.. _l-GaussianProcessRegressor-~b-reg-NF-cov-64-rbf-cdist-o17: GaussianProcessRegressor - ~b-reg-NF-cov-64 - rbf - cdist ========================================================= Fitted on a problem type *~b-reg-NF-cov-64* (see :func:`find_suitable_problem `), method `predict` matches output . Model was converted with additional parameter: ``={'optim': 'cdist'}``. :: GaussianProcessRegressor(alpha=100.0, kernel=RBF(length_scale=1), random_state=42) +-----------------------+----------+ | index | 0 | +=======================+==========+ | skl_nop | 1 | +-----------------------+----------+ | onx_size | 1650 | +-----------------------+----------+ | onx_nnodes | 20 | +-----------------------+----------+ | onx_ninits | 2 | +-----------------------+----------+ | 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_subgraphs | 1 | +-----------------------+----------+ | onx_op_Identity | 1 | +-----------------------+----------+ | onx_op_Identity_optim | 1 | +-----------------------+----------+ | onx_subgraphs_optim | 1 | +-----------------------+----------+ | onx_size_optim | 1296 | +-----------------------+----------+ | onx_nnodes_optim | 15 | +-----------------------+----------+ | onx_ninits_optim | 2 | +-----------------------+----------+ .. gdot:: digraph{ size=7; ranksep=0.25; nodesep=0.05; orientation=portrait; X [shape=box color=red label="X\ndouble((0, 4))" fontsize=10]; GPmean [shape=box color=green label="GPmean\ndouble((0, 1))" fontsize=10]; GPcovstd [shape=box color=green label="GPcovstd\ndouble(('?',))" fontsize=10]; Re_ReduceSumcst [shape=box label="Re_ReduceSumcst\nint64((1,))\n[1]" fontsize=10]; Re_ReduceSumcst1 [shape=box label="Re_ReduceSumcst1\nint64((1,))\n[0]" fontsize=10]; Sh_shape05 [shape=box label="Sh_shape05" fontsize=10]; Sh_Shape3 [shape=box style="filled,rounded" color=orange label="Shape\n(Sh_Shape3)" fontsize=10]; X -> Sh_Shape3; Sh_Shape3 -> Sh_shape05; Sh_shape03 [shape=box label="Sh_shape03" fontsize=10]; Sh_Shape1 [shape=box style="filled,rounded" color=orange label="Shape\n(Sh_Shape1)" fontsize=10]; X -> Sh_Shape1; Sh_Shape1 -> Sh_shape03; Sh_shape0 [shape=box label="Sh_shape0" fontsize=10]; Sh_Shape [shape=box style="filled,rounded" color=orange label="Shape\n(Sh_Shape)" fontsize=10]; X -> Sh_Shape; Sh_Shape -> Sh_shape0; Co_output05 [shape=box label="Co_output05" fontsize=10]; Co_ConstantOfShape3 [shape=box style="filled,rounded" color=orange label="ConstantOfShape\n(Co_ConstantOfShape3)\nvalue=[0.]" fontsize=10]; Sh_shape05 -> Co_ConstantOfShape3; Co_ConstantOfShape3 -> Co_output05; Co_output0 [shape=box label="Co_output0" fontsize=10]; Co_ConstantOfShape [shape=box style="filled,rounded" color=orange label="ConstantOfShape\n(Co_ConstantOfShape)\nvalue=[0.]" fontsize=10]; Sh_shape0 -> Co_ConstantOfShape; Co_ConstantOfShape -> Co_output0; Co_output03 [shape=box label="Co_output03" fontsize=10]; Co_ConstantOfShape1 [shape=box style="filled,rounded" color=orange label="ConstantOfShape\n(Co_ConstantOfShape1)\nvalue=[0.]" fontsize=10]; Sh_shape03 -> Co_ConstantOfShape1; Co_ConstantOfShape1 -> Co_output03; Re_reduced02 [shape=box label="Re_reduced02" fontsize=10]; Re_ReduceSum2 [shape=box style="filled,rounded" color=orange label="ReduceSum\n(Re_ReduceSum2)\nkeepdims=1" fontsize=10]; Co_output05 -> Re_ReduceSum2; Re_ReduceSumcst -> Re_ReduceSum2; Re_ReduceSum2 -> Re_reduced02; Re_reduced0 [shape=box label="Re_reduced0" fontsize=10]; Re_ReduceSum1 [shape=box style="filled,rounded" color=orange label="ReduceSum\n(Re_ReduceSum1)\nkeepdims=0" fontsize=10]; Co_output03 -> Re_ReduceSum1; Re_ReduceSumcst1 -> Re_ReduceSum1; Re_ReduceSum1 -> Re_reduced0; Re_ReduceSum [shape=box style="filled,rounded" color=orange label="ReduceSum\n(Re_ReduceSum)\nkeepdims=1" fontsize=10]; Co_output0 -> Re_ReduceSum; Re_ReduceSumcst -> Re_ReduceSum; Re_ReduceSum -> GPmean; Sh_shape04 [shape=box label="Sh_shape04" fontsize=10]; Sh_Shape4 [shape=box style="filled,rounded" color=orange label="Shape\n(Sh_Shape4)" fontsize=10]; Re_reduced02 -> Sh_Shape4; Sh_Shape4 -> Sh_shape04; Sh_shape02 [shape=box label="Sh_shape02" fontsize=10]; Sh_Shape2 [shape=box style="filled,rounded" color=orange label="Shape\n(Sh_Shape2)" fontsize=10]; Re_reduced0 -> Sh_Shape2; Sh_Shape2 -> Sh_shape02; Co_output04 [shape=box label="Co_output04" fontsize=10]; Co_ConstantOfShape4 [shape=box style="filled,rounded" color=orange label="ConstantOfShape\n(Co_ConstantOfShape4)\nvalue=[-0.5]" fontsize=10]; Sh_shape04 -> Co_ConstantOfShape4; Co_ConstantOfShape4 -> Co_output04; Co_output02 [shape=box label="Co_output02" fontsize=10]; Co_ConstantOfShape2 [shape=box style="filled,rounded" color=orange label="ConstantOfShape\n(Co_ConstantOfShape2)\nvalue=[1.]" fontsize=10]; Sh_shape02 -> Co_ConstantOfShape2; Co_ConstantOfShape2 -> Co_output02; Di_C0 [shape=box label="Di_C0" fontsize=10]; Di_Div [shape=box style="filled,rounded" color=orange label="Div\n(Di_Div)" fontsize=10]; X -> Di_Div; Co_output02 -> Di_Div; Di_Div -> Di_C0; UU010UU [shape=box label="UU010UU" fontsize=10]; UU011UU [shape=box label="UU011UU" fontsize=10]; subgraph cluster_Scan139904365199264_139908381009904 { label="Scan\n(Sc_Scan)\nbody=node {\n input: 'next_in'...\nnum_scan_inputs=1"; fontsize=10; color=black; B_next_in [shape=box color=red label="next_in\ndouble((0, 0))" fontsize=10]; B_next [shape=box color=red label="next\ndouble((0,))" fontsize=10]; B_next_out [shape=box color=green label="next_out\ndouble((0, 0))" fontsize=10]; B_scan_out [shape=box color=green label="scan_out\ndouble((0,))" fontsize=10]; B_cflat_6_C0 [shape=box label="cflat_6_C0" fontsize=10]; B_cflat_6_Sub [shape=box style="filled,rounded" color=orange label="Sub\n(cflat_6_Sub)" fontsize=10]; B_next_in -> B_cflat_6_Sub; B_next -> B_cflat_6_Sub; B_cflat_6_Sub -> B_cflat_6_C0; B_pdistsqe_6_Identity [shape=box style="filled,rounded" color=orange label="Identity\n(pdistsqe_6_Identity)" fontsize=10]; B_next_in -> B_pdistsqe_6_Identity; B_pdistsqe_6_Identity -> B_next_out; B_cflat_6_ReduceSumSquare [shape=box style="filled,rounded" color=orange label="ReduceSumSquare\n(cflat_6_ReduceSumSquare)\naxes=[1]\nkeepdims=0" fontsize=10]; B_cflat_6_C0 -> B_cflat_6_ReduceSumSquare; B_cflat_6_ReduceSumSquare -> B_scan_out; } Di_C0 -> B_next_in; Di_C0 -> B_next; B_next_out -> UU010UU; B_scan_out -> UU011UU; Sc_Scan -> B_cflat_6_Sub [lhead=cluster_Scan139904365199264_139908381009904]; Di_C0 -> Sc_Scan; Di_C0 -> Sc_Scan; Sc_Scan -> UU010UU; Sc_Scan -> UU011UU; Mu_C0 [shape=box label="Mu_C0" fontsize=10]; Mu_Mul [shape=box style="filled,rounded" color=orange label="Mul\n(Mu_Mul)" fontsize=10]; UU011UU -> Mu_Mul; Co_output04 -> Mu_Mul; Mu_Mul -> Mu_C0; Ex_Exp [shape=box style="filled,rounded" color=orange label="Exp\n(Ex_Exp)" fontsize=10]; Mu_C0 -> Ex_Exp; Ex_Exp -> GPcovstd; }