Module Expr Str Import alias Import alias Import alias identifier ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ClassDef bases NameLoad body FunctionDef arguments args NameParam NameParam defaults body Expr Call AttributeLoad Call NameLoad NameLoad NameLoad attr Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr Num Num Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr keyword Num keyword Num Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr keyword Num decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Num AugAssignAdd NameStore Call AttributeLoad AttributeLoad NameLoad attr attr SubscriptLoad NameLoad Index Num AugAssignAdd NameStore Call AttributeLoad AttributeLoad NameLoad attr attr SubscriptLoad NameLoad Slice Num Num AugAssignAdd NameStore Call AttributeLoad AttributeLoad NameLoad attr attr SubscriptLoad NameLoad Index Num Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad AttributeLoad NameLoad attr Assign SubscriptStore NameLoad ExtSlice Slice Index Num SubscriptLoad Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad ExtSlice Slice Index Num Assign NameStore AttributeLoad Call AttributeLoad NameLoad attr ListComp SubscriptLoad Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad ExtSlice Slice Index Num comprehension NameStore Call NameLoad Num BinOpSub AttributeLoad NameLoad attr Num attr Assign SubscriptStore NameLoad ExtSlice Slice Slice Num BinOpSub AttributeLoad NameLoad attr Num NameLoad Assign SubscriptStore NameLoad ExtSlice Slice Index Num SubscriptLoad Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad ExtSlice Slice Index Num Return NameLoad decorator_list decorator_list Assign NameStore Num Assign NameStore Num Assign NameStore Num Assign NameStore Call NameLoad Assign NameStore Num Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad NameLoad attr ListLoad AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr Assign NameStore BinOpMult NameLoad BinOpAdd NameLoad NameLoad Assign NameStore Call NameLoad Call NameLoad NameLoad Assign NameStore Call NameLoad NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign NameStore Call NameLoad NameLoad NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign NameStore Call NameLoad NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Expr Call AttributeLoad NameLoad attr Num
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Created on Oct 27, 2015

@author: Aaron Klein
 N/A george N/A cma N/A numpy np robo.task.synthetic_functions.branin Branin robo.priors.base_prior BasePrior robo.models.gaussian_process_mcmc GaussianProcessMCMC robo.priors default_priors robo.acquisition.ei EI robo.acquisition.integrated_acquisition IntegratedAcquisition robo.maximizers.direct Direct robo.solver.bayesian_optimization BayesianOptimization MyPrior N/A BasePrior N/A __init__ N/A N/A self n_dims N/A N/A N/A N/A N/A N/A super MyPrior self __init__ N/A N/A self n_dims n_dims N/A N/A self tophat N/A N/A default_priors TophatPrior -2 2 N/A N/A self ln_prior N/A N/A default_priors LognormalPrior mean 0.0 sigma 1.0 N/A N/A self horseshoe N/A N/A default_priors HorseshoePrior scale 0.1 N/A lnprob N/A N/A self theta N/A N/A N/A lp 0 N/A lp N/A N/A N/A self ln_prior lnprob N/A theta N/A 0 N/A lp N/A N/A N/A self tophat lnprob N/A theta N/A 1 -1 N/A lp N/A N/A N/A self horseshoe lnprob N/A theta N/A -1 N/A lp N/A sample_from_prior N/A N/A self n_samples N/A N/A N/A p0 N/A N/A np zeros N/A n_samples N/A self n_dims N/A N/A p0 N/A N/A N/A 0 N/A N/A N/A N/A self ln_prior sample_from_prior n_samples N/A N/A N/A 0 N/A ls_sample N/A N/A N/A np array N/A N/A N/A N/A N/A self tophat sample_from_prior n_samples N/A N/A N/A 0 N/A _ N/A range 1 N/A N/A self n_dims 1 T N/A N/A p0 N/A N/A N/A 1 N/A N/A self n_dims 1 ls_sample N/A N/A p0 N/A N/A N/A -1 N/A N/A N/A N/A self horseshoe sample_from_prior n_samples N/A N/A N/A 0 N/A p0 N/A N/A N/A burnin 100 N/A chain_length 200 N/A n_hypers 20 N/A task N/A Branin N/A cov_amp 1.0 N/A config_kernel N/A N/A N/A george kernels Matern52Kernel N/A N/A np ones N/A N/A task n_dims ndim N/A task n_dims N/A noise_kernel N/A N/A N/A george kernels WhiteKernel 0.01 ndim N/A task n_dims N/A kernel N/A cov_amp N/A config_kernel noise_kernel N/A prior N/A MyPrior N/A len kernel N/A model N/A GaussianProcessMCMC kernel prior prior burnin burnin chain_length chain_length n_hypers n_hypers N/A ei N/A EI model X_upper N/A task X_upper X_lower N/A task X_lower N/A acquisition_func N/A IntegratedAcquisition model ei N/A task X_lower N/A task X_upper N/A maximizer N/A Direct acquisition_func N/A task X_lower N/A task X_upper N/A bo N/A BayesianOptimization acquisition_func acquisition_func model model maximize_func maximizer task task N/A N/A N/A bo run 20