GaussianProcessRegressor - ~b-reg-NF-cov-64 - rational - cdist#

Fitted on a problem type ~b-reg-NF-cov-64 (see find_suitable_problem), method predict matches output . Model was converted with additional parameter: <class 'sklearn.gaussian_process._gpr.GaussianProcessRegressor'>={'optim': 'cdist'}.

GaussianProcessRegressor(alpha=100.0,
                     kernel=RationalQuadratic(alpha=1, length_scale=1),
                     random_state=42)

index

0

skl_nop

1

onx_size

1173

onx_nnodes

13

onx_ninits

4

onx_doc_string

onx_ir_version

8

onx_domain

ai.onnx

onx_model_version

0

onx_producer_name

skl2onnx

onx_producer_version

1.11.1

onx_

15

onx_op_Identity

3

onx_subgraphs

1

onx_op_Identity_optim

1

onx_subgraphs_optim

1

onx_size_optim

1058

onx_nnodes_optim

11

onx_ninits_optim

4

%0 cluster_Scan139930304313184_139930469640752 Scan (Sc_Scan) body=node {  input: 'next_in'... num_scan_inputs=1 X X double((0, 4)) Sh_Shape Shape (Sh_Shape) X->Sh_Shape B_next_in next_in double((0, 0)) X->B_next_in B_next next double((0,)) X->B_next Sc_Scan Sc_Scan X->Sc_Scan X->Sc_Scan GPmean GPmean double((0, 1)) GPcovstd GPcovstd double(('?',)) Re_ReduceSumcst Re_ReduceSumcst int64((1,)) [1] Re_ReduceSum ReduceSum (Re_ReduceSum) keepdims=1 Re_ReduceSumcst->Re_ReduceSum Di_Divcst Di_Divcst float64((1,)) [2.] Di_Div Div (Di_Div) Di_Divcst->Di_Div Ad_Addcst Ad_Addcst float64((1,)) [1.] Ad_Add Add (Ad_Add) Ad_Addcst->Ad_Add Po_Powcst Po_Powcst float64((1,)) [-1.] Po_Pow Pow (Po_Pow) Po_Powcst->Po_Pow Sh_shape0 Sh_shape0 Co_ConstantOfShape ConstantOfShape (Co_ConstantOfShape) value=[0.] Sh_shape0->Co_ConstantOfShape Sh_Shape->Sh_shape0 UU006UU UU006UU UU007UU UU007UU Tr_Transpose Transpose (Tr_Transpose) perm=[1 0] UU007UU->Tr_Transpose B_cdistdf_4_Sub Sub (cdistdf_4_Sub) B_next_in->B_cdistdf_4_Sub B_cdistd_4_Identity Identity (cdistd_4_Identity) B_next_in->B_cdistd_4_Identity B_next->B_cdistdf_4_Sub B_next_out next_out double((0, 0)) B_next_out->UU006UU B_scan_out scan_out double((0,)) B_scan_out->UU007UU B_cdistdf_4_C0 cdistdf_4_C0 B_cdistdf_4_ReduceSumSquare ReduceSumSquare (cdistdf_4_ReduceSumSquare) axes=[1] keepdims=0 B_cdistdf_4_C0->B_cdistdf_4_ReduceSumSquare B_cdistdf_4_Sub->B_cdistdf_4_C0 B_cdistd_4_Identity->B_next_out B_cdistdf_4_reduced0 cdistdf_4_reduced0 B_cdistdf_4_Identity Identity (cdistdf_4_Identity) B_cdistdf_4_reduced0->B_cdistdf_4_Identity B_cdistdf_4_ReduceSumSquare->B_cdistdf_4_reduced0 B_cdistdf_4_Identity->B_scan_out Sc_Scan->UU006UU Sc_Scan->UU007UU Sc_Scan->B_cdistdf_4_Sub Co_output0 Co_output0 Co_output0->Re_ReduceSum Co_ConstantOfShape->Co_output0 Tr_transposed0 Tr_transposed0 Tr_transposed0->Di_Div Tr_Transpose->Tr_transposed0 Re_ReduceSum->GPmean Di_C0 Di_C0 Di_C0->Ad_Add Di_Div->Di_C0 Ad_C0 Ad_C0 Ad_C0->Po_Pow Ad_Add->Ad_C0 Po_Z0 Po_Z0 Id_Identity Identity (Id_Identity) Po_Z0->Id_Identity Po_Pow->Po_Z0 Id_Identity->GPcovstd