Module Expr Str ImportFrom alias ImportFrom alias Import alias identifier ImportFrom alias ImportFrom alias alias alias ImportFrom alias alias alias alias alias alias alias alias alias alias ImportFrom alias ImportFrom alias alias alias alias alias Assign NameStore Call AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num attr Num Num TupleLoad Num Num Assign NameStore Call AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num attr Num Num TupleLoad Num Num Assign NameStore BinOpAdd Call NameLoad keyword Num Call NameLoad keyword Num Assign NameStore ListLoad Call NameLoad keyword Num Call NameLoad keyword TupleLoad Num Num Call NameLoad keyword Num BinOpMult Num Call NameLoad keyword Num keyword Str BinOpMult Num Call NameLoad keyword Num NameLoad BinOpMult Num Call NameLoad keyword ListLoad Num Num BinOpMult Num Call NameLoad keyword Num keyword Str BinOpMult Num Call NameLoad keyword Num keyword Num BinOpMult Num Call NameLoad keyword Num keyword Num BinOpMult Num Call NameLoad keyword Num keyword Num BinOpMult Num Call NameLoad keyword ListLoad Num Num keyword Num BinOpMult Num Call NameLoad keyword ListLoad Num Num keyword Num BinOpMult Num Call NameLoad keyword ListLoad Num Num keyword Num Call NameLoad keyword Num keyword Num Call NameLoad keyword Num keyword Num Call NameLoad keyword Num BinOpPow Call NameLoad keyword Num Num For NameStore NameLoad body If CompareIn NameLoad ListLoad Str Str body Continue Expr Call AttributeLoad NameLoad attr Call NameLoad keyword Num keyword NameLoad FunctionDef arguments args defaults body Expr Str For NameStore NameLoad body Assign TupleStore NameStore NameStore Call NameLoad NameLoad keyword NameLoad Expr Call NameLoad SubscriptLoad AttributeLoad NameLoad attr Index Num SubscriptLoad AttributeLoad NameLoad attr Index Num Expr Call NameLoad SubscriptLoad AttributeLoad NameLoad attr Index Num SubscriptLoad AttributeLoad NameLoad attr Index Num Expr Call NameLoad SubscriptLoad AttributeLoad NameLoad attr Index Num SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Num FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad NameLoad keyword NameLoad Return NameLoad decorator_list Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad Num Expr Call NameLoad NameLoad NameLoad Num decorator_list FunctionDef arguments args defaults body Expr Str For NameStore NameLoad body If BoolOpOr Call NameLoad NameLoad NameLoad Call NameLoad NameLoad NameLoad body Continue Assign NameStore AttributeLoad NameLoad attr Assign TupleStore NameStore NameStore Call NameLoad NameLoad keyword NameLoad Assign NameStore Call AttributeLoad AttributeLoad Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assign NameStore ListComp AttributeLoad NameLoad attr comprehension NameStore NameLoad CompareNotEq AttributeLoad NameLoad attr Str Assign NameStore Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr Str Call NameLoad Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr Str NameLoad Expr Call NameLoad Call NameLoad GeneratorExp AttributeLoad NameLoad attr comprehension NameStore AttributeLoad NameLoad attr Call NameLoad NameLoad For TupleStore NameStore NameStore Call NameLoad AttributeLoad NameLoad attr body Expr Call NameLoad SubscriptLoad NameLoad Index NameLoad Call AttributeLoad NameLoad attr Call NameLoad NameLoad AttributeLoad NameLoad attr For TupleStore NameStore NameStore Call NameLoad AttributeLoad NameLoad attr body Assign NameStore Call AttributeLoad NameLoad attr Assign SubscriptStore NameLoad Index BinOpAdd AttributeLoad NameLoad attr Str Str Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call NameLoad NameLoad Assign TupleStore NameStore NameStore Call NameLoad NameLoad keyword NameLoad Expr Call NameLoad SubscriptLoad AttributeLoad NameLoad attr Index Num BinOpAdd SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Num Num Expr Call NameLoad SubscriptLoad AttributeLoad NameLoad attr Index Num BinOpAdd SubscriptLoad AttributeLoad NameLoad attr Index Num Num If CompareGt NameLoad Num body Expr Call NameLoad SubscriptLoad NameLoad Slice NameLoad SubscriptLoad AttributeLoad NameLoad attr Slice NameLoad Expr Call NameLoad SubscriptLoad NameLoad ExtSlice Ellipsis Slice NameLoad SubscriptLoad NameLoad ExtSlice Ellipsis Slice NameLoad If CompareLt BinOpAdd NameLoad Num Call NameLoad AttributeLoad NameLoad attr body Expr Call NameLoad SubscriptLoad NameLoad Slice BinOpAdd NameLoad Num SubscriptLoad AttributeLoad NameLoad attr Slice NameLoad Expr Call NameLoad SubscriptLoad NameLoad ExtSlice Ellipsis Slice BinOpAdd NameLoad Num SubscriptLoad NameLoad ExtSlice Ellipsis Slice NameLoad For TupleStore NameStore NameStore Call NameLoad AttributeLoad NameLoad attr body Assign SubscriptStore NameLoad Index NameLoad Call AttributeLoad NameLoad attr Num Assign AttributeStore NameLoad attr NameLoad Expr Call NameLoad Call NameLoad NameLoad AttributeLoad NameLoad attr Num Expr Call NameLoad NameLoad AttributeLoad NameLoad attr Num Expr Call NameLoad SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Call AttributeLoad NameLoad attr Num decorator_list FunctionDef arguments args defaults body Expr Str For NameStore NameLoad body If CompareEq NameLoad NameLoad body Continue Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad NameLoad NameLoad Expr Call NameLoad NameLoad NameLoad Num decorator_list FunctionDef arguments args defaults body Expr Str For NameStore NameLoad body Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call NameLoad NameLoad NameLoad Num decorator_list FunctionDef arguments args defaults body Expr Str Expr Call NameLoad Call BinOpAdd Call NameLoad Num Num NameLoad Call BinOpAdd Num Call NameLoad Num NameLoad Expr Call NameLoad Call BinOpMult Num Call NameLoad Num NameLoad Call BinOpMult Call NameLoad Num Num NameLoad decorator_list FunctionDef arguments args defaults body Expr Str Assign NameStore BinOpMult Num Call NameLoad ListLoad Num Num Assign NameStore Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad AugAssignMult SubscriptStore NameLoad ExtSlice Slice Index Num Num Assign NameStore BinOpMult Num Call Call NameLoad Num NameLoad Expr Call NameLoad NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad AugAssignDiv SubscriptStore NameLoad ExtSlice Slice Index Num Num Assign NameStore BinOpMult Num Call Call NameLoad Num NameLoad Expr Call NameLoad NameLoad NameLoad Assign AttributeStore NameLoad attr BinOpAdd AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Num Expr Call NameLoad AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Num Num Expr Call NameLoad AttributeLoad AttributeLoad NameLoad attr attr ListLoad Num Num decorator_list FunctionDef arguments args defaults body Expr Str For NameStore NameLoad body If UnaryOpNot Call AttributeLoad NameLoad attr body Continue Assign NameStore Call NameLoad NameLoad BinOpAdd NameLoad Num Expr Call NameLoad SubscriptLoad NameLoad Index TupleLoad Num Num Call AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args defaults body Expr Str For NameStore NameLoad body Assign NameStore Call NameLoad NameLoad Expr Call NameLoad NameLoad NameLoad Expr Call NameLoad Call NameLoad NameLoad Call NameLoad NameLoad For NameStore Call AttributeLoad AttributeLoad NameLoad attr attr body Assign NameStore Call NameLoad NameLoad NameLoad Assign NameStore Call NameLoad NameLoad NameLoad If Call AttributeLoad NameLoad attr Str body Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr orelse If Call AttributeLoad NameLoad attr NameLoad body For NameStore Call NameLoad Call NameLoad NameLoad body If Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index NameLoad body Expr Call NameLoad SubscriptLoad NameLoad Index NameLoad SubscriptLoad NameLoad Index NameLoad orelse Expr Call NameLoad SubscriptLoad NameLoad Index NameLoad SubscriptLoad NameLoad Index NameLoad orelse Expr Call NameLoad NameLoad NameLoad If UnaryOpNot Call NameLoad NameLoad NameLoad body Expr Call NameLoad Call NameLoad NameLoad Call NameLoad NameLoad decorator_list FunctionDef arguments args defaults body Expr Str Assign NameStore Call Call NameLoad keyword Num keyword Num NameLoad Expr Call NameLoad Call AttributeLoad NameLoad attr NameLoad Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr Index Num Assign NameStore Call AttributeLoad NameLoad attr UnaryOpUSub Call NameLoad NameLoad NameLoad keyword NameLoad Assign NameStore Call Call NameLoad keyword Num keyword Num NameLoad Expr Call NameLoad NameLoad NameLoad Assign NameStore Num For NameStore ListLoad Num Num Num body Assign NameStore Call Call NameLoad keyword NameLoad keyword Num NameLoad Assign NameStore Call Call NameLoad keyword BinOpAdd NameLoad NameLoad keyword Num NameLoad Expr Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args defaults body Expr Str For NameStore NameLoad body If CompareNotEq NameLoad NameLoad body Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad NameLoad keyword NameLoad Expr Call NameLoad NameLoad NameLoad Assign NameStore Call NameLoad NameLoad NameLoad Assign NameStore Call NameLoad NameLoad NameLoad keyword NameLoad Expr Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args defaults body Expr Str For NameStore NameLoad body Assign NameStore Num Assign NameStore Call AttributeLoad NameLoad attr For NameStore AttributeLoad NameLoad attr body If CompareIs AttributeLoad NameLoad attr Str body Continue Assign NameStore AttributeLoad NameLoad attr If CompareGt NameLoad Num body Expr Call NameLoad Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr Slice NameLoad BinOpAdd NameLoad NameLoad SubscriptLoad NameLoad Index AttributeLoad NameLoad attr AugAssignAdd NameStore NameLoad orelse Expr Call NameLoad Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr Index NameLoad SubscriptLoad NameLoad Index AttributeLoad NameLoad attr AugAssignAdd NameStore Num Assign NameStore Num Assign NameStore Num For NameStore AttributeLoad NameLoad attr body If CompareIs AttributeLoad NameLoad attr Str body Continue Assign NameStore AttributeLoad NameLoad attr If CompareGt NameLoad Num body Expr Call AttributeLoad NameLoad attr Dict AttributeLoad NameLoad attr BinOpMult ListLoad NameLoad NameLoad Expr Call NameLoad Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr Slice NameLoad BinOpAdd NameLoad NameLoad BinOpMult ListLoad NameLoad NameLoad AugAssignAdd NameStore NameLoad orelse Expr Call AttributeLoad NameLoad attr Dict AttributeLoad NameLoad attr NameLoad Expr Call NameLoad Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr Index NameLoad NameLoad AugAssignAdd NameStore Num decorator_list
N/A N/A Testing for kernels for Gaussian processes. collections Hashable sklearn.externals.funcsigs signature N/A numpy np sklearn.gaussian_process.kernels _approx_fprime sklearn.metrics.pairwise PAIRWISE_KERNEL_FUNCTIONS euclidean_distances pairwise_kernels sklearn.gaussian_process.kernels RBF Matern RationalQuadratic ExpSineSquared DotProduct ConstantKernel WhiteKernel PairwiseKernel KernelOperator Exponentiation sklearn.base clone sklearn.utils.testing assert_equal assert_almost_equal assert_not_equal assert_array_equal assert_array_almost_equal N/A X N/A N/A N/A N/A N/A np random RandomState 0 normal 0 1 N/A 5 2 N/A Y N/A N/A N/A N/A N/A np random RandomState 0 normal 0 1 N/A 6 2 N/A kernel_white N/A N/A RBF length_scale 2.0 N/A WhiteKernel noise_level 3.0 N/A kernels N/A N/A RBF length_scale 2.0 N/A RBF length_scale_bounds N/A 0.5 2.0 N/A ConstantKernel constant_value 10.0 N/A 2.0 N/A RBF length_scale 0.33 length_scale_bounds fixed N/A 2.0 N/A RBF length_scale 0.5 kernel_white N/A 2.0 N/A RBF length_scale N/A 0.5 2.0 N/A 2.0 N/A Matern length_scale 0.33 length_scale_bounds fixed N/A 2.0 N/A Matern length_scale 0.5 nu 0.5 N/A 2.0 N/A Matern length_scale 1.5 nu 1.5 N/A 2.0 N/A Matern length_scale 2.5 nu 2.5 N/A 2.0 N/A Matern length_scale N/A 0.5 2.0 nu 0.5 N/A 3.0 N/A Matern length_scale N/A 2.0 0.5 nu 1.5 N/A 4.0 N/A Matern length_scale N/A 0.5 0.5 nu 2.5 N/A RationalQuadratic length_scale 0.5 alpha 1.5 N/A ExpSineSquared length_scale 0.5 periodicity 1.5 N/A DotProduct sigma_0 2.0 N/A N/A DotProduct sigma_0 2.0 2 N/A metric PAIRWISE_KERNEL_FUNCTIONS N/A N/A N/A metric N/A additive_chi2 chi2 N/A N/A N/A N/A N/A kernels append N/A PairwiseKernel gamma 1.0 metric metric test_kernel_gradient N/A N/A N/A N/A N/A  Compare analytic and numeric gradient of kernels.  N/A kernel kernels N/A N/A N/A K K_gradient N/A kernel X eval_gradient True N/A N/A assert_equal N/A N/A K_gradient shape N/A 0 N/A N/A X shape N/A 0 N/A N/A assert_equal N/A N/A K_gradient shape N/A 1 N/A N/A X shape N/A 0 N/A N/A assert_equal N/A N/A K_gradient shape N/A 2 N/A N/A N/A kernel theta shape N/A 0 eval_kernel_for_theta N/A N/A theta N/A N/A N/A kernel_clone N/A N/A kernel clone_with_theta theta N/A K N/A kernel_clone X eval_gradient False N/A K N/A N/A K_gradient_approx N/A _approx_fprime N/A kernel theta eval_kernel_for_theta 1e-10 N/A N/A assert_almost_equal K_gradient K_gradient_approx 4 N/A test_kernel_theta N/A N/A N/A N/A N/A  Check that parameter vector theta of kernel is set correctly.  N/A kernel kernels N/A N/A N/A N/A isinstance kernel KernelOperator N/A isinstance kernel Exponentiation N/A N/A N/A theta N/A kernel theta N/A N/A _ K_gradient N/A kernel X eval_gradient True N/A init_sign N/A N/A N/A N/A signature N/A N/A kernel __class__ __init__ parameters values N/A args N/A N/A p name N/A p init_sign N/A N/A p name self N/A theta_vars N/A map N/A N/A N/A s N/A N/A N/A s rstrip _bounds N/A filter N/A N/A N/A s N/A N/A N/A s endswith _bounds args N/A N/A assert_equal N/A set N/A N/A hyperparameter name N/A hyperparameter N/A kernel hyperparameters N/A set theta_vars N/A N/A i hyperparameter N/A enumerate N/A kernel hyperparameters N/A N/A N/A assert_equal N/A theta N/A i N/A N/A np log N/A getattr kernel N/A hyperparameter name N/A N/A i hyperparameter N/A enumerate N/A kernel hyperparameters N/A N/A params N/A N/A kernel get_params N/A N/A params N/A N/A N/A hyperparameter name _bounds fixed N/A kernel_class N/A kernel __class__ N/A new_kernel N/A kernel_class params N/A N/A _ K_gradient_new N/A new_kernel X eval_gradient True N/A N/A assert_equal N/A N/A theta shape N/A 0 N/A N/A N/A N/A new_kernel theta shape N/A 0 1 N/A N/A assert_equal N/A N/A K_gradient shape N/A 2 N/A N/A N/A K_gradient_new shape N/A 2 1 N/A N/A i 0 N/A N/A N/A assert_equal N/A theta N/A i N/A N/A new_kernel theta N/A i N/A N/A assert_array_equal N/A K_gradient N/A N/A N/A i N/A K_gradient_new N/A N/A N/A i N/A N/A N/A i 1 N/A len N/A kernel hyperparameters N/A N/A N/A assert_equal N/A theta N/A N/A i 1 N/A N/A new_kernel theta N/A i N/A N/A assert_array_equal N/A K_gradient N/A N/A N/A N/A i 1 N/A K_gradient_new N/A N/A N/A i N/A N/A i hyperparameter N/A enumerate N/A kernel hyperparameters N/A N/A N/A theta N/A i N/A N/A np log 42 N/A N/A kernel theta theta N/A N/A assert_almost_equal N/A getattr kernel N/A hyperparameter name 42 N/A N/A setattr kernel N/A hyperparameter name 43 N/A N/A assert_almost_equal N/A N/A kernel theta N/A i N/A N/A np log 43 N/A test_auto_vs_cross N/A N/A N/A N/A N/A  Auto-correlation and cross-correlation should be consistent.  N/A kernel kernels N/A N/A N/A kernel kernel_white N/A N/A N/A K_auto N/A kernel X N/A K_cross N/A kernel X X N/A N/A assert_almost_equal K_auto K_cross 5 N/A test_kernel_diag N/A N/A N/A N/A N/A  Test that diag method of kernel returns consistent results.  N/A kernel kernels N/A N/A K_call_diag N/A N/A np diag N/A kernel X N/A K_diag N/A N/A kernel diag X N/A N/A assert_almost_equal K_call_diag K_diag 5 N/A test_kernel_operator_commutative N/A N/A N/A N/A N/A  Adding kernels and multiplying kernels should be commutative.  N/A N/A assert_almost_equal N/A N/A N/A RBF 2.0 1.0 X N/A N/A 1.0 N/A RBF 2.0 X N/A N/A assert_almost_equal N/A N/A 3.0 N/A RBF 2.0 X N/A N/A N/A RBF 2.0 3.0 X N/A test_kernel_anisotropic N/A N/A N/A N/A N/A  Anisotropic kernel should be consistent with isotropic kernels. N/A kernel N/A 3.0 N/A RBF N/A 0.5 2.0 N/A K N/A kernel X N/A X1 N/A N/A np array X N/A N/A X1 N/A N/A N/A 0 4 N/A K1 N/A 3.0 N/A N/A RBF 2.0 X1 N/A N/A assert_almost_equal K K1 N/A X2 N/A N/A np array X N/A N/A X2 N/A N/A N/A 1 4 N/A K2 N/A 3.0 N/A N/A RBF 0.5 X2 N/A N/A assert_almost_equal K K2 N/A N/A kernel theta N/A N/A kernel theta N/A N/A np log 2 N/A N/A assert_array_equal N/A kernel theta N/A N/A np log N/A 6.0 1.0 4.0 N/A N/A assert_array_equal N/A N/A kernel k2 length_scale N/A 1.0 4.0 N/A test_kernel_stationary N/A N/A N/A N/A N/A  Test stationarity of kernels. N/A kernel kernels N/A N/A N/A N/A N/A kernel is_stationary N/A N/A N/A K N/A kernel X N/A X 1 N/A N/A assert_almost_equal N/A K N/A N/A 0 0 N/A N/A np diag K N/A test_kernel_clone N/A N/A N/A N/A N/A  Test that sklearn's clone works correctly on kernels.  N/A kernel kernels N/A N/A kernel_cloned N/A clone kernel N/A N/A assert_equal kernel kernel_cloned N/A N/A assert_not_equal N/A id kernel N/A id kernel_cloned N/A attr N/A N/A N/A kernel __dict__ keys N/A N/A attr_value N/A getattr kernel attr N/A attr_value_cloned N/A getattr kernel_cloned attr N/A N/A N/A attr startswith hyperparameter_ N/A N/A N/A assert_equal N/A attr_value name N/A attr_value_cloned name N/A N/A assert_equal N/A attr_value value_type N/A attr_value_cloned value_type N/A N/A assert_array_equal N/A attr_value bounds N/A attr_value_cloned bounds N/A N/A assert_equal N/A attr_value n_elements N/A attr_value_cloned n_elements N/A N/A N/A N/A np iterable attr_value N/A N/A i N/A range N/A len attr_value N/A N/A N/A N/A np iterable N/A attr_value N/A i N/A N/A N/A assert_array_equal N/A attr_value N/A i N/A attr_value_cloned N/A i N/A N/A N/A assert_equal N/A attr_value N/A i N/A attr_value_cloned N/A i N/A N/A N/A assert_equal attr_value attr_value_cloned N/A N/A N/A isinstance attr_value Hashable N/A N/A N/A assert_not_equal N/A id attr_value N/A id attr_value_cloned N/A test_matern_kernel N/A N/A N/A N/A N/A  Test consistency of Matern kernel for special values of nu.  N/A K N/A N/A Matern nu 1.5 length_scale 1.0 X N/A N/A assert_array_almost_equal N/A N/A np diag K N/A N/A np ones N/A N/A X shape N/A 0 N/A K_absexp N/A N/A np exp N/A N/A euclidean_distances X X squared False N/A K N/A N/A Matern nu 0.5 length_scale 1.0 X N/A N/A assert_array_almost_equal K K_absexp N/A tiny 1e-10 N/A nu N/A 0.5 1.5 2.5 N/A N/A K1 N/A N/A Matern nu nu length_scale 1.0 X N/A K2 N/A N/A Matern nu N/A nu tiny length_scale 1.0 X N/A N/A assert_array_almost_equal K1 K2 N/A test_kernel_versus_pairwise N/A N/A N/A N/A N/A Check that GP kernels can also be used as pairwise kernels. N/A kernel kernels N/A N/A N/A kernel kernel_white N/A N/A K1 N/A kernel X N/A K2 N/A pairwise_kernels X metric kernel N/A N/A assert_array_almost_equal K1 K2 N/A K1 N/A kernel X Y N/A K2 N/A pairwise_kernels X Y metric kernel N/A N/A assert_array_almost_equal K1 K2 N/A test_set_get_params N/A N/A N/A N/A N/A Check that set_params()/get_params() is consistent with kernel.theta. N/A kernel kernels N/A N/A index 0 N/A params N/A N/A kernel get_params N/A hyperparameter N/A kernel hyperparameters N/A N/A N/A N/A hyperparameter bounds fixed N/A N/A N/A size N/A hyperparameter n_elements N/A N/A size 1 N/A N/A N/A assert_almost_equal N/A N/A np exp N/A N/A kernel theta N/A index N/A index size N/A params N/A N/A hyperparameter name N/A index size N/A N/A N/A assert_almost_equal N/A N/A np exp N/A N/A kernel theta N/A index N/A params N/A N/A hyperparameter name N/A index 1 N/A index 0 N/A value 10 N/A hyperparameter N/A kernel hyperparameters N/A N/A N/A N/A hyperparameter bounds fixed N/A N/A N/A size N/A hyperparameter n_elements N/A N/A size 1 N/A N/A N/A N/A kernel set_params N/A N/A hyperparameter name N/A N/A value size N/A N/A assert_almost_equal N/A N/A np exp N/A N/A kernel theta N/A index N/A index size N/A N/A value size N/A index size N/A N/A N/A N/A kernel set_params N/A N/A hyperparameter name value N/A N/A assert_almost_equal N/A N/A np exp N/A N/A kernel theta N/A index value N/A index 1 N/A