Module ImportFrom alias ImportFrom alias ImportFrom alias Import alias identifier ImportFrom alias ClassDef bases NameLoad body FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam NameParam NameParam NameParam defaults Num Num Num Num Num NameLoad Str body Assert CompareEq NameLoad Num Str Expr Call AttributeLoad Call NameLoad NameLoad NameLoad attr NameLoad NameLoad NameLoad Assign AttributeStore NameLoad attr Call NameLoad Str NameLoad Call NameLoad Assign AttributeStore NameLoad attr Call NameLoad Str NameLoad Call NameLoad Assign AttributeStore NameLoad attr Call NameLoad Str NameLoad Call NameLoad Assign AttributeStore NameLoad attr Call NameLoad Str NameLoad Call NameLoad Assign AttributeStore NameLoad attr Call NameLoad Str NameLoad Call NameLoad Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults NameLoad body Expr Str Assign TupleStore NameStore NameStore TupleLoad SubscriptLoad NameLoad ExtSlice Slice Slice Num Call NameLoad SubscriptLoad NameLoad ExtSlice Slice Index Num If CompareIs NameLoad NameLoad body Assign TupleStore NameStore NameStore TupleLoad NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr TupleLoad SubscriptLoad AttributeLoad NameLoad attr Index Num SubscriptLoad AttributeLoad NameLoad attr Index Num orelse Assign TupleStore NameStore NameStore TupleLoad SubscriptLoad NameLoad ExtSlice Slice Slice Num Call NameLoad SubscriptLoad NameLoad ExtSlice Slice Index Num Assign NameStore Call AttributeLoad NameLoad attr TupleLoad SubscriptLoad AttributeLoad NameLoad attr Index Num SubscriptLoad AttributeLoad NameLoad attr Index Num Assign NameStore BinOpPow BinOpSub SubscriptLoad SubscriptLoad NameLoad ExtSlice Slice Index Num ExtSlice Slice Index NameLoad SubscriptLoad SubscriptLoad NameLoad ExtSlice Slice Index Num ExtSlice Index NameLoad Slice Num Assign NameStore BinOpSub SubscriptLoad SubscriptLoad NameLoad ExtSlice Slice Index Num ExtSlice Slice Index NameLoad SubscriptLoad SubscriptLoad NameLoad ExtSlice Slice Index Num ExtSlice Index NameLoad Slice Assign NameStore AttributeLoad NameLoad attr Assign NameStore BinOpDiv Num BinOpMult Num AttributeLoad NameLoad attr Assign NameStore UnaryOpUSub AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr BinOpMult UnaryOpUSub NameLoad NameLoad Assign NameStore Lambda arguments args NameParam defaults BinOpSub BinOpMult Num NameLoad BinOpMult BinOpMult Num BinOpPow NameLoad Num NameLoad Assign NameStore Lambda arguments args NameParam defaults BinOpMult BinOpMult Num NameLoad NameLoad For TupleStore NameStore NameStore Call NameLoad NameLoad body For TupleStore NameStore NameStore Call NameLoad NameLoad body For NameStore NameLoad body For NameStore NameLoad body If BoolOpAnd CompareEq NameLoad Num CompareEq NameLoad Num body Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad BinOpMult NameLoad Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad orelse If BoolOpAnd CompareEq NameLoad Num CompareEq NameLoad Num body Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad BinOpMult BinOpMult BinOpAdd Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Num NameLoad Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad orelse If BoolOpAnd CompareEq NameLoad Num CompareEq NameLoad Num body Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad BinOpAdd BinOpMult BinOpMult BinOpAdd Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Num NameLoad Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad AttributeLoad NameLoad attr orelse Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad BinOpMult BinOpMult BinOpAdd UnaryOpUSub Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Num NameLoad Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore AttributeLoad NameLoad attr Assign NameStore BinOpDiv Num BinOpMult Num AttributeLoad NameLoad attr Assign NameStore UnaryOpUSub AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr Assign NameStore BinOpMult BinOpMult Num NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr Index Num Assign NameStore Call NameLoad SubscriptLoad NameLoad ExtSlice Slice Index Num For TupleStore NameStore NameStore Call NameLoad NameLoad body For NameStore NameLoad body If CompareEq NameLoad Num body AugAssignAdd SubscriptStore NameLoad Index NameLoad NameLoad orelse If CompareEq NameLoad Num body AugAssignAdd SubscriptStore NameLoad Index NameLoad BinOpAdd BinOpAdd NameLoad NameLoad AttributeLoad NameLoad attr orelse Raise Call NameLoad Str Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad body Expr Str Assign TupleStore NameStore NameStore TupleLoad SubscriptLoad NameLoad ExtSlice Slice Slice Num Call NameLoad SubscriptLoad NameLoad ExtSlice Slice Index Num If CompareIs NameLoad NameLoad body Assign TupleStore NameStore NameStore TupleLoad NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr TupleLoad SubscriptLoad AttributeLoad NameLoad attr Index Num SubscriptLoad AttributeLoad NameLoad attr Index Num orelse Assign TupleStore NameStore NameStore TupleLoad SubscriptLoad NameLoad ExtSlice Slice Slice Num Call NameLoad SubscriptLoad NameLoad ExtSlice Slice Index Num Assign NameStore AttributeLoad NameLoad attr Assign NameStore BinOpDiv Num BinOpMult Num AttributeLoad NameLoad attr Assign NameStore BinOpPow BinOpSub SubscriptLoad SubscriptLoad NameLoad ExtSlice Slice Index Num ExtSlice Slice Index NameLoad SubscriptLoad SubscriptLoad NameLoad ExtSlice Slice Index Num ExtSlice Index NameLoad Slice Num Assign NameStore BinOpSub SubscriptLoad SubscriptLoad NameLoad ExtSlice Slice Index Num ExtSlice Slice Index NameLoad SubscriptLoad SubscriptLoad NameLoad ExtSlice Slice Index Num ExtSlice Index NameLoad Slice Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index Num Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad Assign NameStore Lambda arguments args NameParam defaults Call AttributeLoad NameLoad attr BinOpMult UnaryOpUSub NameLoad NameLoad Assign NameStore Lambda arguments args NameParam defaults BinOpMult Call NameLoad NameLoad UnaryOpUSub NameLoad Assign NameStore Lambda arguments args NameParam defaults BinOpSub BinOpMult Num NameLoad BinOpMult BinOpMult Num BinOpPow NameLoad Num NameLoad Assign NameStore Lambda arguments args NameParam defaults BinOpMult BinOpMult Num NameLoad NameLoad Assign NameStore Lambda arguments args NameParam defaults BinOpSub Num BinOpMult BinOpMult BinOpMult Num Num NameLoad NameLoad Assign NameStore Lambda arguments args NameParam defaults BinOpMult Num NameLoad For TupleStore NameStore NameStore Call NameLoad NameLoad body For TupleStore NameStore NameStore Call NameLoad NameLoad body For NameStore NameLoad body For NameStore NameLoad body If BoolOpAnd CompareEq NameLoad Num CompareEq NameLoad Num body Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad BinOpMult NameLoad Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad Num orelse If BoolOpAnd CompareEq NameLoad Num CompareEq NameLoad Num body Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad BinOpMult BinOpAdd Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Num Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad BinOpAdd BinOpMult BinOpMult NameLoad Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad BinOpAdd Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Num BinOpMult BinOpMult NameLoad Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad Num orelse If BoolOpAnd CompareEq NameLoad Num CompareEq NameLoad Num body Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad BinOpMult BinOpAdd Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Num Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad BinOpAdd BinOpMult BinOpMult NameLoad Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad BinOpAdd Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Num BinOpMult BinOpMult NameLoad Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad Num orelse Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad BinOpMult BinOpAdd UnaryOpUSub Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Num Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad BinOpAdd BinOpMult BinOpMult NameLoad Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad BinOpAdd UnaryOpUSub Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Num BinOpMult BinOpMult NameLoad Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad UnaryOpUSub Call NameLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad Num Assign AttributeStore AttributeLoad NameLoad attr attr Call AttributeLoad NameLoad attr BinOpMult NameLoad NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr Call AttributeLoad NameLoad attr BinOpMult BinOpMult NameLoad BinOpMult Num BinOpPow AttributeLoad NameLoad attr Num NameLoad Assign AttributeStore AttributeLoad NameLoad attr attr Call AttributeLoad NameLoad attr BinOpMult NameLoad NameLoad decorator_list decorator_list
N/A kern Kern core.parameterization Param paramz.transformations Logexp N/A numpy np independent_outputs index_to_slices ODE_t N/A Kern N/A __init__ N/A N/A self input_dim a c variance_Yt lengthscale_Yt ubias active_dims name N/A 1.0 1.0 3.0 1.5 1.0 None ode_st N/A N/A N/A input_dim 2 only defined for 2 input dims N/A N/A N/A N/A super ODE_t self __init__ input_dim active_dims name N/A N/A self variance_Yt N/A Param variance_Yt variance_Yt N/A Logexp N/A N/A self lengthscale_Yt N/A Param lengthscale_Yt lengthscale_Yt N/A Logexp N/A N/A self a N/A Param a a N/A Logexp N/A N/A self c N/A Param c c N/A Logexp N/A N/A self ubias N/A Param ubias ubias N/A Logexp N/A N/A N/A self link_parameters N/A self a N/A self c N/A self variance_Yt N/A self lengthscale_Yt N/A self ubias N/A K N/A N/A self X X2 N/A None N/A N/A Compute the covariance matrix between X and X2. N/A N/A X slices N/A N/A X N/A N/A N/A -1 N/A index_to_slices N/A X N/A N/A N/A -1 N/A N/A X2 None N/A N/A N/A X2 slices2 N/A X slices N/A K N/A N/A np zeros N/A N/A N/A X shape N/A 0 N/A N/A X shape N/A 0 N/A N/A N/A X2 slices2 N/A N/A X2 N/A N/A N/A -1 N/A index_to_slices N/A X2 N/A N/A N/A -1 N/A K N/A N/A np zeros N/A N/A N/A X shape N/A 0 N/A N/A X2 shape N/A 0 N/A tdist N/A N/A N/A N/A X N/A N/A N/A 0 N/A N/A N/A None N/A N/A X2 N/A N/A N/A 0 N/A N/A None N/A 2 N/A ttdist N/A N/A N/A X N/A N/A N/A 0 N/A N/A N/A None N/A N/A X2 N/A N/A N/A 0 N/A N/A None N/A N/A vyt N/A self variance_Yt N/A lyt N/A 1 N/A 2 N/A self lengthscale_Yt N/A a N/A N/A self a N/A c N/A self c N/A kyy N/A N/A N/A tdist N/A N/A N/A np exp N/A N/A lyt tdist N/A k1 N/A N/A N/A tdist N/A N/A N/A 2 lyt N/A N/A 4 N/A lyt 2 tdist N/A k4 N/A N/A N/A tdist N/A N/A N/A 2 lyt tdist N/A N/A i s1 N/A enumerate slices N/A N/A N/A j s2 N/A enumerate slices2 N/A N/A ss1 s1 N/A N/A ss2 s2 N/A N/A N/A N/A i 0 N/A j 0 N/A N/A N/A K N/A N/A ss1 ss2 N/A vyt N/A kyy N/A tdist N/A N/A ss1 ss2 N/A N/A N/A N/A i 0 N/A j 1 N/A N/A N/A K N/A N/A ss1 ss2 N/A N/A N/A N/A k4 N/A ttdist N/A N/A ss1 ss2 1 vyt N/A kyy N/A tdist N/A N/A ss1 ss2 N/A N/A N/A N/A i 1 N/A j 1 N/A N/A N/A K N/A N/A ss1 ss2 N/A N/A N/A N/A N/A k1 N/A tdist N/A N/A ss1 ss2 1.0 vyt N/A kyy N/A tdist N/A N/A ss1 ss2 N/A self ubias N/A N/A N/A K N/A N/A ss1 ss2 N/A N/A N/A N/A N/A k4 N/A ttdist N/A N/A ss1 ss2 1 vyt N/A kyy N/A tdist N/A N/A ss1 ss2 N/A K N/A Kdiag N/A N/A self X N/A N/A N/A vyt N/A self variance_Yt N/A lyt N/A 1.0 N/A 2 N/A self lengthscale_Yt N/A a N/A N/A self a N/A c N/A self c N/A k1 N/A N/A 2 lyt vyt N/A Kdiag N/A N/A np zeros N/A N/A X shape N/A 0 N/A slices N/A index_to_slices N/A X N/A N/A N/A -1 N/A N/A i ss1 N/A enumerate slices N/A N/A s1 ss1 N/A N/A N/A i 0 N/A N/A N/A Kdiag N/A s1 vyt N/A N/A N/A i 1 N/A N/A N/A Kdiag N/A s1 N/A N/A k1 vyt N/A self ubias N/A N/A N/A ValueError invalid input/output index N/A Kdiag N/A update_gradients_full N/A N/A self dL_dK X X2 N/A None N/A N/A derivative of the covariance matrix with respect to the parameters. N/A N/A X slices N/A N/A X N/A N/A N/A -1 N/A index_to_slices N/A X N/A N/A N/A -1 N/A N/A X2 None N/A N/A N/A X2 slices2 N/A X slices N/A K N/A N/A np zeros N/A N/A N/A X shape N/A 0 N/A N/A X shape N/A 0 N/A N/A N/A X2 slices2 N/A N/A X2 N/A N/A N/A -1 N/A index_to_slices N/A X2 N/A N/A N/A -1 N/A vyt N/A self variance_Yt N/A lyt N/A 1.0 N/A 2 N/A self lengthscale_Yt N/A tdist N/A N/A N/A N/A X N/A N/A N/A 0 N/A N/A N/A None N/A N/A X2 N/A N/A N/A 0 N/A N/A None N/A 2 N/A ttdist N/A N/A N/A X N/A N/A N/A 0 N/A N/A N/A None N/A N/A X2 N/A N/A N/A 0 N/A N/A None N/A N/A rd N/A N/A tdist shape N/A 0 N/A dka N/A N/A np zeros N/A rd rd N/A dkc N/A N/A np zeros N/A rd rd N/A dkYdvart N/A N/A np zeros N/A rd rd N/A dkYdlent N/A N/A np zeros N/A rd rd N/A dkdubias N/A N/A np zeros N/A rd rd N/A kyy N/A N/A N/A tdist N/A N/A N/A np exp N/A N/A lyt tdist N/A dkyydlyt N/A N/A N/A tdist N/A N/A N/A kyy tdist N/A tdist N/A k1 N/A N/A N/A tdist N/A N/A N/A 2 lyt N/A N/A 4 N/A lyt 2 tdist N/A k4 N/A N/A N/A ttdist N/A N/A N/A 2 lyt ttdist N/A dk1dlyt N/A N/A N/A tdist N/A N/A 2.0 N/A N/A N/A 4 2.0 lyt tdist N/A dk4dlyt N/A N/A N/A ttdist N/A N/A 2 ttdist N/A N/A i s1 N/A enumerate slices N/A N/A N/A j s2 N/A enumerate slices2 N/A N/A ss1 s1 N/A N/A ss2 s2 N/A N/A N/A N/A i 0 N/A j 0 N/A N/A N/A dkYdvart N/A N/A ss1 ss2 N/A kyy N/A tdist N/A N/A ss1 ss2 N/A N/A dkYdlent N/A N/A ss1 ss2 N/A vyt N/A dkyydlyt N/A tdist N/A N/A ss1 ss2 N/A N/A dkdubias N/A N/A ss1 ss2 0 N/A N/A N/A N/A i 0 N/A j 1 N/A N/A N/A dkYdvart N/A N/A ss1 ss2 N/A N/A N/A k4 N/A ttdist N/A N/A ss1 ss2 1 N/A kyy N/A tdist N/A N/A ss1 ss2 N/A N/A dkYdlent N/A N/A ss1 ss2 N/A N/A N/A vyt N/A dkyydlyt N/A tdist N/A N/A ss1 ss2 N/A N/A k4 N/A ttdist N/A N/A ss1 ss2 1.0 N/A N/A vyt N/A kyy N/A tdist N/A N/A ss1 ss2 N/A dk4dlyt N/A ttdist N/A N/A ss1 ss2 N/A N/A dkdubias N/A N/A ss1 ss2 0 N/A N/A N/A N/A i 1 N/A j 1 N/A N/A N/A dkYdvart N/A N/A ss1 ss2 N/A N/A N/A k1 N/A tdist N/A N/A ss1 ss2 1.0 N/A kyy N/A tdist N/A N/A ss1 ss2 N/A N/A dkYdlent N/A N/A ss1 ss2 N/A N/A N/A vyt N/A dkyydlyt N/A tdist N/A N/A ss1 ss2 N/A N/A k1 N/A tdist N/A N/A ss1 ss2 1.0 N/A N/A vyt N/A kyy N/A tdist N/A N/A ss1 ss2 N/A dk1dlyt N/A tdist N/A N/A ss1 ss2 N/A N/A dkdubias N/A N/A ss1 ss2 1 N/A N/A N/A dkYdvart N/A N/A ss1 ss2 N/A N/A N/A N/A k4 N/A ttdist N/A N/A ss1 ss2 1 N/A kyy N/A tdist N/A N/A ss1 ss2 N/A N/A dkYdlent N/A N/A ss1 ss2 N/A N/A N/A vyt N/A dkyydlyt N/A tdist N/A N/A ss1 ss2 N/A N/A N/A k4 N/A ttdist N/A N/A ss1 ss2 1.0 N/A N/A vyt N/A kyy N/A tdist N/A N/A ss1 ss2 N/A N/A dk4dlyt N/A ttdist N/A N/A ss1 ss2 N/A N/A dkdubias N/A N/A ss1 ss2 0 N/A N/A N/A self variance_Yt gradient N/A N/A np sum N/A dkYdvart dL_dK N/A N/A N/A self lengthscale_Yt gradient N/A N/A np sum N/A N/A dkYdlent N/A -0.5 N/A N/A self lengthscale_Yt -2 dL_dK N/A N/A N/A self ubias gradient N/A N/A np sum N/A dkdubias dL_dK N/A N/A