GaussianProcessRegressor - ~b-reg-std-NSV-64 - expsine - cdist#

Fitted on a problem type ~b-reg-std-NSV-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=20.0,
                     kernel=ExpSineSquared(length_scale=1, periodicity=1),
                     random_state=0)

index

0

skl_nop

1

onx_size

106649

onx_nnodes

21

onx_ninits

13

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_com.microsoft

1

onx_op_Reshape

1

onx_size_optim

106649

onx_nnodes_optim

21

onx_ninits_optim

13

fit_X_train_.shape

(112, 4)

fit_y_train_.shape

112

fit_log_marginal_likelihood_value_.shape

1

fit_L_.shape

(112, 112)

fit_alpha_.shape

112
%0 X X double((0, 0)) kgpd_CDist CDist (kgpd_CDist) metric=b'euclidean' X->kgpd_CDist gprv_Shape Shape (gprv_Shape) X->gprv_Shape GPmean GPmean double((0, 1)) GPcovstd GPcovstd double(('?',)) kgpd_CDistcst kgpd_CDistcst float64((112, 4)) [[ 4.30175021e+00  3.94531870e+00  9.21953113e-01 ... kgpd_CDistcst->kgpd_CDist kgpd_Divcst kgpd_Divcst float64((1,)) [7400.40025467] kgpd_Div Div (kgpd_Div) kgpd_Divcst->kgpd_Div kgpd_Mulcst kgpd_Mulcst float64((1,)) [3.14159265] kgpd_Mul Mul (kgpd_Mul) kgpd_Mulcst->kgpd_Mul kgpd_Divcst1 kgpd_Divcst1 float64((1,)) [0.00318648] kgpd_Div1 Div (kgpd_Div1) kgpd_Divcst1->kgpd_Div1 kgpd_Powcst kgpd_Powcst float64((1,)) [2.] kgpd_Pow Pow (kgpd_Pow) kgpd_Powcst->kgpd_Pow kgpd_Mulcst1 kgpd_Mulcst1 float64((1,)) [-2.] kgpd_Mul1 Mul (kgpd_Mul1) kgpd_Mulcst1->kgpd_Mul1 gpr_MatMulcst gpr_MatMulcst float64((112,)) [-0.01557005 -0.01321393  0.07640723 -0.00190292 -... gpr_MatMul MatMul (gpr_MatMul) gpr_MatMulcst->gpr_MatMul gpr_Addcst gpr_Addcst float64((1, 1)) [[0.]] gpr_Add Add (gpr_Add) gpr_Addcst->gpr_Add Re_Reshapecst Re_Reshapecst int64((2,)) [-1  1] Re_Reshape Reshape (Re_Reshape) allowzero=0 Re_Reshapecst->Re_Reshape gprv_ReduceSumcst gprv_ReduceSumcst int64((1,)) [1] gprv_ReduceSum ReduceSum (gprv_ReduceSum) keepdims=0 gprv_ReduceSumcst->gprv_ReduceSum gprv_ReduceSum1 ReduceSum (gprv_ReduceSum1) keepdims=0 gprv_ReduceSumcst->gprv_ReduceSum1 gprv_Addcst gprv_Addcst float64((1,)) [1.] gprv_Add Add (gprv_Add) gprv_Addcst->gprv_Add gprv_MatMulcst gprv_MatMulcst float64((112, 112)) [[ 4.90060137e-02 -8.32442596e-04 -9.65938700e-05 ... gprv_MatMul MatMul (gprv_MatMul) gprv_MatMulcst->gprv_MatMul gprv_Maxcst gprv_Maxcst float64((1,)) [0.] gprv_Max Max (gprv_Max) gprv_Maxcst->gprv_Max kgpd_dist kgpd_dist kgpd_dist->kgpd_Div kgpd_CDist->kgpd_dist gprv_shape0 gprv_shape0 gprv_ConstantOfShape ConstantOfShape (gprv_ConstantOfShape) value=[0.] gprv_shape0->gprv_ConstantOfShape gprv_Shape->gprv_shape0 gprv_output0 gprv_output0 gprv_output0->gprv_ReduceSum gprv_ConstantOfShape->gprv_output0 kgpd_C03 kgpd_C03 kgpd_C03->kgpd_Mul kgpd_Div->kgpd_C03 kgpd_C02 kgpd_C02 kgpd_Sin Sin (kgpd_Sin) kgpd_C02->kgpd_Sin kgpd_Mul->kgpd_C02 gprv_reduced0 gprv_reduced0 gprv_reduced0->gprv_Add gprv_ReduceSum->gprv_reduced0 gprv_C01 gprv_C01 gprv_Sub Sub (gprv_Sub) gprv_C01->gprv_Sub gprv_Add->gprv_C01 kgpd_output02 kgpd_output02 kgpd_output02->kgpd_Div1 kgpd_Sin->kgpd_output02 kgpd_C01 kgpd_C01 kgpd_C01->kgpd_Pow kgpd_Div1->kgpd_C01 kgpd_Z0 kgpd_Z0 kgpd_Z0->kgpd_Mul1 kgpd_Pow->kgpd_Z0 kgpd_C0 kgpd_C0 kgpd_Exp Exp (kgpd_Exp) kgpd_C0->kgpd_Exp kgpd_Mul1->kgpd_C0 kgpd_output01 kgpd_output01 kgpd_output01->gpr_MatMul kgpd_output01->gprv_MatMul gprv_Mul Mul (gprv_Mul) kgpd_output01->gprv_Mul kgpd_Exp->kgpd_output01 gpr_Y0 gpr_Y0 gpr_Y0->gpr_Add gpr_MatMul->gpr_Y0 gprv_Y0 gprv_Y0 gprv_Y0->gprv_Mul gprv_MatMul->gprv_Y0 gpr_C0 gpr_C0 gpr_C0->Re_Reshape gpr_Add->gpr_C0 gprv_C02 gprv_C02 gprv_C02->gprv_ReduceSum1 gprv_Mul->gprv_C02 gprv_reduced02 gprv_reduced02 gprv_reduced02->gprv_Sub gprv_ReduceSum1->gprv_reduced02 Re_Reshape->GPmean gprv_C0 gprv_C0 gprv_C0->gprv_Max gprv_Sub->gprv_C0 gprv_max0 gprv_max0 gprv_Sqrt Sqrt (gprv_Sqrt) gprv_max0->gprv_Sqrt gprv_Max->gprv_max0 gprv_Sqrt->GPcovstd

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