference(self, newInf) |
inf.FITC_Laplace() |
inf.FITC_EP() |
Exception('Possible inf values are "Laplace", "EP".') |
useLikelihood(self,newLik) |
lik.Laplace() |
inf.FITC_EP() |
Exception('Possible lik values are "Laplace".') |
GPC_FITC(GP_FITC) |
__init__(self) |
super(GPC_FITC, self) |
__init__() |
mean.Zero() |
cov.RBF() |
lik.Erf() |
inf.FITC_EP() |
opt.Minimize(self) |
setOptimizer(self, method, num_restarts=None, min_threshold=None, meanRange=None, covRange=None, likRange=None) |
if (num_restarts!=None) |
or (min_threshold!=None) |
pyGPs.Optimization.conf.random_init_conf(self.meanfunc,self.covfunc,self.likfunc) |
opt.Minimize(self,conf) |
opt.SCG(self,conf) |
opt.CG(self,conf) |
opt.BFGS(self,conf) |
plot(self,x1,x2,t1,t2,axisvals=None) |
are (only) |
plt.figure() |
plt.plot(x1[:,0], x1[:,1], 'b+', markersize = 12) |
plt.plot(x2[:,0], x2[:,1], 'r+', markersize = 12) |
plt.plot(self.u[:,0],self.u[:,1],'ko', markersize=12) |
plt.contour(t1, t2, np.reshape(np.exp(self.lp) |
fig.colorbar(pc) |
plt.grid() |
plt.axis(axisvals) |
plt.show() |
useInference(self, newInf) |
inf.FITC_Laplace() |
Exception('Possible inf values are "Laplace".') |
useLikelihood(self,newLik) |
likelihood.
(Not used in this version) |
Exception("Logistic likelihood is currently not implemented.") |
Exception('Possible lik values are "Logistic".') |
beam.typehints.with_input_types(beam.Pipeline) |
beam.typehints.with_output_types(tf.train.Example) |
os.path.join(input_base_uri, split_pattern) |
TODO(jyzhao) |
beam.io.ReadFromParquet(parquet_pattern) |
beam.Map(utils.dict_to_example) |
Executor(BaseExampleGenExecutor) |
tf.train.Feature() |
external_input(parquet_dir_path) |
GetInputSourceToExamplePTransform(self) |
Copyright (c) |
complex_case_repr(*args) |
s (%s) |
str(x) |
type(x) |
test_builtin(object) |
test_slice(self) |
len(test_str) |
choices.extend(numbers) |
choices.extend([-1 * x for x in numbers]) |
list(test_str) |
str(x) |
str(y) |
str(z) |
exec(line) |
printwith("case", "del l[%s:%s:%s]" % (str(x) |
str(y) |
str(z) |
printwith("same", eval("l") |
eval("len(l) |
test_xrange(self) |
choices.extend(numbers) |
choices.extend([-1 * x for x in numbers]) |
xrange(%s, %s, %s) |
str(x) |
str(y) |
str(z) |
printwith("case", line) |
eval(line) |
len(xr) |
printwith("same", xr, xl, first, last, first2, last2) |
printwith("same", sys.exc_info() |
test_complex_ctor_str(self) |
printwith("case", complex_case_repr(s) |
complex(s) |
printwithtype(c) |
printwith("same", sys.exc_info() |
sys.exc_info() |
printwith("case", complex_case_repr(s) |
complex(s) |
printwithtype(c) |
printwith("same", sys.exc_info() |
sys.exc_info() |
s2.startswith("+") |
s2.startswith("-") |
printwith("case", complex_case_repr(s) |
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