CalibratedClassifierCV - b-cl - default -#

Fitted on a problem type b-cl (see find_suitable_problem), method predict_proba matches output .

CalibratedClassifierCV(n_jobs=8)

index

0

skl_nop

1

onx_size

4631

onx_nnodes

53

onx_ninits

15

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_op_Cast

2

onx_op_ZipMap

1

onx_op_Reshape

1

onx_size_optim

4631

onx_nnodes_optim

53

onx_ninits_optim

15

fit_classes_.shape

2
%0 X X float((0, 4)) LinearClassifier2 LinearClassifier (LinearClassifier2) classlabels_ints=[0 1] coefficients=[ 0.28968763  0.38... intercepts=[ 0.17412469 -0.1741... multi_class=0 post_transform=b'NONE' X->LinearClassifier2 LinearClassifier LinearClassifier (LinearClassifier) classlabels_ints=[0 1] coefficients=[ 0.27097124  0.50... intercepts=[ 0.16702798 -0.1670... multi_class=0 post_transform=b'NONE' X->LinearClassifier LinearClassifier3 LinearClassifier (LinearClassifier3) classlabels_ints=[0 1] coefficients=[ 0.20256029  0.57... intercepts=[ 0.15435447 -0.1543... multi_class=0 post_transform=b'NONE' X->LinearClassifier3 LinearClassifier1 LinearClassifier (LinearClassifier1) classlabels_ints=[0 1] coefficients=[ 0.26991424  0.52... intercepts=[ 0.155831 -0.155831... multi_class=0 post_transform=b'NONE' X->LinearClassifier1 LinearClassifier4 LinearClassifier (LinearClassifier4) classlabels_ints=[0 1] coefficients=[ 0.27084365  0.49... intercepts=[ 0.16985856 -0.1698... multi_class=0 post_transform=b'NONE' X->LinearClassifier4 output_label output_label int64((0,)) output_probability output_probability [{int64, {'kind': 'tensor', 'elem': 'float', 'shape': }}] classes classes int32((2,)) [0 1] ArrayFeatureExtractor ArrayFeatureExtractor (ArrayFeatureExtractor) classes->ArrayFeatureExtractor clf_length clf_length float32(()) 5.0 Div5 Div (Div5) clf_length->Div5 k k int64(()) 1 CaliAFE_0_c0 ArrayFeatureExtractor (CaliAFE_0_c0) k->CaliAFE_0_c0 CaliAFE_3_c0 ArrayFeatureExtractor (CaliAFE_3_c0) k->CaliAFE_3_c0 CaliAFE_4_c0 ArrayFeatureExtractor (CaliAFE_4_c0) k->CaliAFE_4_c0 CaliAFE_1_c0 ArrayFeatureExtractor (CaliAFE_1_c0) k->CaliAFE_1_c0 CaliAFE_2_c0 ArrayFeatureExtractor (CaliAFE_2_c0) k->CaliAFE_2_c0 a a float32(()) -1.1460619 Mul Mul (Mul) a->Mul b b float32(()) -0.36893135 Add Add (Add) b->Add unity unity float32(()) 1.0 Add7 Add (Add7) unity->Add7 Add9 Add (Add9) unity->Add9 Add1 Add (Add1) unity->Add1 Add3 Add (Add3) unity->Add3 Add5 Add (Add5) unity->Add5 Div3 Div (Div3) unity->Div3 Div4 Div (Div4) unity->Div4 Div Div (Div) unity->Div Div1 Div (Div1) unity->Div1 Div2 Div (Div2) unity->Div2 Sub3 Sub (Sub3) unity->Sub3 Sub4 Sub (Sub4) unity->Sub4 Sub Sub (Sub) unity->Sub Sub1 Sub (Sub1) unity->Sub1 Sub2 Sub (Sub2) unity->Sub2 a1 a1 float32(()) -1.1787075 Mul1 Mul (Mul1) a1->Mul1 b1 b1 float32(()) -0.07917496 Add2 Add (Add2) b1->Add2 a2 a2 float32(()) -1.2076555 Mul2 Mul (Mul2) a2->Mul2 b2 b2 float32(()) 0.29537386 Add4 Add (Add4) b2->Add4 a3 a3 float32(()) -1.3255001 Mul3 Mul (Mul3) a3->Mul3 b3 b3 float32(()) -0.19548222 Add6 Add (Add6) b3->Add6 a4 a4 float32(()) -1.2018967 Mul4 Mul (Mul4) a4->Mul4 b4 b4 float32(()) -0.15826617 Add8 Add (Add8) b4->Add8 shape_tensor shape_tensor int64((1,)) [-1] Reshape Reshape (Reshape) shape_tensor->Reshape label3 label3 uncal_probability2 uncal_probability2 uncal_probability2->CaliAFE_2_c0 LinearClassifier2->label3 LinearClassifier2->uncal_probability2 label1 label1 uncal_probability uncal_probability uncal_probability->CaliAFE_0_c0 LinearClassifier->label1 LinearClassifier->uncal_probability label4 label4 uncal_probability3 uncal_probability3 uncal_probability3->CaliAFE_3_c0 LinearClassifier3->label4 LinearClassifier3->uncal_probability3 label2 label2 uncal_probability1 uncal_probability1 uncal_probability1->CaliAFE_1_c0 LinearClassifier1->label2 LinearClassifier1->uncal_probability1 label5 label5 uncal_probability4 uncal_probability4 uncal_probability4->CaliAFE_4_c0 LinearClassifier4->label5 LinearClassifier4->uncal_probability4 tdf_col_0_c0 tdf_col_0_c0 tdf_col_0_c0->Mul CaliAFE_0_c0->tdf_col_0_c0 tdf_col_3_c0 tdf_col_3_c0 tdf_col_3_c0->Mul3 CaliAFE_3_c0->tdf_col_3_c0 tdf_col_4_c0 tdf_col_4_c0 tdf_col_4_c0->Mul4 CaliAFE_4_c0->tdf_col_4_c0 tdf_col_1_c0 tdf_col_1_c0 tdf_col_1_c0->Mul1 CaliAFE_1_c0->tdf_col_1_c0 tdf_col_2_c0 tdf_col_2_c0 tdf_col_2_c0->Mul2 CaliAFE_2_c0->tdf_col_2_c0 a_df_prod3 a_df_prod3 a_df_prod3->Add6 Mul3->a_df_prod3 a_df_prod4 a_df_prod4 a_df_prod4->Add8 Mul4->a_df_prod4 a_df_prod a_df_prod a_df_prod->Add Mul->a_df_prod a_df_prod1 a_df_prod1 a_df_prod1->Add2 Mul1->a_df_prod1 a_df_prod2 a_df_prod2 a_df_prod2->Add4 Mul2->a_df_prod2 exp_parameter3 exp_parameter3 Exp3 Exp (Exp3) exp_parameter3->Exp3 Add6->exp_parameter3 exp_parameter4 exp_parameter4 Exp4 Exp (Exp4) exp_parameter4->Exp4 Add8->exp_parameter4 exp_parameter exp_parameter Exp Exp (Exp) exp_parameter->Exp Add->exp_parameter exp_parameter1 exp_parameter1 Exp1 Exp (Exp1) exp_parameter1->Exp1 Add2->exp_parameter1 exp_parameter2 exp_parameter2 Exp2 Exp (Exp2) exp_parameter2->Exp2 Add4->exp_parameter2 exp_result3 exp_result3 exp_result3->Add7 Exp3->exp_result3 exp_result4 exp_result4 exp_result4->Add9 Exp4->exp_result4 exp_result exp_result exp_result->Add1 Exp->exp_result exp_result1 exp_result1 exp_result1->Add3 Exp1->exp_result1 exp_result2 exp_result2 exp_result2->Add5 Exp2->exp_result2 denominator3 denominator3 denominator3->Div3 Add7->denominator3 denominator4 denominator4 denominator4->Div4 Add9->denominator4 denominator denominator denominator->Div Add1->denominator denominator1 denominator1 denominator1->Div1 Add3->denominator1 denominator2 denominator2 denominator2->Div2 Add5->denominator2 sigmoid_predict_result3 sigmoid_predict_result3 sigmoid_predict_result3->Sub3 CaliConc3 Concat (CaliConc3) axis=1 sigmoid_predict_result3->CaliConc3 Div3->sigmoid_predict_result3 sigmoid_predict_result4 sigmoid_predict_result4 sigmoid_predict_result4->Sub4 CaliConc4 Concat (CaliConc4) axis=1 sigmoid_predict_result4->CaliConc4 Div4->sigmoid_predict_result4 sigmoid_predict_result sigmoid_predict_result sigmoid_predict_result->Sub CaliConc0 Concat (CaliConc0) axis=1 sigmoid_predict_result->CaliConc0 Div->sigmoid_predict_result sigmoid_predict_result1 sigmoid_predict_result1 sigmoid_predict_result1->Sub1 CaliConc1 Concat (CaliConc1) axis=1 sigmoid_predict_result1->CaliConc1 Div1->sigmoid_predict_result1 sigmoid_predict_result2 sigmoid_predict_result2 sigmoid_predict_result2->Sub2 CaliConc2 Concat (CaliConc2) axis=1 sigmoid_predict_result2->CaliConc2 Div2->sigmoid_predict_result2 zeroth_col3 zeroth_col3 zeroth_col3->CaliConc3 Sub3->zeroth_col3 zeroth_col4 zeroth_col4 zeroth_col4->CaliConc4 Sub4->zeroth_col4 zeroth_col0 zeroth_col0 zeroth_col0->CaliConc0 Sub->zeroth_col0 zeroth_col1 zeroth_col1 zeroth_col1->CaliConc1 Sub1->zeroth_col1 zeroth_col2 zeroth_col2 zeroth_col2->CaliConc2 Sub2->zeroth_col2 merged_prob2 merged_prob2 Sum Sum (Sum) merged_prob2->Sum CaliConc2->merged_prob2 merged_prob3 merged_prob3 merged_prob3->Sum CaliConc3->merged_prob3 merged_prob4 merged_prob4 merged_prob4->Sum CaliConc4->merged_prob4 merged_prob0 merged_prob0 merged_prob0->Sum CaliConc0->merged_prob0 merged_prob1 merged_prob1 merged_prob1->Sum CaliConc1->merged_prob1 add_result add_result add_result->Div5 Sum->add_result probabilities probabilities ArgMax ArgMax (ArgMax) axis=1 probabilities->ArgMax ZipMap ZipMap (ZipMap) classlabels_int64s=[0 1] probabilities->ZipMap Div5->probabilities argmax_output argmax_output argmax_output->ArrayFeatureExtractor ArgMax->argmax_output ZipMap->output_probability array_feature_extractor_result array_feature_extractor_result array_feature_extractor_result->Reshape ArrayFeatureExtractor->array_feature_extractor_result reshaped_result reshaped_result Cast Cast (Cast) to=7 reshaped_result->Cast Reshape->reshaped_result label label Cast1 Cast (Cast1) to=7 label->Cast1 Cast->label Cast1->output_label

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