RadiusNeighborsRegressor - ~m-reg-64 - weights_k3 - cdist#

Fitted on a problem type ~m-reg-64 (see find_suitable_problem), method predict matches output . Model was converted with additional parameter: <class 'sklearn.neighbors._regression.RadiusNeighborsRegressor'>={'optim': 'cdist'}.

RadiusNeighborsRegressor(algorithm='brute', n_jobs=8, weights='distance')

index

0

skl_nop

1

onx_size

7979

onx_nnodes

32

onx_ninits

8

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

4

onx_op_Reshape

2

onx_size_optim

7979

onx_nnodes_optim

32

onx_ninits_optim

8

fit__fit_X.shape

(112, 4)
%0 X X double((0, 4)) cond_CDist CDist (cond_CDist) metric=b'euclidean' X->cond_CDist variable variable double((0, 2)) knny_ArrayFeatureExtractorcst knny_ArrayFeatureExtractorcst float64((2, 112)) [[0.04 0.32 3.42 1.85 1.86 0.16 0.1  1.81 3.33 3.3... knny_ArrayFeatureExtractor ArrayFeatureExtractor (knny_ArrayFeatureExtractor) knny_ArrayFeatureExtractorcst->knny_ArrayFeatureExtractor cond_CDistcst cond_CDistcst float64((112, 4)) [[ 4.30175021e+00  3.94531870e+00  9.21953113e-01 ... cond_CDistcst->cond_CDist cond_Lesscst cond_Lesscst float64((1,)) [1.] cond_Less Less (cond_Less) cond_Lesscst->cond_Less arange_CumSumcst arange_CumSumcst int64((1,)) [1] arange_CumSum CumSum (arange_CumSum) arange_CumSumcst->arange_CumSum norm_ReduceSum ReduceSum (norm_ReduceSum) keepdims=0 arange_CumSumcst->norm_ReduceSum knny_Reshapecst knny_Reshapecst int64((3,)) [  2  -1 112] knny_Reshape Reshape (knny_Reshape) allowzero=0 knny_Reshapecst->knny_Reshape wei_Maxcst wei_Maxcst float64((1,)) [1.e-06] wei_Max Max (wei_Max) wei_Maxcst->wei_Max Re_ReduceSumcst Re_ReduceSumcst int64((1,)) [2] Re_ReduceSum ReduceSum (Re_ReduceSum) keepdims=0 Re_ReduceSumcst->Re_ReduceSum Re_Reshapecst Re_Reshapecst int64((2,)) [-1  1] Re_Reshape Reshape (Re_Reshape) allowzero=0 Re_Reshapecst->Re_Reshape cond_dist cond_dist arange_Shape Shape (arange_Shape) cond_dist->arange_Shape cond_dist->cond_Less nndist_Where Where (nndist_Where) cond_dist->nndist_Where cond_CDist->cond_dist arange_shape0 arange_shape0 nndist_ConstantOfShape ConstantOfShape (nndist_ConstantOfShape) arange_shape0->nndist_ConstantOfShape arange_ConstantOfShape ConstantOfShape (arange_ConstantOfShape) value=[-1.] arange_shape0->arange_ConstantOfShape arange_Shape->arange_shape0 cond_C0 cond_C0 nnbin_Cast Cast (nnbin_Cast) to=11 cond_C0->nnbin_Cast cond_C0->nndist_Where nnind_Where Where (nnind_Where) cond_C0->nnind_Where cond_Less->cond_C0 nndist_output02 nndist_output02 nndist_Cast Cast (nndist_Cast) to=11 nndist_output02->nndist_Cast nndist_ConstantOfShape->nndist_output02 nnbin_output0 nnbin_output0 wei_Mul Mul (wei_Mul) nnbin_output0->wei_Mul nnbin_Cast->nnbin_output0 arange_output01 arange_output01 arange_Cast Cast (arange_Cast) to=7 arange_output01->arange_Cast arange_ConstantOfShape->arange_output01 nndist_output01 nndist_output01 nndist_output01->nndist_Where nndist_Cast->nndist_output01 arange_output0 arange_output0 arange_output0->arange_CumSum arange_Add Add (arange_Add) arange_output0->arange_Add arange_output0->nnind_Where arange_Cast->arange_output0 nndist_output0 nndist_output0 nndist_output0->wei_Max nndist_Where->nndist_output0 arange_y0 arange_y0 arange_Neg Neg (arange_Neg) arange_y0->arange_Neg arange_CumSum->arange_y0 wei_max0 wei_max0 wei_Reciprocal Reciprocal (wei_Reciprocal) wei_max0->wei_Reciprocal wei_Max->wei_max0 arange_Y0 arange_Y0 arange_Y0->arange_Add arange_Neg->arange_Y0 arange_C0 arange_C0 arange_C0->nnind_Where arange_Add->arange_C0 wei_Y0 wei_Y0 wei_Y0->wei_Mul wei_Reciprocal->wei_Y0 nnind_output0 nnind_output0 knny_Flatten Flatten (knny_Flatten) nnind_output0->knny_Flatten nnind_Where->nnind_output0 wei_C0 wei_C0 wei_C0->norm_ReduceSum Mu_Mul Mul (Mu_Mul) wei_C0->Mu_Mul wei_Mul->wei_C0 knny_output0 knny_output0 knny_output0->knny_ArrayFeatureExtractor knny_Flatten->knny_output0 norm_reduced0 norm_reduced0 norm_reduced0->Re_Reshape norm_ReduceSum->norm_reduced0 knny_Z0 knny_Z0 knny_Z0->knny_Reshape knny_ArrayFeatureExtractor->knny_Z0 Re_reshaped0 Re_reshaped0 Di_Div Div (Di_Div) Re_reshaped0->Di_Div Re_Reshape->Re_reshaped0 knny_reshaped0 knny_reshaped0 knny_Transpose Transpose (knny_Transpose) perm=[1 0 2] knny_reshaped0->knny_Transpose knny_Reshape->knny_reshaped0 knny_transposed0 knny_transposed0 Ca_Cast Cast (Ca_Cast) to=11 knny_transposed0->Ca_Cast knny_Transpose->knny_transposed0 Ca_output0 Ca_output0 Tr_Transpose Transpose (Tr_Transpose) perm=[1 0 2] Ca_output0->Tr_Transpose Ca_Cast->Ca_output0 Tr_transposed01 Tr_transposed01 Tr_transposed01->Mu_Mul Tr_Transpose->Tr_transposed01 Mu_C0 Mu_C0 Tr_Transpose1 Transpose (Tr_Transpose1) perm=[1 0 2] Mu_C0->Tr_Transpose1 Mu_Mul->Mu_C0 Tr_transposed0 Tr_transposed0 Sh_Shape Shape (Sh_Shape) Tr_transposed0->Sh_Shape Is_IsNaN IsNaN (Is_IsNaN) Tr_transposed0->Is_IsNaN Wh_Where Where (Wh_Where) Tr_transposed0->Wh_Where Tr_Transpose1->Tr_transposed0 Sh_shape0 Sh_shape0 Co_ConstantOfShape ConstantOfShape (Co_ConstantOfShape) Sh_shape0->Co_ConstantOfShape Sh_Shape->Sh_shape0 Is_Y0 Is_Y0 Is_Y0->Wh_Where Is_IsNaN->Is_Y0 Co_output0 Co_output0 Co_output0->Wh_Where Co_ConstantOfShape->Co_output0 Wh_output0 Wh_output0 Wh_output0->Re_ReduceSum Wh_Where->Wh_output0 Re_reduced0 Re_reduced0 Re_reduced0->Di_Div Re_ReduceSum->Re_reduced0 Di_Div->variable

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