GaPFlow.models.gp.GaussianProcessSurrogate
==========================================

.. currentmodule:: GaPFlow.models.gp

.. autoclass:: GaussianProcessSurrogate

   
   .. automethod:: __init__

   
   .. rubric:: Methods

   .. autosummary::
   
      ~GaussianProcessSurrogate.__init__
      ~GaussianProcessSurrogate.build_gp
      ~GaussianProcessSurrogate.init_database
      ~GaussianProcessSurrogate.predict
      ~GaussianProcessSurrogate.save_state
   
   

   
   
   .. rubric:: Attributes

   .. autosummary::
   
      ~GaussianProcessSurrogate.Xtest
      ~GaussianProcessSurrogate.Xtrain
      ~GaussianProcessSurrogate.Xtrain_target
      ~GaussianProcessSurrogate.Yerr
      ~GaussianProcessSurrogate.Yscale
      ~GaussianProcessSurrogate.Yshift
      ~GaussianProcessSurrogate.Ytrain
      ~GaussianProcessSurrogate.cumtime_infer
      ~GaussianProcessSurrogate.cumtime_train
      ~GaussianProcessSurrogate.database
      ~GaussianProcessSurrogate.extra
      ~GaussianProcessSurrogate.has_multi_output
      ~GaussianProcessSurrogate.height
      ~GaussianProcessSurrogate.height_and_slopes
      ~GaussianProcessSurrogate.kernel_lengthscale
      ~GaussianProcessSurrogate.kernel_variance
      ~GaussianProcessSurrogate.last_fit_train_size
      ~GaussianProcessSurrogate.objective
      ~GaussianProcessSurrogate.obs_stddev
      ~GaussianProcessSurrogate.solution
      ~GaussianProcessSurrogate.trusted
      ~GaussianProcessSurrogate.name
      ~GaussianProcessSurrogate.is_gp_model
      ~GaussianProcessSurrogate.active_dims
      ~GaussianProcessSurrogate.use_active_learning
      ~GaussianProcessSurrogate.fix_noise
      ~GaussianProcessSurrogate.rtol
      ~GaussianProcessSurrogate.atol
      ~GaussianProcessSurrogate.tol
      ~GaussianProcessSurrogate.max_steps
      ~GaussianProcessSurrogate.pause_steps
      ~GaussianProcessSurrogate.similarity_check
      ~GaussianProcessSurrogate.allowed_skips
      ~GaussianProcessSurrogate.perturb_target
      ~GaussianProcessSurrogate.pause_on_high_residual
      ~GaussianProcessSurrogate.params_init
      ~GaussianProcessSurrogate.noise
      ~GaussianProcessSurrogate.prop
      ~GaussianProcessSurrogate.geo