GaussianProcessClassifier - b-cl - dotproduct - cdist#

Fitted on a problem type b-cl (see find_suitable_problem), method predict_proba matches output . Model was converted with additional parameter: <class 'sklearn.gaussian_process._gpc.GaussianProcessClassifier'>={'optim': 'cdist'}.

GaussianProcessClassifier(kernel=DotProduct(sigma_0=1), n_jobs=8,
                      random_state=0)

index

0

skl_nop

1

onx_size

56399

onx_nnodes

43

onx_ninits

17

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_ai.onnx.ml

1

onx_com.microsoft

1

onx_op_Cast

2

onx_op_ZipMap

1

onx_op_Reshape

2

onx_size_optim

56335

onx_nnodes_optim

42

onx_ninits_optim

17

fit_classes_.shape

2

fit_log_marginal_likelihood_value_.shape

1

fit_n_classes_

2
%0 X X float((0, 4)) diag_ReduceSumSquare ReduceSumSquare (diag_ReduceSumSquare) axes=[1] X->diag_ReduceSumSquare kstar_MatMul MatMul (kstar_MatMul) X->kstar_MatMul output_label output_label int64((0,)) output_probability output_probability [{int64, {'kind': 'tensor', 'elem': 'float', 'shape': }}] labels_ArrayFeatureExtractorcst labels_ArrayFeatureExtractorcst int64((2,)) [0 1] labels_ArrayFeatureExtractor ArrayFeatureExtractor (labels_ArrayFeatureExtractor) labels_ArrayFeatureExtractorcst->labels_ArrayFeatureExtractor kstar_MatMulcst kstar_MatMulcst float32((4, 112)) [[ 4.3017502e+00  5.1691985e+00  5.9683514e+00  5.... kstar_MatMulcst->kstar_MatMul kstar_Addcst kstar_Addcst float32((1,)) [30.249178] kstar_Add Add (kstar_Add) kstar_Addcst->kstar_Add diag_Add Add (diag_Add) kstar_Addcst->diag_Add f_star_MatMulcst f_star_MatMulcst float32((112, 1)) [[-4.40931693e-03] [-1.51444804e-02] [ 5.0816214... f_star_MatMul MatMul (f_star_MatMul) f_star_MatMulcst->f_star_MatMul labels_Lesscst labels_Lesscst float32((1,)) [0.] labels_Less Less (labels_Less) labels_Lesscst->labels_Less pi_star_Mulcst pi_star_Mulcst float32((5, 1)) [[-1854.8214 ] [ 3516.899  ] [  221.29347] [  128.12325] [-2010.4943 ]] pi_star_Mul Mul (pi_star_Mul) pi_star_Mulcst->pi_star_Mul int1_Divcst int1_Divcst float32((1,)) [3.1415927] intdiv_Mul1 Mul (intdiv_Mul1) int1_Divcst->intdiv_Mul1 int1_Div Div (int1_Div) int1_Divcst->int1_Div diag_Squeezecst diag_Squeezecst int64((1,)) [1] diag_Squeeze Squeeze (diag_Squeeze) diag_Squeezecst->diag_Squeeze solve_Solvecst solve_Solvecst float32((112, 112)) [[ 1.1340801e+00  0.0000000e+00  0.0000000e+00 ...... solve_Solve Solve (solve_Solve) lower=0 transposed=0 solve_Solvecst->solve_Solve solve_Mulcst solve_Mulcst float32((112, 1)) [[0.06625613] [0.1221275 ] [0.07110414] [0.0781... solve_Mul Mul (solve_Mul) solve_Mulcst->solve_Mul alpha_Mulcst alpha_Mulcst float32((1,)) [2.] int21_Pow Pow (int21_Pow) alpha_Mulcst->int21_Pow alpha_Mul Mul (alpha_Mul) alpha_Mulcst->alpha_Mul intdiv_Mul Mul (intdiv_Mul) alpha_Mulcst->intdiv_Mul intdiv_Mul2 Mul (intdiv_Mul2) alpha_Mulcst->intdiv_Mul2 gamma_Mulcst gamma_Mulcst float32((5, 1)) [[0.41] [0.4 ] [0.37] [0.44] [0.39]] gamma_Mulcst->int21_Pow gamma_Mul Mul (gamma_Mul) gamma_Mulcst->gamma_Mul gamma_Reshapecst gamma_Reshapecst int64((2,)) [ 1 -1] gamma_Reshape Reshape (gamma_Reshape) allowzero=0 gamma_Reshapecst->gamma_Reshape pi_star_ReduceSumcst pi_star_ReduceSumcst int64((1,)) [0] pi_star_ReduceSum ReduceSum (pi_star_ReduceSum) keepdims=1 pi_star_ReduceSumcst->pi_star_ReduceSum pi_star_Addcst pi_star_Addcst float32((1,)) [0.5] pi_star_Add Add (pi_star_Add) pi_star_Addcst->pi_star_Add pi_star2_Reshapecst pi_star2_Reshapecst int64((2,)) [-1  1] pi_star2_Reshape Reshape (pi_star2_Reshape) allowzero=0 pi_star2_Reshapecst->pi_star2_Reshape Ad_Addcst Ad_Addcst float32((1,)) [1.] Ad_Add Add (Ad_Add) Ad_Addcst->Ad_Add diag_reduced0 diag_reduced0 diag_reduced0->diag_Add diag_ReduceSumSquare->diag_reduced0 kstar_Y0 kstar_Y0 kstar_Y0->kstar_Add kstar_MatMul->kstar_Y0 kstar_C0 kstar_C0 kstar_C0->f_star_MatMul kstar_Transpose Transpose (kstar_Transpose) kstar_C0->kstar_Transpose kstar_Add->kstar_C0 diag_C0 diag_C0 diag_C0->diag_Squeeze diag_Add->diag_C0 int21_Z0 int21_Z0 int21_Add Add (int21_Add) int21_Z0->int21_Add int21_Pow->int21_Z0 diag_squeezed0 diag_squeezed0 var_f_star_Sub Sub (var_f_star_Sub) diag_squeezed0->var_f_star_Sub diag_Squeeze->diag_squeezed0 f_star_Y0 f_star_Y0 f_star_Y0->gamma_Reshape f_star_Y0->labels_Less f_star_MatMul->f_star_Y0 kstar_transposed0 kstar_transposed0 kstar_transposed0->solve_Mul kstar_Transpose->kstar_transposed0 solve_C0 solve_C0 solve_C0->solve_Solve solve_Mul->solve_C0 gamma_reshaped0 gamma_reshaped0 gamma_reshaped0->gamma_Mul gamma_Reshape->gamma_reshaped0 labels_C0 labels_C0 labels_Not Not (labels_Not) labels_C0->labels_Not labels_Less->labels_C0 labels_Y0 labels_Y0 labels_Cast Cast (labels_Cast) to=7 labels_Y0->labels_Cast labels_Not->labels_Y0 solve_X solve_X var_f_star_Einsum Einsum (var_f_star_Einsum) equation=b'ij,ij->j' solve_X->var_f_star_Einsum solve_X->var_f_star_Einsum solve_Solve->solve_X gamma_C0 gamma_C0 integrals_Mul Mul (integrals_Mul) gamma_C0->integrals_Mul gamma_Mul->gamma_C0 var_f_star_Output0 var_f_star_Output0 var_f_star_Output0->var_f_star_Sub var_f_star_Einsum->var_f_star_Output0 labels_output0 labels_output0 labels_output0->labels_ArrayFeatureExtractor labels_Cast->labels_output0 labels_Z0 labels_Z0 labels_Transpose Transpose (labels_Transpose) labels_Z0->labels_Transpose labels_ArrayFeatureExtractor->labels_Z0 var_f_star_C0 var_f_star_C0 var_f_star_C0->alpha_Mul var_f_star_C0->intdiv_Mul var_f_star_Sub->var_f_star_C0 label label Cast Cast (Cast) to=7 label->Cast labels_Transpose->label alpha_C0 alpha_C0 alpha_Reciprocal Reciprocal (alpha_Reciprocal) alpha_C0->alpha_Reciprocal alpha_Mul->alpha_C0 intdiv_C02 intdiv_C02 intdiv_C02->intdiv_Mul1 intdiv_Mul->intdiv_C02 alpha_Y0 alpha_Y0 alpha_Y0->int1_Div alpha_Y0->int21_Add int22_Div Div (int22_Div) alpha_Y0->int22_Div alpha_Reciprocal->alpha_Y0 Cast->output_label intdiv_C01 intdiv_C01 intdiv_Sqrt Sqrt (intdiv_Sqrt) intdiv_C01->intdiv_Sqrt intdiv_Mul1->intdiv_C01 intdiv_Y0 intdiv_Y0 intdiv_Y0->intdiv_Mul2 intdiv_Sqrt->intdiv_Y0 int1_C0 int1_C0 int1_Sqrt Sqrt (int1_Sqrt) int1_C0->int1_Sqrt int1_Div->int1_C0 int21_C0 int21_C0 int21_C0->int22_Div int21_Add->int21_C0 int1_Y0 int1_Y0 integrals_Mul1 Mul (integrals_Mul1) int1_Y0->integrals_Mul1 int1_Sqrt->int1_Y0 intdiv_C0 intdiv_C0 integrals_Div Div (integrals_Div) intdiv_C0->integrals_Div intdiv_Mul2->intdiv_C0 int22_C0 int22_C0 int22_Sqrt Sqrt (int22_Sqrt) int22_C0->int22_Sqrt int22_Div->int22_C0 int22_Y0 int22_Y0 int22_Y0->integrals_Mul int22_Sqrt->int22_Y0 integrals_C02 integrals_C02 integrals_Erf Erf (integrals_Erf) integrals_C02->integrals_Erf integrals_Mul->integrals_C02 integrals_output0 integrals_output0 integrals_output0->integrals_Div integrals_Erf->integrals_output0 integrals_C01 integrals_C01 integrals_C01->integrals_Mul1 integrals_Div->integrals_C01 integrals_C0 integrals_C0 integrals_C0->pi_star_Mul integrals_Mul1->integrals_C0 pi_star_C01 pi_star_C01 pi_star_C01->pi_star_ReduceSum pi_star_Mul->pi_star_C01 pi_star_reduced0 pi_star_reduced0 pi_star_reduced0->pi_star_Add pi_star_ReduceSum->pi_star_reduced0 pi_star_C0 pi_star_C0 pi_star_C0->pi_star2_Reshape pi_star_Add->pi_star_C0 pi_star2_reshaped0 pi_star2_reshaped0 Ne_Neg Neg (Ne_Neg) pi_star2_reshaped0->Ne_Neg Co_Concat Concat (Co_Concat) axis=1 pi_star2_reshaped0->Co_Concat pi_star2_Reshape->pi_star2_reshaped0 Ne_Y0 Ne_Y0 Ne_Y0->Ad_Add Ne_Neg->Ne_Y0 Ad_C0 Ad_C0 Ad_C0->Co_Concat Ad_Add->Ad_C0 probabilities probabilities ZipMap ZipMap (ZipMap) classlabels_int64s=[0 1] probabilities->ZipMap Co_Concat->probabilities ZipMap->output_probability

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GaussianProcessClassifier - b-cl - rational - cdist