CalibratedClassifierCV - m-cl - sgd -#

Fitted on a problem type m-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

11875

onx_nnodes

173

onx_ninits

49

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

17

onx_op_ZipMap

1

onx_op_Reshape

6

onx_size_optim

10402

onx_nnodes_optim

153

onx_ninits_optim

49

fit_classes_.shape

3
%0 X X float((0, 4)) MatMul3 MatMul (MatMul3) X->MatMul3 MatMul4 MatMul (MatMul4) X->MatMul4 MatMul MatMul (MatMul) X->MatMul MatMul1 MatMul (MatMul1) X->MatMul1 MatMul2 MatMul (MatMul2) X->MatMul2 output_label output_label int64((0,)) output_probability output_probability [{int64, {'kind': 'tensor', 'elem': 'float', 'shape': }}] classes classes int32((3,)) [0 1 2] ArrayFeatureExtractor4 ArrayFeatureExtractor (ArrayFeatureExtractor4) classes->ArrayFeatureExtractor4 ArrayFeatureExtractor5 ArrayFeatureExtractor (ArrayFeatureExtractor5) classes->ArrayFeatureExtractor5 ArrayFeatureExtractor1 ArrayFeatureExtractor (ArrayFeatureExtractor1) classes->ArrayFeatureExtractor1 ArrayFeatureExtractor2 ArrayFeatureExtractor (ArrayFeatureExtractor2) classes->ArrayFeatureExtractor2 ArrayFeatureExtractor3 ArrayFeatureExtractor (ArrayFeatureExtractor3) classes->ArrayFeatureExtractor3 ArrayFeatureExtractor ArrayFeatureExtractor (ArrayFeatureExtractor) classes->ArrayFeatureExtractor clf_length clf_length float32(()) 5.0 Div15 Div (Div15) clf_length->Div15 k k int64(()) 0 CaliAFE_0_c0 ArrayFeatureExtractor (CaliAFE_0_c0) k->CaliAFE_0_c0 CaliAFE_4_c0 ArrayFeatureExtractor (CaliAFE_4_c0) k->CaliAFE_4_c0 CaliAFE_3_c0 ArrayFeatureExtractor (CaliAFE_3_c0) k->CaliAFE_3_c0 CaliAFE_2_c0 ArrayFeatureExtractor (CaliAFE_2_c0) k->CaliAFE_2_c0 CaliAFE_1_c0 ArrayFeatureExtractor (CaliAFE_1_c0) k->CaliAFE_1_c0 a a float32(()) -0.027922574 Mul Mul (Mul) a->Mul b b float32(()) 0.09328878 Add Add (Add) b->Add unity unity float32(()) 1.0 Add5 Add (Add5) unity->Add5 Add3 Add (Add3) unity->Add3 Add1 Add (Add1) unity->Add1 Add33 Add (Add33) unity->Add33 Add35 Add (Add35) unity->Add35 Add37 Add (Add37) unity->Add37 Add25 Add (Add25) unity->Add25 Add27 Add (Add27) unity->Add27 Add29 Add (Add29) unity->Add29 Add17 Add (Add17) unity->Add17 Add19 Add (Add19) unity->Add19 Add21 Add (Add21) unity->Add21 Add9 Add (Add9) unity->Add9 Add11 Add (Add11) unity->Add11 Add13 Add (Add13) unity->Add13 Div2 Div (Div2) unity->Div2 Div1 Div (Div1) unity->Div1 Div Div (Div) unity->Div Div12 Div (Div12) unity->Div12 Div13 Div (Div13) unity->Div13 Div14 Div (Div14) unity->Div14 Div9 Div (Div9) unity->Div9 Div10 Div (Div10) unity->Div10 Div11 Div (Div11) unity->Div11 Div6 Div (Div6) unity->Div6 Div7 Div (Div7) unity->Div7 Div8 Div (Div8) unity->Div8 Div3 Div (Div3) unity->Div3 Div4 Div (Div4) unity->Div4 Div5 Div (Div5) unity->Div5 k1 k1 int64(()) 1 CaliAFE_0_c1 ArrayFeatureExtractor (CaliAFE_0_c1) k1->CaliAFE_0_c1 CaliAFE_4_c1 ArrayFeatureExtractor (CaliAFE_4_c1) k1->CaliAFE_4_c1 CaliAFE_3_c1 ArrayFeatureExtractor (CaliAFE_3_c1) k1->CaliAFE_3_c1 CaliAFE_2_c1 ArrayFeatureExtractor (CaliAFE_2_c1) k1->CaliAFE_2_c1 CaliAFE_1_c1 ArrayFeatureExtractor (CaliAFE_1_c1) k1->CaliAFE_1_c1 a1 a1 float32(()) -0.012253712 Mul1 Mul (Mul1) a1->Mul1 b1 b1 float32(()) -0.8642496 Add2 Add (Add2) b1->Add2 k2 k2 int64(()) 2 CaliAFE_0_c2 ArrayFeatureExtractor (CaliAFE_0_c2) k2->CaliAFE_0_c2 CaliAFE_4_c2 ArrayFeatureExtractor (CaliAFE_4_c2) k2->CaliAFE_4_c2 CaliAFE_3_c2 ArrayFeatureExtractor (CaliAFE_3_c2) k2->CaliAFE_3_c2 CaliAFE_2_c2 ArrayFeatureExtractor (CaliAFE_2_c2) k2->CaliAFE_2_c2 CaliAFE_1_c2 ArrayFeatureExtractor (CaliAFE_1_c2) k2->CaliAFE_1_c2 a2 a2 float32(()) -0.0064042127 Mul2 Mul (Mul2) a2->Mul2 b2 b2 float32(()) 0.37050852 Add4 Add (Add4) b2->Add4 axis axis int64((1,)) [1] ReduceSum ReduceSum (ReduceSum) axis->ReduceSum ReduceSum4 ReduceSum (ReduceSum4) axis->ReduceSum4 ReduceSum3 ReduceSum (ReduceSum3) axis->ReduceSum3 ReduceSum2 ReduceSum (ReduceSum2) axis->ReduceSum2 ReduceSum1 ReduceSum (ReduceSum1) axis->ReduceSum1 n_classes n_classes float32(()) 3.0 Mul19 Mul (Mul19) n_classes->Mul19 Mul15 Mul (Mul15) n_classes->Mul15 Mul11 Mul (Mul11) n_classes->Mul11 Mul3 Mul (Mul3) n_classes->Mul3 Mul7 Mul (Mul7) n_classes->Mul7 a3 a3 float32(()) -0.027572656 Mul4 Mul (Mul4) a3->Mul4 b3 b3 float32(()) -0.069616064 Add8 Add (Add8) b3->Add8 a4 a4 float32(()) -0.016080387 Mul5 Mul (Mul5) a4->Mul5 b4 b4 float32(()) 1.1957009 Add10 Add (Add10) b4->Add10 a5 a5 float32(()) -0.008192631 Mul6 Mul (Mul6) a5->Mul6 b5 b5 float32(()) -1.2381016 Add12 Add (Add12) b5->Add12 a6 a6 float32(()) -0.013140243 Mul8 Mul (Mul8) a6->Mul8 b6 b6 float32(()) -0.35172167 Add16 Add (Add16) b6->Add16 a7 a7 float32(()) -0.006451166 Mul9 Mul (Mul9) a7->Mul9 b7 b7 float32(()) -0.60068625 Add18 Add (Add18) b7->Add18 a8 a8 float32(()) -0.006008865 Mul10 Mul (Mul10) a8->Mul10 b8 b8 float32(()) -1.6841294 Add20 Add (Add20) b8->Add20 a9 a9 float32(()) -0.019911943 Mul12 Mul (Mul12) a9->Mul12 b9 b9 float32(()) 0.8756214 Add24 Add (Add24) b9->Add24 a10 a10 float32(()) -0.017828638 Mul13 Mul (Mul13) a10->Mul13 b10 b10 float32(()) -2.1916547 Add26 Add (Add26) b10->Add26 a11 a11 float32(()) -0.009330345 Mul14 Mul (Mul14) a11->Mul14 b11 b11 float32(()) -1.1602683 Add28 Add (Add28) b11->Add28 a12 a12 float32(()) -0.015715959 Mul16 Mul (Mul16) a12->Mul16 b12 b12 float32(()) 0.32733428 Add32 Add (Add32) b12->Add32 a13 a13 float32(()) -0.0051899976 Mul17 Mul (Mul17) a13->Mul17 b13 b13 float32(()) 1.5087266 Add34 Add (Add34) b13->Add34 a14 a14 float32(()) -0.008688062 Mul18 Mul (Mul18) a14->Mul18 b14 b14 float32(()) -1.9972352 Add36 Add (Add36) b14->Add36 shape_tensor shape_tensor int64((1,)) [-1] Reshape4 Reshape (Reshape4) shape_tensor->Reshape4 Reshape5 Reshape (Reshape5) shape_tensor->Reshape5 Reshape1 Reshape (Reshape1) shape_tensor->Reshape1 Reshape2 Reshape (Reshape2) shape_tensor->Reshape2 Reshape3 Reshape (Reshape3) shape_tensor->Reshape3 Reshape Reshape (Reshape) shape_tensor->Reshape coef coef float32((4, 3)) [[   2.5017636   41.437286  -125.25556  ] [  27.5... coef->MatMul intercept intercept float32((3,)) [   9.901314   51.225502 -146.91017 ] Add40 Add (Add40) intercept->Add40 coef1 coef1 float32((4, 3)) [[   7.43246    17.333235 -164.33105 ] [  24.9855... coef1->MatMul1 intercept1 intercept1 float32((3,)) [   9.861735  127.00536  -127.99254 ] Add41 Add (Add41) intercept1->Add41 coef2 coef2 float32((4, 3)) [[  17.14692    24.931454 -170.24132 ] [  47.5522... coef2->MatMul2 intercept2 intercept2 float32((3,)) [  19.486006  137.31702  -131.64366 ] Add42 Add (Add42) intercept2->Add42 coef3 coef3 float32((4, 3)) [[  17.174728    -3.3082747 -134.68335  ] [  43.2... coef3->MatMul3 intercept3 intercept3 float32((3,)) [   9.892933  152.28418  -174.99387 ] Add43 Add (Add43) intercept3->Add43 coef4 coef4 float32((4, 3)) [[  12.383938   61.500977 -125.49466 ] [  51.2233... coef4->MatMul4 intercept4 intercept4 float32((3,)) [  18.830997  104.95528  -192.9121  ] Add44 Add (Add44) intercept4->Add44 matmul_result3 matmul_result3 matmul_result3->Add43 MatMul3->matmul_result3 matmul_result4 matmul_result4 matmul_result4->Add44 MatMul4->matmul_result4 matmul_result matmul_result matmul_result->Add40 MatMul->matmul_result matmul_result1 matmul_result1 matmul_result1->Add41 MatMul1->matmul_result1 matmul_result2 matmul_result2 matmul_result2->Add42 MatMul2->matmul_result2 score3 score3 ArgMax4 ArgMax (ArgMax4) axis=1 score3->ArgMax4 score3->CaliAFE_3_c1 score3->CaliAFE_3_c0 score3->CaliAFE_3_c2 Add43->score3 score4 score4 ArgMax5 ArgMax (ArgMax5) axis=1 score4->ArgMax5 score4->CaliAFE_4_c0 score4->CaliAFE_4_c1 score4->CaliAFE_4_c2 Add44->score4 score score score->CaliAFE_0_c2 score->CaliAFE_0_c1 score->CaliAFE_0_c0 ArgMax1 ArgMax (ArgMax1) axis=1 score->ArgMax1 Add40->score score1 score1 ArgMax2 ArgMax (ArgMax2) axis=1 score1->ArgMax2 score1->CaliAFE_1_c0 score1->CaliAFE_1_c1 score1->CaliAFE_1_c2 Add41->score1 score2 score2 ArgMax3 ArgMax (ArgMax3) axis=1 score2->ArgMax3 score2->CaliAFE_2_c1 score2->CaliAFE_2_c0 score2->CaliAFE_2_c2 Add42->score2 tdf_col_0_c2 tdf_col_0_c2 tdf_col_0_c2->Mul2 CaliAFE_0_c2->tdf_col_0_c2 tdf_col_0_c1 tdf_col_0_c1 tdf_col_0_c1->Mul1 CaliAFE_0_c1->tdf_col_0_c1 tdf_col_0_c0 tdf_col_0_c0 tdf_col_0_c0->Mul CaliAFE_0_c0->tdf_col_0_c0 predicted_label3 predicted_label3 predicted_label3->ArrayFeatureExtractor4 ArgMax4->predicted_label3 predicted_label4 predicted_label4 predicted_label4->ArrayFeatureExtractor5 ArgMax5->predicted_label4 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 tdf_col_4_c0 tdf_col_4_c0 tdf_col_4_c0->Mul16 CaliAFE_4_c0->tdf_col_4_c0 tdf_col_4_c1 tdf_col_4_c1 tdf_col_4_c1->Mul17 CaliAFE_4_c1->tdf_col_4_c1 tdf_col_4_c2 tdf_col_4_c2 tdf_col_4_c2->Mul18 CaliAFE_4_c2->tdf_col_4_c2 tdf_col_3_c1 tdf_col_3_c1 tdf_col_3_c1->Mul13 CaliAFE_3_c1->tdf_col_3_c1 tdf_col_3_c0 tdf_col_3_c0 tdf_col_3_c0->Mul12 CaliAFE_3_c0->tdf_col_3_c0 tdf_col_3_c2 tdf_col_3_c2 tdf_col_3_c2->Mul14 CaliAFE_3_c2->tdf_col_3_c2 tdf_col_2_c1 tdf_col_2_c1 tdf_col_2_c1->Mul9 CaliAFE_2_c1->tdf_col_2_c1 tdf_col_2_c0 tdf_col_2_c0 tdf_col_2_c0->Mul8 CaliAFE_2_c0->tdf_col_2_c0 tdf_col_2_c2 tdf_col_2_c2 tdf_col_2_c2->Mul10 CaliAFE_2_c2->tdf_col_2_c2 tdf_col_1_c0 tdf_col_1_c0 tdf_col_1_c0->Mul4 CaliAFE_1_c0->tdf_col_1_c0 tdf_col_1_c1 tdf_col_1_c1 tdf_col_1_c1->Mul5 CaliAFE_1_c1->tdf_col_1_c1 tdf_col_1_c2 tdf_col_1_c2 tdf_col_1_c2->Mul6 CaliAFE_1_c2->tdf_col_1_c2 a_df_prod a_df_prod a_df_prod->Add Mul->a_df_prod a_df_prod2 a_df_prod2 a_df_prod2->Add4 Mul2->a_df_prod2 a_df_prod1 a_df_prod1 a_df_prod1->Add2 Mul1->a_df_prod1 final_label3 final_label3 final_label3->Reshape4 ArrayFeatureExtractor4->final_label3 final_label4 final_label4 final_label4->Reshape5 ArrayFeatureExtractor5->final_label4 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 a_df_prod12 a_df_prod12 a_df_prod12->Add32 Mul16->a_df_prod12 a_df_prod13 a_df_prod13 a_df_prod13->Add34 Mul17->a_df_prod13 a_df_prod14 a_df_prod14 a_df_prod14->Add36 Mul18->a_df_prod14 a_df_prod9 a_df_prod9 a_df_prod9->Add24 Mul12->a_df_prod9 a_df_prod10 a_df_prod10 a_df_prod10->Add26 Mul13->a_df_prod10 a_df_prod11 a_df_prod11 a_df_prod11->Add28 Mul14->a_df_prod11 a_df_prod6 a_df_prod6 a_df_prod6->Add16 Mul8->a_df_prod6 a_df_prod7 a_df_prod7 a_df_prod7->Add18 Mul9->a_df_prod7 a_df_prod8 a_df_prod8 a_df_prod8->Add20 Mul10->a_df_prod8 a_df_prod3 a_df_prod3 a_df_prod3->Add8 Mul4->a_df_prod3 a_df_prod4 a_df_prod4 a_df_prod4->Add10 Mul5->a_df_prod4 a_df_prod5 a_df_prod5 a_df_prod5->Add12 Mul6->a_df_prod5 exp_parameter2 exp_parameter2 Exp2 Exp (Exp2) exp_parameter2->Exp2 Add4->exp_parameter2 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 reshaped_final_label3 reshaped_final_label3 Cast15 Cast (Cast15) to=7 reshaped_final_label3->Cast15 Reshape4->reshaped_final_label3 reshaped_final_label4 reshaped_final_label4 Cast16 Cast (Cast16) to=7 reshaped_final_label4->Cast16 Reshape5->reshaped_final_label4 reshaped_final_label reshaped_final_label Cast12 Cast (Cast12) to=7 reshaped_final_label->Cast12 Reshape1->reshaped_final_label reshaped_final_label1 reshaped_final_label1 Cast13 Cast (Cast13) to=7 reshaped_final_label1->Cast13 Reshape2->reshaped_final_label1 reshaped_final_label2 reshaped_final_label2 Cast14 Cast (Cast14) to=7 reshaped_final_label2->Cast14 Reshape3->reshaped_final_label2 exp_parameter12 exp_parameter12 Exp12 Exp (Exp12) exp_parameter12->Exp12 Add32->exp_parameter12 exp_parameter13 exp_parameter13 Exp13 Exp (Exp13) exp_parameter13->Exp13 Add34->exp_parameter13 exp_parameter14 exp_parameter14 Exp14 Exp (Exp14) exp_parameter14->Exp14 Add36->exp_parameter14 exp_parameter9 exp_parameter9 Exp9 Exp (Exp9) exp_parameter9->Exp9 Add24->exp_parameter9 exp_parameter10 exp_parameter10 Exp10 Exp (Exp10) exp_parameter10->Exp10 Add26->exp_parameter10 exp_parameter11 exp_parameter11 Exp11 Exp (Exp11) exp_parameter11->Exp11 Add28->exp_parameter11 exp_parameter6 exp_parameter6 Exp6 Exp (Exp6) exp_parameter6->Exp6 Add16->exp_parameter6 exp_parameter7 exp_parameter7 Exp7 Exp (Exp7) exp_parameter7->Exp7 Add18->exp_parameter7 exp_parameter8 exp_parameter8 Exp8 Exp (Exp8) exp_parameter8->Exp8 Add20->exp_parameter8 exp_parameter3 exp_parameter3 Exp3 Exp (Exp3) exp_parameter3->Exp3 Add8->exp_parameter3 exp_parameter4 exp_parameter4 Exp4 Exp (Exp4) exp_parameter4->Exp4 Add10->exp_parameter4 exp_parameter5 exp_parameter5 Exp5 Exp (Exp5) exp_parameter5->Exp5 Add12->exp_parameter5 exp_result2 exp_result2 exp_result2->Add5 Exp2->exp_result2 exp_result exp_result exp_result->Add1 Exp->exp_result exp_result1 exp_result1 exp_result1->Add3 Exp1->exp_result1 label4 label4 Cast15->label4 label5 label5 Cast16->label5 label1 label1 Cast12->label1 label3 label3 Cast14->label3 label2 label2 Cast13->label2 exp_result12 exp_result12 exp_result12->Add33 Exp12->exp_result12 exp_result13 exp_result13 exp_result13->Add35 Exp13->exp_result13 exp_result14 exp_result14 exp_result14->Add37 Exp14->exp_result14 exp_result9 exp_result9 exp_result9->Add25 Exp9->exp_result9 exp_result10 exp_result10 exp_result10->Add27 Exp10->exp_result10 exp_result11 exp_result11 exp_result11->Add29 Exp11->exp_result11 exp_result6 exp_result6 exp_result6->Add17 Exp6->exp_result6 exp_result7 exp_result7 exp_result7->Add19 Exp7->exp_result7 exp_result8 exp_result8 exp_result8->Add21 Exp8->exp_result8 exp_result3 exp_result3 exp_result3->Add9 Exp3->exp_result3 exp_result4 exp_result4 exp_result4->Add11 Exp4->exp_result4 exp_result5 exp_result5 exp_result5->Add13 Exp5->exp_result5 denominator2 denominator2 denominator2->Div2 Add5->denominator2 denominator1 denominator1 denominator1->Div1 Add3->denominator1 denominator denominator denominator->Div Add1->denominator denominator12 denominator12 denominator12->Div12 Add33->denominator12 denominator13 denominator13 denominator13->Div13 Add35->denominator13 denominator14 denominator14 denominator14->Div14 Add37->denominator14 denominator9 denominator9 denominator9->Div9 Add25->denominator9 denominator10 denominator10 denominator10->Div10 Add27->denominator10 denominator11 denominator11 denominator11->Div11 Add29->denominator11 denominator6 denominator6 denominator6->Div6 Add17->denominator6 denominator7 denominator7 denominator7->Div7 Add19->denominator7 denominator8 denominator8 denominator8->Div8 Add21->denominator8 denominator3 denominator3 denominator3->Div3 Add9->denominator3 denominator4 denominator4 denominator4->Div4 Add11->denominator4 denominator5 denominator5 denominator5->Div5 Add13->denominator5 sigmoid_predict_result2 sigmoid_predict_result2 Concat Concat (Concat) axis=1 sigmoid_predict_result2->Concat Div2->sigmoid_predict_result2 sigmoid_predict_result1 sigmoid_predict_result1 sigmoid_predict_result1->Concat Div1->sigmoid_predict_result1 sigmoid_predict_result sigmoid_predict_result sigmoid_predict_result->Concat Div->sigmoid_predict_result sigmoid_predict_result12 sigmoid_predict_result12 Concat4 Concat (Concat4) axis=1 sigmoid_predict_result12->Concat4 Div12->sigmoid_predict_result12 sigmoid_predict_result13 sigmoid_predict_result13 sigmoid_predict_result13->Concat4 Div13->sigmoid_predict_result13 sigmoid_predict_result14 sigmoid_predict_result14 sigmoid_predict_result14->Concat4 Div14->sigmoid_predict_result14 sigmoid_predict_result9 sigmoid_predict_result9 Concat3 Concat (Concat3) axis=1 sigmoid_predict_result9->Concat3 Div9->sigmoid_predict_result9 sigmoid_predict_result10 sigmoid_predict_result10 sigmoid_predict_result10->Concat3 Div10->sigmoid_predict_result10 sigmoid_predict_result11 sigmoid_predict_result11 sigmoid_predict_result11->Concat3 Div11->sigmoid_predict_result11 sigmoid_predict_result6 sigmoid_predict_result6 Concat2 Concat (Concat2) axis=1 sigmoid_predict_result6->Concat2 Div6->sigmoid_predict_result6 sigmoid_predict_result7 sigmoid_predict_result7 sigmoid_predict_result7->Concat2 Div7->sigmoid_predict_result7 sigmoid_predict_result8 sigmoid_predict_result8 sigmoid_predict_result8->Concat2 Div8->sigmoid_predict_result8 sigmoid_predict_result3 sigmoid_predict_result3 Concat1 Concat (Concat1) axis=1 sigmoid_predict_result3->Concat1 Div3->sigmoid_predict_result3 sigmoid_predict_result4 sigmoid_predict_result4 sigmoid_predict_result4->Concat1 Div4->sigmoid_predict_result4 sigmoid_predict_result5 sigmoid_predict_result5 sigmoid_predict_result5->Concat1 Div5->sigmoid_predict_result5 concatenated_prob concatenated_prob concatenated_prob->ReduceSum Add6 Add (Add6) concatenated_prob->Add6 Concat->concatenated_prob concatenated_prob4 concatenated_prob4 concatenated_prob4->ReduceSum4 Add38 Add (Add38) concatenated_prob4->Add38 Concat4->concatenated_prob4 concatenated_prob3 concatenated_prob3 concatenated_prob3->ReduceSum3 Add30 Add (Add30) concatenated_prob3->Add30 Concat3->concatenated_prob3 concatenated_prob2 concatenated_prob2 concatenated_prob2->ReduceSum2 Add22 Add (Add22) concatenated_prob2->Add22 Concat2->concatenated_prob2 concatenated_prob1 concatenated_prob1 concatenated_prob1->ReduceSum1 Add14 Add (Add14) concatenated_prob1->Add14 Concat1->concatenated_prob1 reduced_prob reduced_prob Cast Cast (Cast) to=9 reduced_prob->Cast Add7 Add (Add7) reduced_prob->Add7 ReduceSum->reduced_prob reduced_prob4 reduced_prob4 Cast8 Cast (Cast8) to=9 reduced_prob4->Cast8 Add39 Add (Add39) reduced_prob4->Add39 ReduceSum4->reduced_prob4 reduced_prob3 reduced_prob3 Cast6 Cast (Cast6) to=9 reduced_prob3->Cast6 Add31 Add (Add31) reduced_prob3->Add31 ReduceSum3->reduced_prob3 reduced_prob2 reduced_prob2 Cast4 Cast (Cast4) to=9 reduced_prob2->Cast4 Add23 Add (Add23) reduced_prob2->Add23 ReduceSum2->reduced_prob2 reduced_prob1 reduced_prob1 Cast2 Cast (Cast2) to=9 reduced_prob1->Cast2 Add15 Add (Add15) reduced_prob1->Add15 ReduceSum1->reduced_prob1 cast_prob cast_prob Not Not (Not) cast_prob->Not Cast->cast_prob cast_prob4 cast_prob4 Not4 Not (Not4) cast_prob4->Not4 Cast8->cast_prob4 cast_prob3 cast_prob3 Not3 Not (Not3) cast_prob3->Not3 Cast6->cast_prob3 cast_prob2 cast_prob2 Not2 Not (Not2) cast_prob2->Not2 Cast4->cast_prob2 cast_prob1 cast_prob1 Not1 Not (Not1) cast_prob1->Not1 Cast2->cast_prob1 bool_not_cast_prob bool_not_cast_prob Cast1 Cast (Cast1) to=1 bool_not_cast_prob->Cast1 Not->bool_not_cast_prob bool_not_cast_prob4 bool_not_cast_prob4 Cast9 Cast (Cast9) to=1 bool_not_cast_prob4->Cast9 Not4->bool_not_cast_prob4 bool_not_cast_prob3 bool_not_cast_prob3 Cast7 Cast (Cast7) to=1 bool_not_cast_prob3->Cast7 Not3->bool_not_cast_prob3 bool_not_cast_prob2 bool_not_cast_prob2 Cast5 Cast (Cast5) to=1 bool_not_cast_prob2->Cast5 Not2->bool_not_cast_prob2 bool_not_cast_prob1 bool_not_cast_prob1 Cast3 Cast (Cast3) to=1 bool_not_cast_prob1->Cast3 Not1->bool_not_cast_prob1 mask mask mask->Add6 mask->Mul3 Cast1->mask mask4 mask4 mask4->Mul19 mask4->Add38 Cast9->mask4 mask3 mask3 mask3->Add30 mask3->Mul15 Cast7->mask3 mask2 mask2 mask2->Mul11 mask2->Add22 Cast5->mask2 mask1 mask1 mask1->Add14 mask1->Mul7 Cast3->mask1 masked_concatenated_prob masked_concatenated_prob CaliDiv0 Div (CaliDiv0) masked_concatenated_prob->CaliDiv0 Add6->masked_concatenated_prob reduced_prob_mask4 reduced_prob_mask4 reduced_prob_mask4->Add39 Mul19->reduced_prob_mask4 masked_concatenated_prob4 masked_concatenated_prob4 CaliDiv4 Div (CaliDiv4) masked_concatenated_prob4->CaliDiv4 Add38->masked_concatenated_prob4 masked_concatenated_prob3 masked_concatenated_prob3 CaliDiv3 Div (CaliDiv3) masked_concatenated_prob3->CaliDiv3 Add30->masked_concatenated_prob3 reduced_prob_mask3 reduced_prob_mask3 reduced_prob_mask3->Add31 Mul15->reduced_prob_mask3 reduced_prob_mask2 reduced_prob_mask2 reduced_prob_mask2->Add23 Mul11->reduced_prob_mask2 masked_concatenated_prob2 masked_concatenated_prob2 CaliDiv2 Div (CaliDiv2) masked_concatenated_prob2->CaliDiv2 Add22->masked_concatenated_prob2 reduced_prob_mask reduced_prob_mask reduced_prob_mask->Add7 Mul3->reduced_prob_mask masked_concatenated_prob1 masked_concatenated_prob1 CaliDiv1 Div (CaliDiv1) masked_concatenated_prob1->CaliDiv1 Add14->masked_concatenated_prob1 reduced_prob_mask1 reduced_prob_mask1 reduced_prob_mask1->Add15 Mul7->reduced_prob_mask1 masked_reduced_prob4 masked_reduced_prob4 masked_reduced_prob4->CaliDiv4 Add39->masked_reduced_prob4 masked_reduced_prob3 masked_reduced_prob3 masked_reduced_prob3->CaliDiv3 Add31->masked_reduced_prob3 masked_reduced_prob1 masked_reduced_prob1 masked_reduced_prob1->CaliDiv1 Add15->masked_reduced_prob1 masked_reduced_prob2 masked_reduced_prob2 masked_reduced_prob2->CaliDiv2 Add23->masked_reduced_prob2 masked_reduced_prob masked_reduced_prob masked_reduced_prob->CaliDiv0 Add7->masked_reduced_prob calc_prob4 calc_prob4 Sum Sum (Sum) calc_prob4->Sum CaliDiv4->calc_prob4 calc_prob2 calc_prob2 calc_prob2->Sum CaliDiv2->calc_prob2 calc_prob3 calc_prob3 calc_prob3->Sum CaliDiv3->calc_prob3 calc_prob1 calc_prob1 calc_prob1->Sum CaliDiv1->calc_prob1 calc_prob calc_prob calc_prob->Sum CaliDiv0->calc_prob add_result add_result add_result->Div15 Sum->add_result probabilities probabilities ArgMax ArgMax (ArgMax) axis=1 probabilities->ArgMax ZipMap ZipMap (ZipMap) classlabels_int64s=[0 1 2] probabilities->ZipMap Div15->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 Cast10 Cast (Cast10) to=7 reshaped_result->Cast10 Reshape->reshaped_result label label Cast11 Cast (Cast11) to=7 label->Cast11 Cast10->label Cast11->output_label

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