CalibratedClassifierCV - b-cl - sgd -#

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

CalibratedClassifierCV(base_estimator=SGDClassifier(random_state=0), n_jobs=8)

index

0

skl_nop

1

onx_size

6365

onx_nnodes

88

onx_ninits

26

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

7

onx_op_ZipMap

1

onx_op_Reshape

6

onx_size_optim

4837

onx_nnodes_optim

68

onx_ninits_optim

26

fit_classes_.shape

2
%0 X X float((0, 4)) MatMul MatMul (MatMul) X->MatMul MatMul1 MatMul (MatMul1) X->MatMul1 MatMul2 MatMul (MatMul2) X->MatMul2 MatMul3 MatMul (MatMul3) X->MatMul3 MatMul4 MatMul (MatMul4) X->MatMul4 output_label output_label int64((0,)) output_probability output_probability [{int64, {'kind': 'tensor', 'elem': 'float', 'shape': }}] classes classes int32((2,)) [0 1] ArrayFeatureExtractor1 ArrayFeatureExtractor (ArrayFeatureExtractor1) classes->ArrayFeatureExtractor1 ArrayFeatureExtractor2 ArrayFeatureExtractor (ArrayFeatureExtractor2) classes->ArrayFeatureExtractor2 ArrayFeatureExtractor3 ArrayFeatureExtractor (ArrayFeatureExtractor3) classes->ArrayFeatureExtractor3 ArrayFeatureExtractor4 ArrayFeatureExtractor (ArrayFeatureExtractor4) classes->ArrayFeatureExtractor4 ArrayFeatureExtractor5 ArrayFeatureExtractor (ArrayFeatureExtractor5) classes->ArrayFeatureExtractor5 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_1_c0 ArrayFeatureExtractor (CaliAFE_1_c0) k->CaliAFE_1_c0 CaliAFE_2_c0 ArrayFeatureExtractor (CaliAFE_2_c0) k->CaliAFE_2_c0 CaliAFE_3_c0 ArrayFeatureExtractor (CaliAFE_3_c0) k->CaliAFE_3_c0 CaliAFE_4_c0 ArrayFeatureExtractor (CaliAFE_4_c0) k->CaliAFE_4_c0 a a float32(()) -0.032272525 Mul Mul (Mul) a->Mul b b float32(()) -1.0434128 Add Add (Add) b->Add unity unity float32(()) 1.0 Add1 Add (Add1) unity->Add1 Add3 Add (Add3) unity->Add3 Add7 Add (Add7) unity->Add7 Add9 Add (Add9) unity->Add9 Add5 Add (Add5) unity->Add5 Div Div (Div) unity->Div Div1 Div (Div1) unity->Div1 Div4 Div (Div4) unity->Div4 Div3 Div (Div3) unity->Div3 Div2 Div (Div2) unity->Div2 Sub1 Sub (Sub1) unity->Sub1 Sub Sub (Sub) unity->Sub Sub4 Sub (Sub4) unity->Sub4 Sub3 Sub (Sub3) unity->Sub3 Sub2 Sub (Sub2) unity->Sub2 a1 a1 float32(()) -0.021937113 Mul1 Mul (Mul1) a1->Mul1 b1 b1 float32(()) -0.9275428 Add2 Add (Add2) b1->Add2 a2 a2 float32(()) -0.01339825 Mul2 Mul (Mul2) a2->Mul2 b2 b2 float32(()) -0.3490972 Add4 Add (Add4) b2->Add4 a3 a3 float32(()) -0.01573941 Mul3 Mul (Mul3) a3->Mul3 b3 b3 float32(()) -1.0799139 Add6 Add (Add6) b3->Add6 a4 a4 float32(()) -0.01711152 Mul4 Mul (Mul4) a4->Mul4 b4 b4 float32(()) -0.75088495 Add8 Add (Add8) b4->Add8 shape_tensor shape_tensor int64((1,)) [-1] Reshape1 Reshape (Reshape1) shape_tensor->Reshape1 Reshape2 Reshape (Reshape2) shape_tensor->Reshape2 Reshape3 Reshape (Reshape3) shape_tensor->Reshape3 Reshape4 Reshape (Reshape4) shape_tensor->Reshape4 Reshape5 Reshape (Reshape5) shape_tensor->Reshape5 Reshape Reshape (Reshape) shape_tensor->Reshape coef coef float32((4, 1)) [[ -5.8190126] [-26.854792 ] [ 33.27295  ] [ 13.379635 ]] coef->MatMul intercept intercept float32((1,)) [-9.861266] Add10 Add (Add10) intercept->Add10 negate negate float32(()) -1.0 Mul5 Mul (Mul5) negate->Mul5 Mul6 Mul (Mul6) negate->Mul6 Mul7 Mul (Mul7) negate->Mul7 Mul8 Mul (Mul8) negate->Mul8 Mul9 Mul (Mul9) negate->Mul9 coef1 coef1 float32((4, 1)) [[-19.844398] [-31.12568 ] [ 58.08291 ] [ 17.924246]] coef1->MatMul1 intercept1 intercept1 float32((1,)) [-9.9019] Add11 Add (Add11) intercept1->Add11 coef2 coef2 float32((4, 1)) [[-23.227152] [-53.16962 ] [ 84.59876 ] [ 42.257725]] coef2->MatMul2 intercept2 intercept2 float32((1,)) [-19.250961] Add12 Add (Add12) intercept2->Add12 coef3 coef3 float32((4, 1)) [[-15.830148] [-64.766846] [ 80.64542 ] [ 30.084938]] coef3->MatMul3 intercept3 intercept3 float32((1,)) [-19.10556] Add13 Add (Add13) intercept3->Add13 coef4 coef4 float32((4, 1)) [[-15.662523] [-45.105267] [ 66.127556] [ 29.581858]] coef4->MatMul4 intercept4 intercept4 float32((1,)) [-19.543798] Add14 Add (Add14) intercept4->Add14 matmul_result matmul_result matmul_result->Add10 MatMul->matmul_result matmul_result1 matmul_result1 matmul_result1->Add11 MatMul1->matmul_result1 matmul_result2 matmul_result2 matmul_result2->Add12 MatMul2->matmul_result2 matmul_result3 matmul_result3 matmul_result3->Add13 MatMul3->matmul_result3 matmul_result4 matmul_result4 matmul_result4->Add14 MatMul4->matmul_result4 score score score->Mul5 Concat Concat (Concat) axis=1 score->Concat Add10->score score1 score1 score1->Mul6 Concat1 Concat (Concat1) axis=1 score1->Concat1 Add11->score1 score2 score2 score2->Mul7 Concat2 Concat (Concat2) axis=1 score2->Concat2 Add12->score2 score3 score3 score3->Mul8 Concat3 Concat (Concat3) axis=1 score3->Concat3 Add13->score3 score4 score4 score4->Mul9 Concat4 Concat (Concat4) axis=1 score4->Concat4 Add14->score4 negated_scores negated_scores negated_scores->Concat Mul5->negated_scores negated_scores1 negated_scores1 negated_scores1->Concat1 Mul6->negated_scores1 negated_scores2 negated_scores2 negated_scores2->Concat2 Mul7->negated_scores2 negated_scores3 negated_scores3 negated_scores3->Concat3 Mul8->negated_scores3 negated_scores4 negated_scores4 negated_scores4->Concat4 Mul9->negated_scores4 uncal_probability uncal_probability uncal_probability->CaliAFE_0_c0 ArgMax1 ArgMax (ArgMax1) axis=1 uncal_probability->ArgMax1 Concat->uncal_probability uncal_probability1 uncal_probability1 uncal_probability1->CaliAFE_1_c0 ArgMax2 ArgMax (ArgMax2) axis=1 uncal_probability1->ArgMax2 Concat1->uncal_probability1 uncal_probability2 uncal_probability2 uncal_probability2->CaliAFE_2_c0 ArgMax3 ArgMax (ArgMax3) axis=1 uncal_probability2->ArgMax3 Concat2->uncal_probability2 uncal_probability3 uncal_probability3 ArgMax4 ArgMax (ArgMax4) axis=1 uncal_probability3->ArgMax4 uncal_probability3->CaliAFE_3_c0 Concat3->uncal_probability3 uncal_probability4 uncal_probability4 ArgMax5 ArgMax (ArgMax5) axis=1 uncal_probability4->ArgMax5 uncal_probability4->CaliAFE_4_c0 Concat4->uncal_probability4 tdf_col_0_c0 tdf_col_0_c0 tdf_col_0_c0->Mul CaliAFE_0_c0->tdf_col_0_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 predicted_label predicted_label predicted_label->ArrayFeatureExtractor1 ArgMax1->predicted_label predicted_label1 predicted_label1 predicted_label1->ArrayFeatureExtractor2 ArgMax2->predicted_label1 predicted_label2 predicted_label2 predicted_label2->ArrayFeatureExtractor3 ArgMax3->predicted_label2 predicted_label3 predicted_label3 predicted_label3->ArrayFeatureExtractor4 ArgMax4->predicted_label3 predicted_label4 predicted_label4 predicted_label4->ArrayFeatureExtractor5 ArgMax5->predicted_label4 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 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 final_label final_label final_label->Reshape1 ArrayFeatureExtractor1->final_label final_label1 final_label1 final_label1->Reshape2 ArrayFeatureExtractor2->final_label1 final_label2 final_label2 final_label2->Reshape3 ArrayFeatureExtractor3->final_label2 final_label3 final_label3 final_label3->Reshape4 ArrayFeatureExtractor4->final_label3 final_label4 final_label4 final_label4->Reshape5 ArrayFeatureExtractor5->final_label4 a_df_prod4 a_df_prod4 a_df_prod4->Add8 Mul4->a_df_prod4 a_df_prod3 a_df_prod3 a_df_prod3->Add6 Mul3->a_df_prod3 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 reshaped_final_label reshaped_final_label Cast2 Cast (Cast2) to=7 reshaped_final_label->Cast2 Reshape1->reshaped_final_label reshaped_final_label1 reshaped_final_label1 Cast3 Cast (Cast3) to=7 reshaped_final_label1->Cast3 Reshape2->reshaped_final_label1 reshaped_final_label2 reshaped_final_label2 Cast4 Cast (Cast4) to=7 reshaped_final_label2->Cast4 Reshape3->reshaped_final_label2 reshaped_final_label3 reshaped_final_label3 Cast5 Cast (Cast5) to=7 reshaped_final_label3->Cast5 Reshape4->reshaped_final_label3 reshaped_final_label4 reshaped_final_label4 Cast6 Cast (Cast6) to=7 reshaped_final_label4->Cast6 Reshape5->reshaped_final_label4 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_result exp_result exp_result->Add1 Exp->exp_result exp_result1 exp_result1 exp_result1->Add3 Exp1->exp_result1 label2 label2 Cast3->label2 label1 label1 Cast2->label1 label3 label3 Cast4->label3 label4 label4 Cast5->label4 label5 label5 Cast6->label5 exp_result4 exp_result4 exp_result4->Add9 Exp4->exp_result4 exp_result2 exp_result2 exp_result2->Add5 Exp2->exp_result2 exp_result3 exp_result3 exp_result3->Add7 Exp3->exp_result3 denominator denominator denominator->Div Add1->denominator denominator1 denominator1 denominator1->Div1 Add3->denominator1 denominator3 denominator3 denominator3->Div3 Add7->denominator3 denominator4 denominator4 denominator4->Div4 Add9->denominator4 denominator2 denominator2 denominator2->Div2 Add5->denominator2 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_result4 sigmoid_predict_result4 sigmoid_predict_result4->Sub4 CaliConc4 Concat (CaliConc4) axis=1 sigmoid_predict_result4->CaliConc4 Div4->sigmoid_predict_result4 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_result2 sigmoid_predict_result2 sigmoid_predict_result2->Sub2 CaliConc2 Concat (CaliConc2) axis=1 sigmoid_predict_result2->CaliConc2 Div2->sigmoid_predict_result2 zeroth_col1 zeroth_col1 zeroth_col1->CaliConc1 Sub1->zeroth_col1 zeroth_col0 zeroth_col0 zeroth_col0->CaliConc0 Sub->zeroth_col0 zeroth_col4 zeroth_col4 zeroth_col4->CaliConc4 Sub4->zeroth_col4 zeroth_col3 zeroth_col3 zeroth_col3->CaliConc3 Sub3->zeroth_col3 zeroth_col2 zeroth_col2 zeroth_col2->CaliConc2 Sub2->zeroth_col2 merged_prob1 merged_prob1 Sum Sum (Sum) merged_prob1->Sum CaliConc1->merged_prob1 merged_prob0 merged_prob0 merged_prob0->Sum CaliConc0->merged_prob0 merged_prob4 merged_prob4 merged_prob4->Sum CaliConc4->merged_prob4 merged_prob3 merged_prob3 merged_prob3->Sum CaliConc3->merged_prob3 merged_prob2 merged_prob2 merged_prob2->Sum CaliConc2->merged_prob2 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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