.. _l-GaussianProcessClassifier-~b-cl-64-rbf-cdist-o17: GaussianProcessClassifier - ~b-cl-64 - rbf - cdist ================================================== Fitted on a problem type *~b-cl-64* (see :func:`find_suitable_problem `), method `predict_proba` matches output . Model was converted with additional parameter: ``={'optim': 'cdist'}``. :: GaussianProcessClassifier(kernel=RBF(length_scale=1), n_jobs=8, random_state=0) +------------------------------------------+----------+ | index | 0 | +==========================================+==========+ | skl_nop | 1 | +------------------------------------------+----------+ | onx_size | 110410 | +------------------------------------------+----------+ | onx_nnodes | 57 | +------------------------------------------+----------+ | onx_ninits | 16 | +------------------------------------------+----------+ | onx_doc_string | | +------------------------------------------+----------+ | onx_ir_version | 8 | +------------------------------------------+----------+ | onx_domain | ai.onnx | +------------------------------------------+----------+ | onx_model_version | 0 | +------------------------------------------+----------+ | onx_producer_name | skl2onnx | +------------------------------------------+----------+ | onx_producer_version | 1.13.1 | +------------------------------------------+----------+ | onx_ | 17 | +------------------------------------------+----------+ | onx_ai.onnx.ml | 1 | +------------------------------------------+----------+ | onx_com.microsoft | 1 | +------------------------------------------+----------+ | onx_op_Cast | 2 | +------------------------------------------+----------+ | onx_op_ZipMap | 1 | +------------------------------------------+----------+ | onx_op_Reshape | 2 | +------------------------------------------+----------+ | onx_size_optim | 110063 | +------------------------------------------+----------+ | onx_nnodes_optim | 52 | +------------------------------------------+----------+ | onx_ninits_optim | 16 | +------------------------------------------+----------+ | fit_classes_.shape | 2 | +------------------------------------------+----------+ | fit_log_marginal_likelihood_value_.shape | 1 | +------------------------------------------+----------+ | fit_n_classes_ | 2 | +------------------------------------------+----------+ .. gdot:: digraph{ size=7; 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X -> kstar_Shape2; kstar_Shape2 -> kstar_shape04; kstar_shape01 [shape=box label="kstar_shape01" fontsize=10]; kstar_Shape [shape=box style="filled,rounded" color=orange label="Shape\n(kstar_Shape)" fontsize=10]; X -> kstar_Shape; kstar_Shape -> kstar_shape01; diag_shape0 [shape=box label="diag_shape0" fontsize=10]; diag_Shape [shape=box style="filled,rounded" color=orange label="Shape\n(diag_Shape)" fontsize=10]; X -> diag_Shape; diag_Shape -> diag_shape0; diag_output0 [shape=box label="diag_output0" fontsize=10]; diag_ConstantOfShape [shape=box style="filled,rounded" color=orange label="ConstantOfShape\n(diag_ConstantOfShape)\nvalue=[0.]" fontsize=10]; diag_shape0 -> diag_ConstantOfShape; diag_ConstantOfShape -> diag_output0; kstar_output02 [shape=box label="kstar_output02" fontsize=10]; kstar_ConstantOfShape [shape=box style="filled,rounded" color=orange label="ConstantOfShape\n(kstar_ConstantOfShape)\nvalue=[0.]" fontsize=10]; kstar_shape01 -> kstar_ConstantOfShape; kstar_ConstantOfShape -> kstar_output02; int21_Z0 [shape=box label="int21_Z0" fontsize=10]; int21_Pow [shape=box style="filled,rounded" color=orange label="Pow\n(int21_Pow)" fontsize=10]; gamma_Mulcst -> int21_Pow; alpha_Mulcst -> int21_Pow; int21_Pow -> int21_Z0; kstar_output04 [shape=box label="kstar_output04" fontsize=10]; kstar_ConstantOfShape2 [shape=box style="filled,rounded" color=orange label="ConstantOfShape\n(kstar_ConstantOfShape2)\nvalue=[0.]" fontsize=10]; kstar_shape04 -> kstar_ConstantOfShape2; kstar_ConstantOfShape2 -> kstar_output04; kstar_reduced02 [shape=box label="kstar_reduced02" fontsize=10]; kstar_ReduceSum1 [shape=box style="filled,rounded" color=orange label="ReduceSum\n(kstar_ReduceSum1)\nkeepdims=1" fontsize=10]; kstar_output04 -> kstar_ReduceSum1; kstar_ReduceSumcst1 -> kstar_ReduceSum1; kstar_ReduceSum1 -> kstar_reduced02; kstar_reduced0 [shape=box label="kstar_reduced0" fontsize=10]; kstar_ReduceSum [shape=box style="filled,rounded" color=orange label="ReduceSum\n(kstar_ReduceSum)\nkeepdims=0" fontsize=10]; kstar_output02 -> kstar_ReduceSum; kstar_ReduceSumcst -> kstar_ReduceSum; kstar_ReduceSum -> kstar_reduced0; diag_reduced0 [shape=box label="diag_reduced0" fontsize=10]; diag_ReduceSum [shape=box style="filled,rounded" color=orange label="ReduceSum\n(diag_ReduceSum)\nkeepdims=0" fontsize=10]; diag_output0 -> diag_ReduceSum; kstar_ReduceSumcst1 -> diag_ReduceSum; diag_ReduceSum -> diag_reduced0; diag_C0 [shape=box label="diag_C0" fontsize=10]; diag_Add [shape=box style="filled,rounded" color=orange label="Add\n(diag_Add)" fontsize=10]; diag_reduced0 -> diag_Add; diag_Addcst -> diag_Add; diag_Add -> diag_C0; kstar_shape0 [shape=box label="kstar_shape0" fontsize=10]; kstar_Shape1 [shape=box style="filled,rounded" color=orange label="Shape\n(kstar_Shape1)" fontsize=10]; kstar_reduced0 -> kstar_Shape1; kstar_Shape1 -> kstar_shape0; kstar_shape03 [shape=box label="kstar_shape03" fontsize=10]; kstar_Shape3 [shape=box style="filled,rounded" color=orange label="Shape\n(kstar_Shape3)" fontsize=10]; kstar_reduced02 -> kstar_Shape3; kstar_Shape3 -> kstar_shape03; kstar_output03 [shape=box label="kstar_output03" fontsize=10]; kstar_ConstantOfShape3 [shape=box style="filled,rounded" color=orange label="ConstantOfShape\n(kstar_ConstantOfShape3)\nvalue=[-0.5]" fontsize=10]; kstar_shape03 -> kstar_ConstantOfShape3; kstar_ConstantOfShape3 -> kstar_output03; kstar_output01 [shape=box label="kstar_output01" fontsize=10]; kstar_ConstantOfShape1 [shape=box style="filled,rounded" color=orange label="ConstantOfShape\n(kstar_ConstantOfShape1)\nvalue=[1.87432409]" fontsize=10]; kstar_shape0 -> kstar_ConstantOfShape1; kstar_ConstantOfShape1 -> kstar_output01; kstar_C01 [shape=box label="kstar_C01" fontsize=10]; kstar_Div [shape=box style="filled,rounded" color=orange label="Div\n(kstar_Div)" fontsize=10]; X -> kstar_Div; kstar_output01 -> kstar_Div; kstar_Div -> kstar_C01; kstar_C02 [shape=box label="kstar_C02" fontsize=10]; kstar_Div1 [shape=box style="filled,rounded" color=orange label="Div\n(kstar_Div1)" fontsize=10]; kstar_Divcst -> kstar_Div1; kstar_output01 -> kstar_Div1; kstar_Div1 -> kstar_C02; kstar_dist [shape=box label="kstar_dist" fontsize=10]; kstar_CDist [shape=box style="filled,rounded" color=orange label="CDist\n(kstar_CDist)\nmetric=b'sqeuclidean'" fontsize=10]; kstar_C01 -> kstar_CDist; kstar_C02 -> kstar_CDist; kstar_CDist -> kstar_dist; kstar_C0 [shape=box label="kstar_C0" fontsize=10]; kstar_Mul [shape=box style="filled,rounded" color=orange label="Mul\n(kstar_Mul)" fontsize=10]; kstar_dist -> kstar_Mul; kstar_output03 -> kstar_Mul; kstar_Mul -> kstar_C0; kstar_output0 [shape=box label="kstar_output0" fontsize=10]; kstar_Exp [shape=box style="filled,rounded" color=orange label="Exp\n(kstar_Exp)" fontsize=10]; kstar_C0 -> kstar_Exp; kstar_Exp -> kstar_output0; f_star_Y0 [shape=box label="f_star_Y0" fontsize=10]; f_star_MatMul [shape=box style="filled,rounded" color=orange label="MatMul\n(f_star_MatMul)" fontsize=10]; kstar_output0 -> f_star_MatMul; f_star_MatMulcst -> f_star_MatMul; f_star_MatMul -> f_star_Y0; kstar_transposed0 [shape=box label="kstar_transposed0" fontsize=10]; kstar_Transpose [shape=box style="filled,rounded" color=orange label="Transpose\n(kstar_Transpose)" fontsize=10]; kstar_output0 -> kstar_Transpose; kstar_Transpose -> kstar_transposed0; gamma_reshaped0 [shape=box label="gamma_reshaped0" fontsize=10]; gamma_Reshape [shape=box style="filled,rounded" color=orange label="Reshape\n(gamma_Reshape)\nallowzero=0" fontsize=10]; f_star_Y0 -> gamma_Reshape; gamma_Reshapecst -> gamma_Reshape; gamma_Reshape -> gamma_reshaped0; labels_C0 [shape=box label="labels_C0" fontsize=10]; labels_Less [shape=box style="filled,rounded" color=orange label="Less\n(labels_Less)" fontsize=10]; f_star_Y0 -> labels_Less; labels_Lesscst -> labels_Less; labels_Less -> labels_C0; solve_C0 [shape=box label="solve_C0" fontsize=10]; solve_Mul [shape=box style="filled,rounded" color=orange label="Mul\n(solve_Mul)" fontsize=10]; solve_Mulcst -> solve_Mul; kstar_transposed0 -> solve_Mul; solve_Mul -> solve_C0; gamma_C0 [shape=box label="gamma_C0" fontsize=10]; gamma_Mul [shape=box style="filled,rounded" color=orange label="Mul\n(gamma_Mul)" fontsize=10]; gamma_Mulcst -> gamma_Mul; gamma_reshaped0 -> gamma_Mul; gamma_Mul -> gamma_C0; solve_X [shape=box label="solve_X" fontsize=10]; solve_Solve [shape=box style="filled,rounded" color=orange label="Solve\n(solve_Solve)\nlower=0\ntransposed=0" fontsize=10]; solve_Solvecst -> solve_Solve; solve_C0 -> solve_Solve; solve_Solve -> solve_X; labels_Y0 [shape=box label="labels_Y0" fontsize=10]; labels_Not [shape=box style="filled,rounded" color=orange label="Not\n(labels_Not)" fontsize=10]; labels_C0 -> labels_Not; labels_Not -> labels_Y0; labels_output0 [shape=box label="labels_output0" fontsize=10]; labels_Cast [shape=box style="filled,rounded" color=orange label="Cast\n(labels_Cast)\nto=7" fontsize=10]; labels_Y0 -> labels_Cast; labels_Cast -> labels_output0; var_f_star_Output0 [shape=box label="var_f_star_Output0" fontsize=10]; var_f_star_Einsum [shape=box style="filled,rounded" color=orange label="Einsum\n(var_f_star_Einsum)\nequation=b'ij,ij->j'" fontsize=10]; solve_X -> var_f_star_Einsum; solve_X -> var_f_star_Einsum; var_f_star_Einsum -> var_f_star_Output0; labels_Z0 [shape=box label="labels_Z0" fontsize=10]; labels_ArrayFeatureExtractor [shape=box style="filled,rounded" color=orange label="ArrayFeatureExtractor\n(labels_ArrayFeatureExtractor)" fontsize=10]; labels_ArrayFeatureExtractorcst -> labels_ArrayFeatureExtractor; labels_output0 -> labels_ArrayFeatureExtractor; labels_ArrayFeatureExtractor -> labels_Z0; var_f_star_C0 [shape=box label="var_f_star_C0" fontsize=10]; var_f_star_Sub [shape=box style="filled,rounded" color=orange label="Sub\n(var_f_star_Sub)" fontsize=10]; diag_C0 -> var_f_star_Sub; var_f_star_Output0 -> var_f_star_Sub; var_f_star_Sub -> var_f_star_C0; intdiv_C02 [shape=box label="intdiv_C02" fontsize=10]; intdiv_Mul [shape=box style="filled,rounded" color=orange label="Mul\n(intdiv_Mul)" fontsize=10]; var_f_star_C0 -> intdiv_Mul; alpha_Mulcst -> intdiv_Mul; intdiv_Mul -> intdiv_C02; label [shape=box label="label" fontsize=10]; labels_Transpose [shape=box style="filled,rounded" color=orange label="Transpose\n(labels_Transpose)" fontsize=10]; labels_Z0 -> labels_Transpose; labels_Transpose -> label; alpha_C0 [shape=box label="alpha_C0" fontsize=10]; alpha_Mul [shape=box style="filled,rounded" color=orange label="Mul\n(alpha_Mul)" fontsize=10]; var_f_star_C0 -> alpha_Mul; alpha_Mulcst -> alpha_Mul; alpha_Mul -> alpha_C0; intdiv_C01 [shape=box label="intdiv_C01" fontsize=10]; intdiv_Mul1 [shape=box style="filled,rounded" color=orange label="Mul\n(intdiv_Mul1)" fontsize=10]; intdiv_C02 -> intdiv_Mul1; int1_Divcst -> intdiv_Mul1; intdiv_Mul1 -> intdiv_C01; Cast [shape=box style="filled,rounded" color=orange label="Cast\n(Cast)\nto=7" fontsize=10]; label -> Cast; Cast -> output_label; alpha_Y0 [shape=box label="alpha_Y0" fontsize=10]; alpha_Reciprocal [shape=box style="filled,rounded" color=orange label="Reciprocal\n(alpha_Reciprocal)" fontsize=10]; alpha_C0 -> alpha_Reciprocal; alpha_Reciprocal -> alpha_Y0; intdiv_Y0 [shape=box label="intdiv_Y0" fontsize=10]; intdiv_Sqrt [shape=box style="filled,rounded" color=orange label="Sqrt\n(intdiv_Sqrt)" fontsize=10]; intdiv_C01 -> intdiv_Sqrt; intdiv_Sqrt -> intdiv_Y0; int21_C0 [shape=box label="int21_C0" fontsize=10]; int21_Add [shape=box style="filled,rounded" color=orange label="Add\n(int21_Add)" fontsize=10]; alpha_Y0 -> int21_Add; int21_Z0 -> int21_Add; int21_Add -> int21_C0; int1_C0 [shape=box label="int1_C0" fontsize=10]; int1_Div [shape=box style="filled,rounded" color=orange label="Div\n(int1_Div)" fontsize=10]; int1_Divcst -> int1_Div; alpha_Y0 -> int1_Div; int1_Div -> int1_C0; int1_Y0 [shape=box label="int1_Y0" fontsize=10]; int1_Sqrt [shape=box style="filled,rounded" color=orange label="Sqrt\n(int1_Sqrt)" fontsize=10]; int1_C0 -> int1_Sqrt; int1_Sqrt -> int1_Y0; int22_C0 [shape=box label="int22_C0" fontsize=10]; int22_Div [shape=box style="filled,rounded" color=orange label="Div\n(int22_Div)" fontsize=10]; alpha_Y0 -> int22_Div; int21_C0 -> int22_Div; int22_Div -> int22_C0; intdiv_C0 [shape=box label="intdiv_C0" fontsize=10]; intdiv_Mul2 [shape=box style="filled,rounded" color=orange label="Mul\n(intdiv_Mul2)" fontsize=10]; alpha_Mulcst -> intdiv_Mul2; intdiv_Y0 -> intdiv_Mul2; intdiv_Mul2 -> intdiv_C0; int22_Y0 [shape=box label="int22_Y0" fontsize=10]; int22_Sqrt [shape=box style="filled,rounded" color=orange label="Sqrt\n(int22_Sqrt)" fontsize=10]; int22_C0 -> int22_Sqrt; int22_Sqrt -> int22_Y0; integrals_C02 [shape=box label="integrals_C02" fontsize=10]; integrals_Mul [shape=box style="filled,rounded" color=orange label="Mul\n(integrals_Mul)" fontsize=10]; gamma_C0 -> integrals_Mul; int22_Y0 -> integrals_Mul; integrals_Mul -> integrals_C02; integrals_output0 [shape=box label="integrals_output0" fontsize=10]; integrals_Erf [shape=box style="filled,rounded" color=orange label="Erf\n(integrals_Erf)" fontsize=10]; integrals_C02 -> integrals_Erf; integrals_Erf -> integrals_output0; integrals_C01 [shape=box label="integrals_C01" fontsize=10]; integrals_Div [shape=box style="filled,rounded" color=orange label="Div\n(integrals_Div)" fontsize=10]; integrals_output0 -> integrals_Div; intdiv_C0 -> integrals_Div; integrals_Div -> integrals_C01; integrals_C0 [shape=box label="integrals_C0" fontsize=10]; integrals_Mul1 [shape=box style="filled,rounded" color=orange label="Mul\n(integrals_Mul1)" fontsize=10]; int1_Y0 -> integrals_Mul1; integrals_C01 -> integrals_Mul1; integrals_Mul1 -> integrals_C0; pi_star_C01 [shape=box label="pi_star_C01" fontsize=10]; pi_star_Mul [shape=box style="filled,rounded" color=orange label="Mul\n(pi_star_Mul)" fontsize=10]; pi_star_Mulcst -> pi_star_Mul; integrals_C0 -> pi_star_Mul; pi_star_Mul -> pi_star_C01; pi_star_reduced0 [shape=box label="pi_star_reduced0" fontsize=10]; pi_star_ReduceSum [shape=box style="filled,rounded" color=orange label="ReduceSum\n(pi_star_ReduceSum)\nkeepdims=1" fontsize=10]; pi_star_C01 -> pi_star_ReduceSum; kstar_ReduceSumcst -> pi_star_ReduceSum; pi_star_ReduceSum -> pi_star_reduced0; pi_star_C0 [shape=box label="pi_star_C0" fontsize=10]; pi_star_Add [shape=box style="filled,rounded" color=orange label="Add\n(pi_star_Add)" fontsize=10]; pi_star_reduced0 -> pi_star_Add; pi_star_Addcst -> pi_star_Add; pi_star_Add -> pi_star_C0; pi_star2_reshaped0 [shape=box label="pi_star2_reshaped0" fontsize=10]; pi_star2_Reshape [shape=box style="filled,rounded" color=orange label="Reshape\n(pi_star2_Reshape)\nallowzero=0" fontsize=10]; pi_star_C0 -> pi_star2_Reshape; pi_star2_Reshapecst -> pi_star2_Reshape; pi_star2_Reshape -> pi_star2_reshaped0; Ne_Y0 [shape=box label="Ne_Y0" fontsize=10]; Ne_Neg [shape=box style="filled,rounded" color=orange label="Neg\n(Ne_Neg)" fontsize=10]; pi_star2_reshaped0 -> Ne_Neg; Ne_Neg -> Ne_Y0; Ad_C0 [shape=box label="Ad_C0" fontsize=10]; Ad_Add [shape=box style="filled,rounded" color=orange label="Add\n(Ad_Add)" fontsize=10]; Ne_Y0 -> Ad_Add; diag_Addcst -> Ad_Add; Ad_Add -> Ad_C0; probabilities [shape=box label="probabilities" fontsize=10]; Co_Concat [shape=box style="filled,rounded" color=orange label="Concat\n(Co_Concat)\naxis=1" fontsize=10]; Ad_C0 -> Co_Concat; pi_star2_reshaped0 -> Co_Concat; Co_Concat -> probabilities; ZipMap [shape=box style="filled,rounded" color=orange label="ZipMap\n(ZipMap)\nclasslabels_int64s=[0 1]" fontsize=10]; probabilities -> ZipMap; ZipMap -> output_probability; }