openvino2tensorflow --model_path openvino/320x320/FP32/u2net_320x320_opt.xml --model_output_path saved_model_320x320 --output_saved_model True
openvino2tensorflow --model_path openvino/320x320/FP32/u2net_320x320_opt.xml --model_output_path saved_model_320x320 --output_saved_model True
TensorFlow/Keras model building process starts ======================================
/home/user/.local/lib/python3.6/site-packages/tensorflow/python/autograph/utils/testing.py:21: DeprecationWarning: the imp module is deprecated in favour of importlib; see the module's documentation for alternative uses
import imp
In /home/user/.local/lib/python3.6/site-packages/matplotlib/mpl-data/stylelib/_classic_test.mplstyle:
The text.latex.preview rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.
In /home/user/.local/lib/python3.6/site-packages/matplotlib/mpl-data/stylelib/_classic_test.mplstyle:
The mathtext.fallback_to_cm rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.
In /home/user/.local/lib/python3.6/site-packages/matplotlib/mpl-data/stylelib/_classic_test.mplstyle: Support for setting the 'mathtext.fallback_to_cm' rcParam is deprecated since 3.3 and will be removed two minor releases later; use 'mathtext.fallback : 'cm' instead.
In /home/user/.local/lib/python3.6/site-packages/matplotlib/mpl-data/stylelib/_classic_test.mplstyle:
The validate_bool_maybe_none function was deprecated in Matplotlib 3.3 and will be removed two minor releases later.
In /home/user/.local/lib/python3.6/site-packages/matplotlib/mpl-data/stylelib/_classic_test.mplstyle:
The savefig.jpeg_quality rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.
In /home/user/.local/lib/python3.6/site-packages/matplotlib/mpl-data/stylelib/_classic_test.mplstyle:
The keymap.all_axes rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.
In /home/user/.local/lib/python3.6/site-packages/matplotlib/mpl-data/stylelib/_classic_test.mplstyle:
The animation.avconv_path rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.
In /home/user/.local/lib/python3.6/site-packages/matplotlib/mpl-data/stylelib/_classic_test.mplstyle:
The animation.avconv_args rcparam was deprecated in Matplotlib 3.3 and will be removed two minor releases later.
Model: "functional_1"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
x (InputLayer) [(1, 320, 320, 3)] 0
__________________________________________________________________________________________________
conv2d (Conv2D) (1, 320, 320, 64) 1728 x[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add (TensorFlowOpLa [(1, 320, 320, 64)] 0 conv2d[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu (TensorFlowOpL [(1, 320, 320, 64)] 0 tf_op_layer_Add[0][0]
__________________________________________________________________________________________________
conv2d_1 (Conv2D) (1, 320, 320, 32) 18432 tf_op_layer_Relu[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_1 (TensorFlowOp [(1, 320, 320, 32)] 0 conv2d_1[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_1 (TensorFlowO [(1, 320, 320, 32)] 0 tf_op_layer_Add_1[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool (TensorFlow [(1, 160, 160, 32)] 0 tf_op_layer_Relu_1[0][0]
__________________________________________________________________________________________________
conv2d_2 (Conv2D) (1, 160, 160, 32) 9216 tf_op_layer_MaxPool[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_2 (TensorFlowOp [(1, 160, 160, 32)] 0 conv2d_2[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_2 (TensorFlowO [(1, 160, 160, 32)] 0 tf_op_layer_Add_2[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_1 (TensorFl [(1, 80, 80, 32)] 0 tf_op_layer_Relu_2[0][0]
__________________________________________________________________________________________________
conv2d_3 (Conv2D) (1, 80, 80, 32) 9216 tf_op_layer_MaxPool_1[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_3 (TensorFlowOp [(1, 80, 80, 32)] 0 conv2d_3[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_3 (TensorFlowO [(1, 80, 80, 32)] 0 tf_op_layer_Add_3[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_2 (TensorFl [(1, 40, 40, 32)] 0 tf_op_layer_Relu_3[0][0]
__________________________________________________________________________________________________
conv2d_4 (Conv2D) (1, 40, 40, 32) 9216 tf_op_layer_MaxPool_2[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_4 (TensorFlowOp [(1, 40, 40, 32)] 0 conv2d_4[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_4 (TensorFlowO [(1, 40, 40, 32)] 0 tf_op_layer_Add_4[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_3 (TensorFl [(1, 20, 20, 32)] 0 tf_op_layer_Relu_4[0][0]
__________________________________________________________________________________________________
conv2d_5 (Conv2D) (1, 20, 20, 32) 9216 tf_op_layer_MaxPool_3[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_5 (TensorFlowOp [(1, 20, 20, 32)] 0 conv2d_5[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_5 (TensorFlowO [(1, 20, 20, 32)] 0 tf_op_layer_Add_5[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_4 (TensorFl [(1, 10, 10, 32)] 0 tf_op_layer_Relu_5[0][0]
__________________________________________________________________________________________________
conv2d_6 (Conv2D) (1, 10, 10, 32) 9216 tf_op_layer_MaxPool_4[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_6 (TensorFlowOp [(1, 10, 10, 32)] 0 conv2d_6[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_6 (TensorFlowO [(1, 10, 10, 32)] 0 tf_op_layer_Add_6[0][0]
__________________________________________________________________________________________________
conv2d_7 (Conv2D) (1, 10, 10, 32) 9216 tf_op_layer_Relu_6[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_7 (TensorFlowOp [(1, 10, 10, 32)] 0 conv2d_7[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_7 (TensorFlowO [(1, 10, 10, 32)] 0 tf_op_layer_Add_7[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat (TensorFlowO [(1, 10, 10, 64)] 0 tf_op_layer_Relu_7[0][0]
tf_op_layer_Relu_6[0][0]
__________________________________________________________________________________________________
conv2d_8 (Conv2D) (1, 10, 10, 32) 18432 tf_op_layer_concat[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_8 (TensorFlowOp [(1, 10, 10, 32)] 0 conv2d_8[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_8 (TensorFlowO [(1, 10, 10, 32)] 0 tf_op_layer_Add_8[0][0]
__________________________________________________________________________________________________
lambda (Lambda) (1, 20, 20, 32) 0 tf_op_layer_Relu_8[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_1 (TensorFlo [(1, 20, 20, 64)] 0 lambda[0][0]
tf_op_layer_Relu_5[0][0]
__________________________________________________________________________________________________
conv2d_9 (Conv2D) (1, 20, 20, 32) 18432 tf_op_layer_concat_1[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_10 (TensorFlowO [(1, 20, 20, 32)] 0 conv2d_9[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_9 (TensorFlowO [(1, 20, 20, 32)] 0 tf_op_layer_Add_10[0][0]
__________________________________________________________________________________________________
lambda_1 (Lambda) (1, 40, 40, 32) 0 tf_op_layer_Relu_9[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_2 (TensorFlo [(1, 40, 40, 64)] 0 lambda_1[0][0]
tf_op_layer_Relu_4[0][0]
__________________________________________________________________________________________________
conv2d_10 (Conv2D) (1, 40, 40, 32) 18432 tf_op_layer_concat_2[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_12 (TensorFlowO [(1, 40, 40, 32)] 0 conv2d_10[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_10 (TensorFlow [(1, 40, 40, 32)] 0 tf_op_layer_Add_12[0][0]
__________________________________________________________________________________________________
lambda_2 (Lambda) (1, 80, 80, 32) 0 tf_op_layer_Relu_10[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_3 (TensorFlo [(1, 80, 80, 64)] 0 lambda_2[0][0]
tf_op_layer_Relu_3[0][0]
__________________________________________________________________________________________________
conv2d_11 (Conv2D) (1, 80, 80, 32) 18432 tf_op_layer_concat_3[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_14 (TensorFlowO [(1, 80, 80, 32)] 0 conv2d_11[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_11 (TensorFlow [(1, 80, 80, 32)] 0 tf_op_layer_Add_14[0][0]
__________________________________________________________________________________________________
lambda_3 (Lambda) (1, 160, 160, 32) 0 tf_op_layer_Relu_11[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_4 (TensorFlo [(1, 160, 160, 64)] 0 lambda_3[0][0]
tf_op_layer_Relu_2[0][0]
__________________________________________________________________________________________________
conv2d_12 (Conv2D) (1, 160, 160, 32) 18432 tf_op_layer_concat_4[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_16 (TensorFlowO [(1, 160, 160, 32)] 0 conv2d_12[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_12 (TensorFlow [(1, 160, 160, 32)] 0 tf_op_layer_Add_16[0][0]
__________________________________________________________________________________________________
lambda_4 (Lambda) (1, 320, 320, 32) 0 tf_op_layer_Relu_12[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_5 (TensorFlo [(1, 320, 320, 64)] 0 lambda_4[0][0]
tf_op_layer_Relu_1[0][0]
__________________________________________________________________________________________________
conv2d_13 (Conv2D) (1, 320, 320, 64) 36864 tf_op_layer_concat_5[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_18 (TensorFlowO [(1, 320, 320, 64)] 0 conv2d_13[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_13 (TensorFlow [(1, 320, 320, 64)] 0 tf_op_layer_Add_18[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_19 (TensorFlowO [(1, 320, 320, 64)] 0 tf_op_layer_Relu_13[0][0]
tf_op_layer_Relu[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_5 (TensorFl [(1, 160, 160, 64)] 0 tf_op_layer_Add_19[0][0]
__________________________________________________________________________________________________
conv2d_14 (Conv2D) (1, 160, 160, 128) 73728 tf_op_layer_MaxPool_5[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_20 (TensorFlowO [(1, 160, 160, 128)] 0 conv2d_14[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_14 (TensorFlow [(1, 160, 160, 128)] 0 tf_op_layer_Add_20[0][0]
__________________________________________________________________________________________________
conv2d_15 (Conv2D) (1, 160, 160, 32) 36864 tf_op_layer_Relu_14[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_21 (TensorFlowO [(1, 160, 160, 32)] 0 conv2d_15[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_15 (TensorFlow [(1, 160, 160, 32)] 0 tf_op_layer_Add_21[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_6 (TensorFl [(1, 80, 80, 32)] 0 tf_op_layer_Relu_15[0][0]
__________________________________________________________________________________________________
conv2d_16 (Conv2D) (1, 80, 80, 32) 9216 tf_op_layer_MaxPool_6[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_22 (TensorFlowO [(1, 80, 80, 32)] 0 conv2d_16[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_16 (TensorFlow [(1, 80, 80, 32)] 0 tf_op_layer_Add_22[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_7 (TensorFl [(1, 40, 40, 32)] 0 tf_op_layer_Relu_16[0][0]
__________________________________________________________________________________________________
conv2d_17 (Conv2D) (1, 40, 40, 32) 9216 tf_op_layer_MaxPool_7[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_23 (TensorFlowO [(1, 40, 40, 32)] 0 conv2d_17[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_17 (TensorFlow [(1, 40, 40, 32)] 0 tf_op_layer_Add_23[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_8 (TensorFl [(1, 20, 20, 32)] 0 tf_op_layer_Relu_17[0][0]
__________________________________________________________________________________________________
conv2d_18 (Conv2D) (1, 20, 20, 32) 9216 tf_op_layer_MaxPool_8[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_24 (TensorFlowO [(1, 20, 20, 32)] 0 conv2d_18[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_18 (TensorFlow [(1, 20, 20, 32)] 0 tf_op_layer_Add_24[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_9 (TensorFl [(1, 10, 10, 32)] 0 tf_op_layer_Relu_18[0][0]
__________________________________________________________________________________________________
conv2d_19 (Conv2D) (1, 10, 10, 32) 9216 tf_op_layer_MaxPool_9[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_25 (TensorFlowO [(1, 10, 10, 32)] 0 conv2d_19[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_19 (TensorFlow [(1, 10, 10, 32)] 0 tf_op_layer_Add_25[0][0]
__________________________________________________________________________________________________
conv2d_20 (Conv2D) (1, 10, 10, 32) 9216 tf_op_layer_Relu_19[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_26 (TensorFlowO [(1, 10, 10, 32)] 0 conv2d_20[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_20 (TensorFlow [(1, 10, 10, 32)] 0 tf_op_layer_Add_26[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_6 (TensorFlo [(1, 10, 10, 64)] 0 tf_op_layer_Relu_20[0][0]
tf_op_layer_Relu_19[0][0]
__________________________________________________________________________________________________
conv2d_21 (Conv2D) (1, 10, 10, 32) 18432 tf_op_layer_concat_6[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_27 (TensorFlowO [(1, 10, 10, 32)] 0 conv2d_21[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_21 (TensorFlow [(1, 10, 10, 32)] 0 tf_op_layer_Add_27[0][0]
__________________________________________________________________________________________________
lambda_5 (Lambda) (1, 20, 20, 32) 0 tf_op_layer_Relu_21[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_7 (TensorFlo [(1, 20, 20, 64)] 0 lambda_5[0][0]
tf_op_layer_Relu_18[0][0]
__________________________________________________________________________________________________
conv2d_22 (Conv2D) (1, 20, 20, 32) 18432 tf_op_layer_concat_7[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_29 (TensorFlowO [(1, 20, 20, 32)] 0 conv2d_22[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_22 (TensorFlow [(1, 20, 20, 32)] 0 tf_op_layer_Add_29[0][0]
__________________________________________________________________________________________________
lambda_6 (Lambda) (1, 40, 40, 32) 0 tf_op_layer_Relu_22[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_8 (TensorFlo [(1, 40, 40, 64)] 0 lambda_6[0][0]
tf_op_layer_Relu_17[0][0]
__________________________________________________________________________________________________
conv2d_23 (Conv2D) (1, 40, 40, 32) 18432 tf_op_layer_concat_8[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_31 (TensorFlowO [(1, 40, 40, 32)] 0 conv2d_23[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_23 (TensorFlow [(1, 40, 40, 32)] 0 tf_op_layer_Add_31[0][0]
__________________________________________________________________________________________________
lambda_7 (Lambda) (1, 80, 80, 32) 0 tf_op_layer_Relu_23[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_9 (TensorFlo [(1, 80, 80, 64)] 0 lambda_7[0][0]
tf_op_layer_Relu_16[0][0]
__________________________________________________________________________________________________
conv2d_24 (Conv2D) (1, 80, 80, 32) 18432 tf_op_layer_concat_9[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_33 (TensorFlowO [(1, 80, 80, 32)] 0 conv2d_24[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_24 (TensorFlow [(1, 80, 80, 32)] 0 tf_op_layer_Add_33[0][0]
__________________________________________________________________________________________________
lambda_8 (Lambda) (1, 160, 160, 32) 0 tf_op_layer_Relu_24[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_10 (TensorFl [(1, 160, 160, 64)] 0 lambda_8[0][0]
tf_op_layer_Relu_15[0][0]
__________________________________________________________________________________________________
conv2d_25 (Conv2D) (1, 160, 160, 128) 73728 tf_op_layer_concat_10[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_35 (TensorFlowO [(1, 160, 160, 128)] 0 conv2d_25[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_25 (TensorFlow [(1, 160, 160, 128)] 0 tf_op_layer_Add_35[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_36 (TensorFlowO [(1, 160, 160, 128)] 0 tf_op_layer_Relu_25[0][0]
tf_op_layer_Relu_14[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_10 (TensorF [(1, 80, 80, 128)] 0 tf_op_layer_Add_36[0][0]
__________________________________________________________________________________________________
conv2d_26 (Conv2D) (1, 80, 80, 256) 294912 tf_op_layer_MaxPool_10[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_37 (TensorFlowO [(1, 80, 80, 256)] 0 conv2d_26[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_26 (TensorFlow [(1, 80, 80, 256)] 0 tf_op_layer_Add_37[0][0]
__________________________________________________________________________________________________
conv2d_27 (Conv2D) (1, 80, 80, 64) 147456 tf_op_layer_Relu_26[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_38 (TensorFlowO [(1, 80, 80, 64)] 0 conv2d_27[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_27 (TensorFlow [(1, 80, 80, 64)] 0 tf_op_layer_Add_38[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_11 (TensorF [(1, 40, 40, 64)] 0 tf_op_layer_Relu_27[0][0]
__________________________________________________________________________________________________
conv2d_28 (Conv2D) (1, 40, 40, 64) 36864 tf_op_layer_MaxPool_11[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_39 (TensorFlowO [(1, 40, 40, 64)] 0 conv2d_28[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_28 (TensorFlow [(1, 40, 40, 64)] 0 tf_op_layer_Add_39[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_12 (TensorF [(1, 20, 20, 64)] 0 tf_op_layer_Relu_28[0][0]
__________________________________________________________________________________________________
conv2d_29 (Conv2D) (1, 20, 20, 64) 36864 tf_op_layer_MaxPool_12[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_40 (TensorFlowO [(1, 20, 20, 64)] 0 conv2d_29[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_29 (TensorFlow [(1, 20, 20, 64)] 0 tf_op_layer_Add_40[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_13 (TensorF [(1, 10, 10, 64)] 0 tf_op_layer_Relu_29[0][0]
__________________________________________________________________________________________________
conv2d_30 (Conv2D) (1, 10, 10, 64) 36864 tf_op_layer_MaxPool_13[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_41 (TensorFlowO [(1, 10, 10, 64)] 0 conv2d_30[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_30 (TensorFlow [(1, 10, 10, 64)] 0 tf_op_layer_Add_41[0][0]
__________________________________________________________________________________________________
conv2d_31 (Conv2D) (1, 10, 10, 64) 36864 tf_op_layer_Relu_30[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_42 (TensorFlowO [(1, 10, 10, 64)] 0 conv2d_31[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_31 (TensorFlow [(1, 10, 10, 64)] 0 tf_op_layer_Add_42[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_11 (TensorFl [(1, 10, 10, 128)] 0 tf_op_layer_Relu_31[0][0]
tf_op_layer_Relu_30[0][0]
__________________________________________________________________________________________________
conv2d_32 (Conv2D) (1, 10, 10, 64) 73728 tf_op_layer_concat_11[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_43 (TensorFlowO [(1, 10, 10, 64)] 0 conv2d_32[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_32 (TensorFlow [(1, 10, 10, 64)] 0 tf_op_layer_Add_43[0][0]
__________________________________________________________________________________________________
lambda_9 (Lambda) (1, 20, 20, 64) 0 tf_op_layer_Relu_32[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_12 (TensorFl [(1, 20, 20, 128)] 0 lambda_9[0][0]
tf_op_layer_Relu_29[0][0]
__________________________________________________________________________________________________
conv2d_33 (Conv2D) (1, 20, 20, 64) 73728 tf_op_layer_concat_12[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_45 (TensorFlowO [(1, 20, 20, 64)] 0 conv2d_33[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_33 (TensorFlow [(1, 20, 20, 64)] 0 tf_op_layer_Add_45[0][0]
__________________________________________________________________________________________________
lambda_10 (Lambda) (1, 40, 40, 64) 0 tf_op_layer_Relu_33[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_13 (TensorFl [(1, 40, 40, 128)] 0 lambda_10[0][0]
tf_op_layer_Relu_28[0][0]
__________________________________________________________________________________________________
conv2d_34 (Conv2D) (1, 40, 40, 64) 73728 tf_op_layer_concat_13[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_47 (TensorFlowO [(1, 40, 40, 64)] 0 conv2d_34[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_34 (TensorFlow [(1, 40, 40, 64)] 0 tf_op_layer_Add_47[0][0]
__________________________________________________________________________________________________
lambda_11 (Lambda) (1, 80, 80, 64) 0 tf_op_layer_Relu_34[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_14 (TensorFl [(1, 80, 80, 128)] 0 lambda_11[0][0]
tf_op_layer_Relu_27[0][0]
__________________________________________________________________________________________________
conv2d_35 (Conv2D) (1, 80, 80, 256) 294912 tf_op_layer_concat_14[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_49 (TensorFlowO [(1, 80, 80, 256)] 0 conv2d_35[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_35 (TensorFlow [(1, 80, 80, 256)] 0 tf_op_layer_Add_49[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_50 (TensorFlowO [(1, 80, 80, 256)] 0 tf_op_layer_Relu_35[0][0]
tf_op_layer_Relu_26[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_14 (TensorF [(1, 40, 40, 256)] 0 tf_op_layer_Add_50[0][0]
__________________________________________________________________________________________________
conv2d_36 (Conv2D) (1, 40, 40, 512) 1179648 tf_op_layer_MaxPool_14[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_51 (TensorFlowO [(1, 40, 40, 512)] 0 conv2d_36[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_36 (TensorFlow [(1, 40, 40, 512)] 0 tf_op_layer_Add_51[0][0]
__________________________________________________________________________________________________
conv2d_37 (Conv2D) (1, 40, 40, 128) 589824 tf_op_layer_Relu_36[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_52 (TensorFlowO [(1, 40, 40, 128)] 0 conv2d_37[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_37 (TensorFlow [(1, 40, 40, 128)] 0 tf_op_layer_Add_52[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_15 (TensorF [(1, 20, 20, 128)] 0 tf_op_layer_Relu_37[0][0]
__________________________________________________________________________________________________
conv2d_38 (Conv2D) (1, 20, 20, 128) 147456 tf_op_layer_MaxPool_15[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_53 (TensorFlowO [(1, 20, 20, 128)] 0 conv2d_38[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_38 (TensorFlow [(1, 20, 20, 128)] 0 tf_op_layer_Add_53[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_16 (TensorF [(1, 10, 10, 128)] 0 tf_op_layer_Relu_38[0][0]
__________________________________________________________________________________________________
conv2d_39 (Conv2D) (1, 10, 10, 128) 147456 tf_op_layer_MaxPool_16[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_54 (TensorFlowO [(1, 10, 10, 128)] 0 conv2d_39[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_39 (TensorFlow [(1, 10, 10, 128)] 0 tf_op_layer_Add_54[0][0]
__________________________________________________________________________________________________
conv2d_40 (Conv2D) (1, 10, 10, 128) 147456 tf_op_layer_Relu_39[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_55 (TensorFlowO [(1, 10, 10, 128)] 0 conv2d_40[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_40 (TensorFlow [(1, 10, 10, 128)] 0 tf_op_layer_Add_55[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_15 (TensorFl [(1, 10, 10, 256)] 0 tf_op_layer_Relu_40[0][0]
tf_op_layer_Relu_39[0][0]
__________________________________________________________________________________________________
conv2d_41 (Conv2D) (1, 10, 10, 128) 294912 tf_op_layer_concat_15[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_56 (TensorFlowO [(1, 10, 10, 128)] 0 conv2d_41[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_41 (TensorFlow [(1, 10, 10, 128)] 0 tf_op_layer_Add_56[0][0]
__________________________________________________________________________________________________
lambda_12 (Lambda) (1, 20, 20, 128) 0 tf_op_layer_Relu_41[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_16 (TensorFl [(1, 20, 20, 256)] 0 lambda_12[0][0]
tf_op_layer_Relu_38[0][0]
__________________________________________________________________________________________________
conv2d_42 (Conv2D) (1, 20, 20, 128) 294912 tf_op_layer_concat_16[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_58 (TensorFlowO [(1, 20, 20, 128)] 0 conv2d_42[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_42 (TensorFlow [(1, 20, 20, 128)] 0 tf_op_layer_Add_58[0][0]
__________________________________________________________________________________________________
lambda_13 (Lambda) (1, 40, 40, 128) 0 tf_op_layer_Relu_42[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_17 (TensorFl [(1, 40, 40, 256)] 0 lambda_13[0][0]
tf_op_layer_Relu_37[0][0]
__________________________________________________________________________________________________
conv2d_43 (Conv2D) (1, 40, 40, 512) 1179648 tf_op_layer_concat_17[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_60 (TensorFlowO [(1, 40, 40, 512)] 0 conv2d_43[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_43 (TensorFlow [(1, 40, 40, 512)] 0 tf_op_layer_Add_60[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_61 (TensorFlowO [(1, 40, 40, 512)] 0 tf_op_layer_Relu_43[0][0]
tf_op_layer_Relu_36[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_17 (TensorF [(1, 20, 20, 512)] 0 tf_op_layer_Add_61[0][0]
__________________________________________________________________________________________________
conv2d_44 (Conv2D) (1, 20, 20, 512) 2359296 tf_op_layer_MaxPool_17[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_62 (TensorFlowO [(1, 20, 20, 512)] 0 conv2d_44[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_44 (TensorFlow [(1, 20, 20, 512)] 0 tf_op_layer_Add_62[0][0]
__________________________________________________________________________________________________
conv2d_45 (Conv2D) (1, 20, 20, 256) 1179648 tf_op_layer_Relu_44[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_63 (TensorFlowO [(1, 20, 20, 256)] 0 conv2d_45[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_45 (TensorFlow [(1, 20, 20, 256)] 0 tf_op_layer_Add_63[0][0]
__________________________________________________________________________________________________
conv2d_46 (Conv2D) (1, 20, 20, 256) 589824 tf_op_layer_Relu_45[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_64 (TensorFlowO [(1, 20, 20, 256)] 0 conv2d_46[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_46 (TensorFlow [(1, 20, 20, 256)] 0 tf_op_layer_Add_64[0][0]
__________________________________________________________________________________________________
conv2d_47 (Conv2D) (1, 20, 20, 256) 589824 tf_op_layer_Relu_46[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_65 (TensorFlowO [(1, 20, 20, 256)] 0 conv2d_47[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_47 (TensorFlow [(1, 20, 20, 256)] 0 tf_op_layer_Add_65[0][0]
__________________________________________________________________________________________________
conv2d_48 (Conv2D) (1, 20, 20, 256) 589824 tf_op_layer_Relu_47[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_66 (TensorFlowO [(1, 20, 20, 256)] 0 conv2d_48[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_48 (TensorFlow [(1, 20, 20, 256)] 0 tf_op_layer_Add_66[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_18 (TensorFl [(1, 20, 20, 512)] 0 tf_op_layer_Relu_48[0][0]
tf_op_layer_Relu_47[0][0]
__________________________________________________________________________________________________
conv2d_49 (Conv2D) (1, 20, 20, 256) 1179648 tf_op_layer_concat_18[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_67 (TensorFlowO [(1, 20, 20, 256)] 0 conv2d_49[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_49 (TensorFlow [(1, 20, 20, 256)] 0 tf_op_layer_Add_67[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_19 (TensorFl [(1, 20, 20, 512)] 0 tf_op_layer_Relu_49[0][0]
tf_op_layer_Relu_46[0][0]
__________________________________________________________________________________________________
conv2d_50 (Conv2D) (1, 20, 20, 256) 1179648 tf_op_layer_concat_19[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_68 (TensorFlowO [(1, 20, 20, 256)] 0 conv2d_50[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_50 (TensorFlow [(1, 20, 20, 256)] 0 tf_op_layer_Add_68[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_20 (TensorFl [(1, 20, 20, 512)] 0 tf_op_layer_Relu_50[0][0]
tf_op_layer_Relu_45[0][0]
__________________________________________________________________________________________________
conv2d_51 (Conv2D) (1, 20, 20, 512) 2359296 tf_op_layer_concat_20[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_69 (TensorFlowO [(1, 20, 20, 512)] 0 conv2d_51[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_51 (TensorFlow [(1, 20, 20, 512)] 0 tf_op_layer_Add_69[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_70 (TensorFlowO [(1, 20, 20, 512)] 0 tf_op_layer_Relu_51[0][0]
tf_op_layer_Relu_44[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_18 (TensorF [(1, 10, 10, 512)] 0 tf_op_layer_Add_70[0][0]
__________________________________________________________________________________________________
conv2d_52 (Conv2D) (1, 10, 10, 512) 2359296 tf_op_layer_MaxPool_18[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_71 (TensorFlowO [(1, 10, 10, 512)] 0 conv2d_52[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_52 (TensorFlow [(1, 10, 10, 512)] 0 tf_op_layer_Add_71[0][0]
__________________________________________________________________________________________________
conv2d_53 (Conv2D) (1, 10, 10, 256) 1179648 tf_op_layer_Relu_52[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_72 (TensorFlowO [(1, 10, 10, 256)] 0 conv2d_53[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_53 (TensorFlow [(1, 10, 10, 256)] 0 tf_op_layer_Add_72[0][0]
__________________________________________________________________________________________________
conv2d_54 (Conv2D) (1, 10, 10, 256) 589824 tf_op_layer_Relu_53[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_73 (TensorFlowO [(1, 10, 10, 256)] 0 conv2d_54[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_54 (TensorFlow [(1, 10, 10, 256)] 0 tf_op_layer_Add_73[0][0]
__________________________________________________________________________________________________
conv2d_55 (Conv2D) (1, 10, 10, 256) 589824 tf_op_layer_Relu_54[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_74 (TensorFlowO [(1, 10, 10, 256)] 0 conv2d_55[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_55 (TensorFlow [(1, 10, 10, 256)] 0 tf_op_layer_Add_74[0][0]
__________________________________________________________________________________________________
conv2d_56 (Conv2D) (1, 10, 10, 256) 589824 tf_op_layer_Relu_55[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_75 (TensorFlowO [(1, 10, 10, 256)] 0 conv2d_56[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_56 (TensorFlow [(1, 10, 10, 256)] 0 tf_op_layer_Add_75[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_21 (TensorFl [(1, 10, 10, 512)] 0 tf_op_layer_Relu_56[0][0]
tf_op_layer_Relu_55[0][0]
__________________________________________________________________________________________________
conv2d_57 (Conv2D) (1, 10, 10, 256) 1179648 tf_op_layer_concat_21[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_76 (TensorFlowO [(1, 10, 10, 256)] 0 conv2d_57[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_57 (TensorFlow [(1, 10, 10, 256)] 0 tf_op_layer_Add_76[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_22 (TensorFl [(1, 10, 10, 512)] 0 tf_op_layer_Relu_57[0][0]
tf_op_layer_Relu_54[0][0]
__________________________________________________________________________________________________
conv2d_58 (Conv2D) (1, 10, 10, 256) 1179648 tf_op_layer_concat_22[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_77 (TensorFlowO [(1, 10, 10, 256)] 0 conv2d_58[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_58 (TensorFlow [(1, 10, 10, 256)] 0 tf_op_layer_Add_77[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_23 (TensorFl [(1, 10, 10, 512)] 0 tf_op_layer_Relu_58[0][0]
tf_op_layer_Relu_53[0][0]
__________________________________________________________________________________________________
conv2d_59 (Conv2D) (1, 10, 10, 512) 2359296 tf_op_layer_concat_23[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_78 (TensorFlowO [(1, 10, 10, 512)] 0 conv2d_59[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_59 (TensorFlow [(1, 10, 10, 512)] 0 tf_op_layer_Add_78[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_79 (TensorFlowO [(1, 10, 10, 512)] 0 tf_op_layer_Relu_59[0][0]
tf_op_layer_Relu_52[0][0]
__________________________________________________________________________________________________
lambda_14 (Lambda) (1, 20, 20, 512) 0 tf_op_layer_Add_79[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_24 (TensorFl [(1, 20, 20, 1024)] 0 lambda_14[0][0]
tf_op_layer_Add_70[0][0]
__________________________________________________________________________________________________
conv2d_60 (Conv2D) (1, 20, 20, 512) 4718592 tf_op_layer_concat_24[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_81 (TensorFlowO [(1, 20, 20, 512)] 0 conv2d_60[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_60 (TensorFlow [(1, 20, 20, 512)] 0 tf_op_layer_Add_81[0][0]
__________________________________________________________________________________________________
conv2d_61 (Conv2D) (1, 20, 20, 256) 1179648 tf_op_layer_Relu_60[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_82 (TensorFlowO [(1, 20, 20, 256)] 0 conv2d_61[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_61 (TensorFlow [(1, 20, 20, 256)] 0 tf_op_layer_Add_82[0][0]
__________________________________________________________________________________________________
conv2d_62 (Conv2D) (1, 20, 20, 256) 589824 tf_op_layer_Relu_61[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_83 (TensorFlowO [(1, 20, 20, 256)] 0 conv2d_62[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_62 (TensorFlow [(1, 20, 20, 256)] 0 tf_op_layer_Add_83[0][0]
__________________________________________________________________________________________________
conv2d_63 (Conv2D) (1, 20, 20, 256) 589824 tf_op_layer_Relu_62[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_84 (TensorFlowO [(1, 20, 20, 256)] 0 conv2d_63[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_63 (TensorFlow [(1, 20, 20, 256)] 0 tf_op_layer_Add_84[0][0]
__________________________________________________________________________________________________
conv2d_64 (Conv2D) (1, 20, 20, 256) 589824 tf_op_layer_Relu_63[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_85 (TensorFlowO [(1, 20, 20, 256)] 0 conv2d_64[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_64 (TensorFlow [(1, 20, 20, 256)] 0 tf_op_layer_Add_85[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_25 (TensorFl [(1, 20, 20, 512)] 0 tf_op_layer_Relu_64[0][0]
tf_op_layer_Relu_63[0][0]
__________________________________________________________________________________________________
conv2d_65 (Conv2D) (1, 20, 20, 256) 1179648 tf_op_layer_concat_25[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_86 (TensorFlowO [(1, 20, 20, 256)] 0 conv2d_65[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_65 (TensorFlow [(1, 20, 20, 256)] 0 tf_op_layer_Add_86[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_26 (TensorFl [(1, 20, 20, 512)] 0 tf_op_layer_Relu_65[0][0]
tf_op_layer_Relu_62[0][0]
__________________________________________________________________________________________________
conv2d_66 (Conv2D) (1, 20, 20, 256) 1179648 tf_op_layer_concat_26[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_87 (TensorFlowO [(1, 20, 20, 256)] 0 conv2d_66[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_66 (TensorFlow [(1, 20, 20, 256)] 0 tf_op_layer_Add_87[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_27 (TensorFl [(1, 20, 20, 512)] 0 tf_op_layer_Relu_66[0][0]
tf_op_layer_Relu_61[0][0]
__________________________________________________________________________________________________
conv2d_67 (Conv2D) (1, 20, 20, 512) 2359296 tf_op_layer_concat_27[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_88 (TensorFlowO [(1, 20, 20, 512)] 0 conv2d_67[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_67 (TensorFlow [(1, 20, 20, 512)] 0 tf_op_layer_Add_88[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_89 (TensorFlowO [(1, 20, 20, 512)] 0 tf_op_layer_Relu_67[0][0]
tf_op_layer_Relu_60[0][0]
__________________________________________________________________________________________________
lambda_15 (Lambda) (1, 40, 40, 512) 0 tf_op_layer_Add_89[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_28 (TensorFl [(1, 40, 40, 1024)] 0 lambda_15[0][0]
tf_op_layer_Add_61[0][0]
__________________________________________________________________________________________________
conv2d_68 (Conv2D) (1, 40, 40, 256) 2359296 tf_op_layer_concat_28[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_91 (TensorFlowO [(1, 40, 40, 256)] 0 conv2d_68[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_68 (TensorFlow [(1, 40, 40, 256)] 0 tf_op_layer_Add_91[0][0]
__________________________________________________________________________________________________
conv2d_69 (Conv2D) (1, 40, 40, 128) 294912 tf_op_layer_Relu_68[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_92 (TensorFlowO [(1, 40, 40, 128)] 0 conv2d_69[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_69 (TensorFlow [(1, 40, 40, 128)] 0 tf_op_layer_Add_92[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_19 (TensorF [(1, 20, 20, 128)] 0 tf_op_layer_Relu_69[0][0]
__________________________________________________________________________________________________
conv2d_70 (Conv2D) (1, 20, 20, 128) 147456 tf_op_layer_MaxPool_19[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_93 (TensorFlowO [(1, 20, 20, 128)] 0 conv2d_70[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_70 (TensorFlow [(1, 20, 20, 128)] 0 tf_op_layer_Add_93[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_20 (TensorF [(1, 10, 10, 128)] 0 tf_op_layer_Relu_70[0][0]
__________________________________________________________________________________________________
conv2d_71 (Conv2D) (1, 10, 10, 128) 147456 tf_op_layer_MaxPool_20[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_94 (TensorFlowO [(1, 10, 10, 128)] 0 conv2d_71[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_71 (TensorFlow [(1, 10, 10, 128)] 0 tf_op_layer_Add_94[0][0]
__________________________________________________________________________________________________
conv2d_72 (Conv2D) (1, 10, 10, 128) 147456 tf_op_layer_Relu_71[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_95 (TensorFlowO [(1, 10, 10, 128)] 0 conv2d_72[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_72 (TensorFlow [(1, 10, 10, 128)] 0 tf_op_layer_Add_95[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_29 (TensorFl [(1, 10, 10, 256)] 0 tf_op_layer_Relu_72[0][0]
tf_op_layer_Relu_71[0][0]
__________________________________________________________________________________________________
conv2d_73 (Conv2D) (1, 10, 10, 128) 294912 tf_op_layer_concat_29[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_96 (TensorFlowO [(1, 10, 10, 128)] 0 conv2d_73[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_73 (TensorFlow [(1, 10, 10, 128)] 0 tf_op_layer_Add_96[0][0]
__________________________________________________________________________________________________
lambda_16 (Lambda) (1, 20, 20, 128) 0 tf_op_layer_Relu_73[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_30 (TensorFl [(1, 20, 20, 256)] 0 lambda_16[0][0]
tf_op_layer_Relu_70[0][0]
__________________________________________________________________________________________________
conv2d_74 (Conv2D) (1, 20, 20, 128) 294912 tf_op_layer_concat_30[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_98 (TensorFlowO [(1, 20, 20, 128)] 0 conv2d_74[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_74 (TensorFlow [(1, 20, 20, 128)] 0 tf_op_layer_Add_98[0][0]
__________________________________________________________________________________________________
lambda_17 (Lambda) (1, 40, 40, 128) 0 tf_op_layer_Relu_74[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_31 (TensorFl [(1, 40, 40, 256)] 0 lambda_17[0][0]
tf_op_layer_Relu_69[0][0]
__________________________________________________________________________________________________
conv2d_75 (Conv2D) (1, 40, 40, 256) 589824 tf_op_layer_concat_31[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_100 (TensorFlow [(1, 40, 40, 256)] 0 conv2d_75[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_75 (TensorFlow [(1, 40, 40, 256)] 0 tf_op_layer_Add_100[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_101 (TensorFlow [(1, 40, 40, 256)] 0 tf_op_layer_Relu_75[0][0]
tf_op_layer_Relu_68[0][0]
__________________________________________________________________________________________________
lambda_18 (Lambda) (1, 80, 80, 256) 0 tf_op_layer_Add_101[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_32 (TensorFl [(1, 80, 80, 512)] 0 lambda_18[0][0]
tf_op_layer_Add_50[0][0]
__________________________________________________________________________________________________
conv2d_76 (Conv2D) (1, 80, 80, 128) 589824 tf_op_layer_concat_32[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_103 (TensorFlow [(1, 80, 80, 128)] 0 conv2d_76[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_76 (TensorFlow [(1, 80, 80, 128)] 0 tf_op_layer_Add_103[0][0]
__________________________________________________________________________________________________
conv2d_77 (Conv2D) (1, 80, 80, 64) 73728 tf_op_layer_Relu_76[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_104 (TensorFlow [(1, 80, 80, 64)] 0 conv2d_77[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_77 (TensorFlow [(1, 80, 80, 64)] 0 tf_op_layer_Add_104[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_21 (TensorF [(1, 40, 40, 64)] 0 tf_op_layer_Relu_77[0][0]
__________________________________________________________________________________________________
conv2d_78 (Conv2D) (1, 40, 40, 64) 36864 tf_op_layer_MaxPool_21[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_105 (TensorFlow [(1, 40, 40, 64)] 0 conv2d_78[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_78 (TensorFlow [(1, 40, 40, 64)] 0 tf_op_layer_Add_105[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_22 (TensorF [(1, 20, 20, 64)] 0 tf_op_layer_Relu_78[0][0]
__________________________________________________________________________________________________
conv2d_79 (Conv2D) (1, 20, 20, 64) 36864 tf_op_layer_MaxPool_22[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_106 (TensorFlow [(1, 20, 20, 64)] 0 conv2d_79[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_79 (TensorFlow [(1, 20, 20, 64)] 0 tf_op_layer_Add_106[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_23 (TensorF [(1, 10, 10, 64)] 0 tf_op_layer_Relu_79[0][0]
__________________________________________________________________________________________________
conv2d_80 (Conv2D) (1, 10, 10, 64) 36864 tf_op_layer_MaxPool_23[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_107 (TensorFlow [(1, 10, 10, 64)] 0 conv2d_80[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_80 (TensorFlow [(1, 10, 10, 64)] 0 tf_op_layer_Add_107[0][0]
__________________________________________________________________________________________________
conv2d_81 (Conv2D) (1, 10, 10, 64) 36864 tf_op_layer_Relu_80[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_108 (TensorFlow [(1, 10, 10, 64)] 0 conv2d_81[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_81 (TensorFlow [(1, 10, 10, 64)] 0 tf_op_layer_Add_108[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_33 (TensorFl [(1, 10, 10, 128)] 0 tf_op_layer_Relu_81[0][0]
tf_op_layer_Relu_80[0][0]
__________________________________________________________________________________________________
conv2d_82 (Conv2D) (1, 10, 10, 64) 73728 tf_op_layer_concat_33[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_109 (TensorFlow [(1, 10, 10, 64)] 0 conv2d_82[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_82 (TensorFlow [(1, 10, 10, 64)] 0 tf_op_layer_Add_109[0][0]
__________________________________________________________________________________________________
lambda_19 (Lambda) (1, 20, 20, 64) 0 tf_op_layer_Relu_82[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_34 (TensorFl [(1, 20, 20, 128)] 0 lambda_19[0][0]
tf_op_layer_Relu_79[0][0]
__________________________________________________________________________________________________
conv2d_83 (Conv2D) (1, 20, 20, 64) 73728 tf_op_layer_concat_34[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_111 (TensorFlow [(1, 20, 20, 64)] 0 conv2d_83[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_83 (TensorFlow [(1, 20, 20, 64)] 0 tf_op_layer_Add_111[0][0]
__________________________________________________________________________________________________
lambda_20 (Lambda) (1, 40, 40, 64) 0 tf_op_layer_Relu_83[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_35 (TensorFl [(1, 40, 40, 128)] 0 lambda_20[0][0]
tf_op_layer_Relu_78[0][0]
__________________________________________________________________________________________________
conv2d_84 (Conv2D) (1, 40, 40, 64) 73728 tf_op_layer_concat_35[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_113 (TensorFlow [(1, 40, 40, 64)] 0 conv2d_84[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_84 (TensorFlow [(1, 40, 40, 64)] 0 tf_op_layer_Add_113[0][0]
__________________________________________________________________________________________________
lambda_21 (Lambda) (1, 80, 80, 64) 0 tf_op_layer_Relu_84[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_36 (TensorFl [(1, 80, 80, 128)] 0 lambda_21[0][0]
tf_op_layer_Relu_77[0][0]
__________________________________________________________________________________________________
conv2d_85 (Conv2D) (1, 80, 80, 128) 147456 tf_op_layer_concat_36[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_115 (TensorFlow [(1, 80, 80, 128)] 0 conv2d_85[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_85 (TensorFlow [(1, 80, 80, 128)] 0 tf_op_layer_Add_115[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_116 (TensorFlow [(1, 80, 80, 128)] 0 tf_op_layer_Relu_85[0][0]
tf_op_layer_Relu_76[0][0]
__________________________________________________________________________________________________
lambda_22 (Lambda) (1, 160, 160, 128) 0 tf_op_layer_Add_116[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_37 (TensorFl [(1, 160, 160, 256)] 0 lambda_22[0][0]
tf_op_layer_Add_36[0][0]
__________________________________________________________________________________________________
conv2d_86 (Conv2D) (1, 160, 160, 64) 147456 tf_op_layer_concat_37[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_118 (TensorFlow [(1, 160, 160, 64)] 0 conv2d_86[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_86 (TensorFlow [(1, 160, 160, 64)] 0 tf_op_layer_Add_118[0][0]
__________________________________________________________________________________________________
conv2d_87 (Conv2D) (1, 160, 160, 32) 18432 tf_op_layer_Relu_86[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_119 (TensorFlow [(1, 160, 160, 32)] 0 conv2d_87[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_87 (TensorFlow [(1, 160, 160, 32)] 0 tf_op_layer_Add_119[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_24 (TensorF [(1, 80, 80, 32)] 0 tf_op_layer_Relu_87[0][0]
__________________________________________________________________________________________________
conv2d_88 (Conv2D) (1, 80, 80, 32) 9216 tf_op_layer_MaxPool_24[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_120 (TensorFlow [(1, 80, 80, 32)] 0 conv2d_88[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_88 (TensorFlow [(1, 80, 80, 32)] 0 tf_op_layer_Add_120[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_25 (TensorF [(1, 40, 40, 32)] 0 tf_op_layer_Relu_88[0][0]
__________________________________________________________________________________________________
conv2d_89 (Conv2D) (1, 40, 40, 32) 9216 tf_op_layer_MaxPool_25[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_121 (TensorFlow [(1, 40, 40, 32)] 0 conv2d_89[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_89 (TensorFlow [(1, 40, 40, 32)] 0 tf_op_layer_Add_121[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_26 (TensorF [(1, 20, 20, 32)] 0 tf_op_layer_Relu_89[0][0]
__________________________________________________________________________________________________
conv2d_90 (Conv2D) (1, 20, 20, 32) 9216 tf_op_layer_MaxPool_26[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_122 (TensorFlow [(1, 20, 20, 32)] 0 conv2d_90[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_90 (TensorFlow [(1, 20, 20, 32)] 0 tf_op_layer_Add_122[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_27 (TensorF [(1, 10, 10, 32)] 0 tf_op_layer_Relu_90[0][0]
__________________________________________________________________________________________________
conv2d_91 (Conv2D) (1, 10, 10, 32) 9216 tf_op_layer_MaxPool_27[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_123 (TensorFlow [(1, 10, 10, 32)] 0 conv2d_91[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_91 (TensorFlow [(1, 10, 10, 32)] 0 tf_op_layer_Add_123[0][0]
__________________________________________________________________________________________________
conv2d_92 (Conv2D) (1, 10, 10, 32) 9216 tf_op_layer_Relu_91[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_124 (TensorFlow [(1, 10, 10, 32)] 0 conv2d_92[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_92 (TensorFlow [(1, 10, 10, 32)] 0 tf_op_layer_Add_124[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_38 (TensorFl [(1, 10, 10, 64)] 0 tf_op_layer_Relu_92[0][0]
tf_op_layer_Relu_91[0][0]
__________________________________________________________________________________________________
conv2d_93 (Conv2D) (1, 10, 10, 32) 18432 tf_op_layer_concat_38[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_125 (TensorFlow [(1, 10, 10, 32)] 0 conv2d_93[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_93 (TensorFlow [(1, 10, 10, 32)] 0 tf_op_layer_Add_125[0][0]
__________________________________________________________________________________________________
lambda_23 (Lambda) (1, 20, 20, 32) 0 tf_op_layer_Relu_93[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_39 (TensorFl [(1, 20, 20, 64)] 0 lambda_23[0][0]
tf_op_layer_Relu_90[0][0]
__________________________________________________________________________________________________
conv2d_94 (Conv2D) (1, 20, 20, 32) 18432 tf_op_layer_concat_39[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_127 (TensorFlow [(1, 20, 20, 32)] 0 conv2d_94[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_94 (TensorFlow [(1, 20, 20, 32)] 0 tf_op_layer_Add_127[0][0]
__________________________________________________________________________________________________
lambda_24 (Lambda) (1, 40, 40, 32) 0 tf_op_layer_Relu_94[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_40 (TensorFl [(1, 40, 40, 64)] 0 lambda_24[0][0]
tf_op_layer_Relu_89[0][0]
__________________________________________________________________________________________________
conv2d_95 (Conv2D) (1, 40, 40, 32) 18432 tf_op_layer_concat_40[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_129 (TensorFlow [(1, 40, 40, 32)] 0 conv2d_95[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_95 (TensorFlow [(1, 40, 40, 32)] 0 tf_op_layer_Add_129[0][0]
__________________________________________________________________________________________________
lambda_25 (Lambda) (1, 80, 80, 32) 0 tf_op_layer_Relu_95[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_41 (TensorFl [(1, 80, 80, 64)] 0 lambda_25[0][0]
tf_op_layer_Relu_88[0][0]
__________________________________________________________________________________________________
conv2d_96 (Conv2D) (1, 80, 80, 32) 18432 tf_op_layer_concat_41[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_131 (TensorFlow [(1, 80, 80, 32)] 0 conv2d_96[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_96 (TensorFlow [(1, 80, 80, 32)] 0 tf_op_layer_Add_131[0][0]
__________________________________________________________________________________________________
lambda_26 (Lambda) (1, 160, 160, 32) 0 tf_op_layer_Relu_96[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_42 (TensorFl [(1, 160, 160, 64)] 0 lambda_26[0][0]
tf_op_layer_Relu_87[0][0]
__________________________________________________________________________________________________
conv2d_97 (Conv2D) (1, 160, 160, 64) 36864 tf_op_layer_concat_42[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_133 (TensorFlow [(1, 160, 160, 64)] 0 conv2d_97[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_97 (TensorFlow [(1, 160, 160, 64)] 0 tf_op_layer_Add_133[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_134 (TensorFlow [(1, 160, 160, 64)] 0 tf_op_layer_Relu_97[0][0]
tf_op_layer_Relu_86[0][0]
__________________________________________________________________________________________________
lambda_27 (Lambda) (1, 320, 320, 64) 0 tf_op_layer_Add_134[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_43 (TensorFl [(1, 320, 320, 128)] 0 lambda_27[0][0]
tf_op_layer_Add_19[0][0]
__________________________________________________________________________________________________
conv2d_98 (Conv2D) (1, 320, 320, 64) 73728 tf_op_layer_concat_43[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_136 (TensorFlow [(1, 320, 320, 64)] 0 conv2d_98[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_98 (TensorFlow [(1, 320, 320, 64)] 0 tf_op_layer_Add_136[0][0]
__________________________________________________________________________________________________
conv2d_99 (Conv2D) (1, 320, 320, 16) 9216 tf_op_layer_Relu_98[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_137 (TensorFlow [(1, 320, 320, 16)] 0 conv2d_99[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_99 (TensorFlow [(1, 320, 320, 16)] 0 tf_op_layer_Add_137[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_28 (TensorF [(1, 160, 160, 16)] 0 tf_op_layer_Relu_99[0][0]
__________________________________________________________________________________________________
conv2d_100 (Conv2D) (1, 160, 160, 16) 2304 tf_op_layer_MaxPool_28[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_138 (TensorFlow [(1, 160, 160, 16)] 0 conv2d_100[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_100 (TensorFlo [(1, 160, 160, 16)] 0 tf_op_layer_Add_138[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_29 (TensorF [(1, 80, 80, 16)] 0 tf_op_layer_Relu_100[0][0]
__________________________________________________________________________________________________
conv2d_101 (Conv2D) (1, 80, 80, 16) 2304 tf_op_layer_MaxPool_29[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_139 (TensorFlow [(1, 80, 80, 16)] 0 conv2d_101[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_101 (TensorFlo [(1, 80, 80, 16)] 0 tf_op_layer_Add_139[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_30 (TensorF [(1, 40, 40, 16)] 0 tf_op_layer_Relu_101[0][0]
__________________________________________________________________________________________________
conv2d_102 (Conv2D) (1, 40, 40, 16) 2304 tf_op_layer_MaxPool_30[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_140 (TensorFlow [(1, 40, 40, 16)] 0 conv2d_102[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_102 (TensorFlo [(1, 40, 40, 16)] 0 tf_op_layer_Add_140[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_31 (TensorF [(1, 20, 20, 16)] 0 tf_op_layer_Relu_102[0][0]
__________________________________________________________________________________________________
conv2d_103 (Conv2D) (1, 20, 20, 16) 2304 tf_op_layer_MaxPool_31[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_141 (TensorFlow [(1, 20, 20, 16)] 0 conv2d_103[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_103 (TensorFlo [(1, 20, 20, 16)] 0 tf_op_layer_Add_141[0][0]
__________________________________________________________________________________________________
tf_op_layer_MaxPool_32 (TensorF [(1, 10, 10, 16)] 0 tf_op_layer_Relu_103[0][0]
__________________________________________________________________________________________________
conv2d_104 (Conv2D) (1, 10, 10, 16) 2304 tf_op_layer_MaxPool_32[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_142 (TensorFlow [(1, 10, 10, 16)] 0 conv2d_104[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_104 (TensorFlo [(1, 10, 10, 16)] 0 tf_op_layer_Add_142[0][0]
__________________________________________________________________________________________________
conv2d_105 (Conv2D) (1, 10, 10, 16) 2304 tf_op_layer_Relu_104[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_143 (TensorFlow [(1, 10, 10, 16)] 0 conv2d_105[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_105 (TensorFlo [(1, 10, 10, 16)] 0 tf_op_layer_Add_143[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_44 (TensorFl [(1, 10, 10, 32)] 0 tf_op_layer_Relu_105[0][0]
tf_op_layer_Relu_104[0][0]
__________________________________________________________________________________________________
conv2d_106 (Conv2D) (1, 10, 10, 16) 4608 tf_op_layer_concat_44[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_144 (TensorFlow [(1, 10, 10, 16)] 0 conv2d_106[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_106 (TensorFlo [(1, 10, 10, 16)] 0 tf_op_layer_Add_144[0][0]
__________________________________________________________________________________________________
lambda_28 (Lambda) (1, 20, 20, 16) 0 tf_op_layer_Relu_106[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_45 (TensorFl [(1, 20, 20, 32)] 0 lambda_28[0][0]
tf_op_layer_Relu_103[0][0]
__________________________________________________________________________________________________
conv2d_107 (Conv2D) (1, 20, 20, 16) 4608 tf_op_layer_concat_45[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_146 (TensorFlow [(1, 20, 20, 16)] 0 conv2d_107[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_107 (TensorFlo [(1, 20, 20, 16)] 0 tf_op_layer_Add_146[0][0]
__________________________________________________________________________________________________
lambda_29 (Lambda) (1, 40, 40, 16) 0 tf_op_layer_Relu_107[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_46 (TensorFl [(1, 40, 40, 32)] 0 lambda_29[0][0]
tf_op_layer_Relu_102[0][0]
__________________________________________________________________________________________________
conv2d_108 (Conv2D) (1, 40, 40, 16) 4608 tf_op_layer_concat_46[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_148 (TensorFlow [(1, 40, 40, 16)] 0 conv2d_108[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_108 (TensorFlo [(1, 40, 40, 16)] 0 tf_op_layer_Add_148[0][0]
__________________________________________________________________________________________________
lambda_30 (Lambda) (1, 80, 80, 16) 0 tf_op_layer_Relu_108[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_47 (TensorFl [(1, 80, 80, 32)] 0 lambda_30[0][0]
tf_op_layer_Relu_101[0][0]
__________________________________________________________________________________________________
conv2d_109 (Conv2D) (1, 80, 80, 16) 4608 tf_op_layer_concat_47[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_150 (TensorFlow [(1, 80, 80, 16)] 0 conv2d_109[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_109 (TensorFlo [(1, 80, 80, 16)] 0 tf_op_layer_Add_150[0][0]
__________________________________________________________________________________________________
lambda_31 (Lambda) (1, 160, 160, 16) 0 tf_op_layer_Relu_109[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_48 (TensorFl [(1, 160, 160, 32)] 0 lambda_31[0][0]
tf_op_layer_Relu_100[0][0]
__________________________________________________________________________________________________
conv2d_110 (Conv2D) (1, 160, 160, 16) 4608 tf_op_layer_concat_48[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_152 (TensorFlow [(1, 160, 160, 16)] 0 conv2d_110[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_110 (TensorFlo [(1, 160, 160, 16)] 0 tf_op_layer_Add_152[0][0]
__________________________________________________________________________________________________
lambda_32 (Lambda) (1, 320, 320, 16) 0 tf_op_layer_Relu_110[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_49 (TensorFl [(1, 320, 320, 32)] 0 lambda_32[0][0]
tf_op_layer_Relu_99[0][0]
__________________________________________________________________________________________________
conv2d_111 (Conv2D) (1, 320, 320, 64) 18432 tf_op_layer_concat_49[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_154 (TensorFlow [(1, 320, 320, 64)] 0 conv2d_111[0][0]
__________________________________________________________________________________________________
tf_op_layer_Relu_111 (TensorFlo [(1, 320, 320, 64)] 0 tf_op_layer_Add_154[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_155 (TensorFlow [(1, 320, 320, 64)] 0 tf_op_layer_Relu_111[0][0]
tf_op_layer_Relu_98[0][0]
__________________________________________________________________________________________________
conv2d_113 (Conv2D) (1, 160, 160, 1) 576 tf_op_layer_Add_134[0][0]
__________________________________________________________________________________________________
conv2d_114 (Conv2D) (1, 80, 80, 1) 1152 tf_op_layer_Add_116[0][0]
__________________________________________________________________________________________________
conv2d_115 (Conv2D) (1, 40, 40, 1) 2304 tf_op_layer_Add_101[0][0]
__________________________________________________________________________________________________
conv2d_116 (Conv2D) (1, 20, 20, 1) 4608 tf_op_layer_Add_89[0][0]
__________________________________________________________________________________________________
conv2d_117 (Conv2D) (1, 10, 10, 1) 4608 tf_op_layer_Add_79[0][0]
__________________________________________________________________________________________________
conv2d_112 (Conv2D) (1, 320, 320, 1) 576 tf_op_layer_Add_155[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_157 (TensorFlow [(1, 160, 160, 1)] 0 conv2d_113[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_159 (TensorFlow [(1, 80, 80, 1)] 0 conv2d_114[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_161 (TensorFlow [(1, 40, 40, 1)] 0 conv2d_115[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_163 (TensorFlow [(1, 20, 20, 1)] 0 conv2d_116[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_165 (TensorFlow [(1, 10, 10, 1)] 0 conv2d_117[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_156 (TensorFlow [(1, 320, 320, 1)] 0 conv2d_112[0][0]
__________________________________________________________________________________________________
lambda_33 (Lambda) (1, 320, 320, 1) 0 tf_op_layer_Add_157[0][0]
__________________________________________________________________________________________________
lambda_34 (Lambda) (1, 320, 320, 1) 0 tf_op_layer_Add_159[0][0]
__________________________________________________________________________________________________
lambda_35 (Lambda) (1, 320, 320, 1) 0 tf_op_layer_Add_161[0][0]
__________________________________________________________________________________________________
lambda_36 (Lambda) (1, 320, 320, 1) 0 tf_op_layer_Add_163[0][0]
__________________________________________________________________________________________________
lambda_37 (Lambda) (1, 320, 320, 1) 0 tf_op_layer_Add_165[0][0]
__________________________________________________________________________________________________
tf_op_layer_concat_50 (TensorFl [(1, 320, 320, 6)] 0 tf_op_layer_Add_156[0][0]
lambda_33[0][0]
lambda_34[0][0]
lambda_35[0][0]
lambda_36[0][0]
lambda_37[0][0]
__________________________________________________________________________________________________
conv2d_118 (Conv2D) (1, 320, 320, 1) 6 tf_op_layer_concat_50[0][0]
__________________________________________________________________________________________________
tf_op_layer_Add_167 (TensorFlow [(1, 320, 320, 1)] 0 conv2d_118[0][0]
__________________________________________________________________________________________________
tf_op_layer_Sigmoid (TensorFlow [(1, 320, 320, 1)] 0 tf_op_layer_Add_156[0][0]
__________________________________________________________________________________________________
tf_op_layer_Sigmoid_1 (TensorFl [(1, 320, 320, 1)] 0 lambda_33[0][0]
__________________________________________________________________________________________________
tf_op_layer_Sigmoid_2 (TensorFl [(1, 320, 320, 1)] 0 lambda_34[0][0]
__________________________________________________________________________________________________
tf_op_layer_Sigmoid_3 (TensorFl [(1, 320, 320, 1)] 0 lambda_35[0][0]
__________________________________________________________________________________________________
tf_op_layer_Sigmoid_4 (TensorFl [(1, 320, 320, 1)] 0 lambda_36[0][0]
__________________________________________________________________________________________________
tf_op_layer_Sigmoid_5 (TensorFl [(1, 320, 320, 1)] 0 lambda_37[0][0]
__________________________________________________________________________________________________
tf_op_layer_Sigmoid_6 (TensorFl [(1, 320, 320, 1)] 0 tf_op_layer_Add_167[0][0]
__________________________________________________________________________________________________
tf_op_layer_1960 (TensorFlowOpL [(1, 320, 320, 1)] 0 tf_op_layer_Sigmoid[0][0]
__________________________________________________________________________________________________
tf_op_layer_1961 (TensorFlowOpL [(1, 320, 320, 1)] 0 tf_op_layer_Sigmoid_1[0][0]
__________________________________________________________________________________________________
tf_op_layer_1962 (TensorFlowOpL [(1, 320, 320, 1)] 0 tf_op_layer_Sigmoid_2[0][0]
__________________________________________________________________________________________________
tf_op_layer_1963 (TensorFlowOpL [(1, 320, 320, 1)] 0 tf_op_layer_Sigmoid_3[0][0]
__________________________________________________________________________________________________
tf_op_layer_1964 (TensorFlowOpL [(1, 320, 320, 1)] 0 tf_op_layer_Sigmoid_4[0][0]
__________________________________________________________________________________________________
tf_op_layer_1965 (TensorFlowOpL [(1, 320, 320, 1)] 0 tf_op_layer_Sigmoid_5[0][0]
__________________________________________________________________________________________________
tf_op_layer_a (TensorFlowOpLaye [(1, 320, 320, 1)] 0 tf_op_layer_Sigmoid_6[0][0]
==================================================================================================
Total params: 43,966,662
Trainable params: 43,966,662
Non-trainable params: 0
__________________________________________________________________________________________________
TensorFlow/Keras model building process complete!
saved_model output started ==========================================================
WARNING:tensorflow:From /home/user/.local/lib/python3.6/site-packages/tensorflow/python/training/tracking/tracking.py:111: Model.state_updates (from tensorflow.python.keras.engine.training) is deprecated and will be removed in a future version.
Instructions for updating:
This property should not be used in TensorFlow 2.0, as updates are applied automatically.
WARNING:tensorflow:From /home/user/.local/lib/python3.6/site-packages/tensorflow/python/training/tracking/tracking.py:111: Layer.updates (from tensorflow.python.keras.engine.base_layer) is deprecated and will be removed in a future version.
Instructions for updating:
This property should not be used in TensorFlow 2.0, as updates are applied automatically.
ERROR: can't pickle module objects
Traceback (most recent call last):
File "/home/user/.local/bin/openvino2tensorflow", line 1684, in convert
tf.saved_model.save(model, model_output_path)
File "/home/user/.local/lib/python3.6/site-packages/tensorflow/python/saved_model/save.py", line 976, in save
obj, export_dir, signatures, options, meta_graph_def)
File "/home/user/.local/lib/python3.6/site-packages/tensorflow/python/saved_model/save.py", line 1076, in _build_meta_graph
asset_info.asset_index)
File "/home/user/.local/lib/python3.6/site-packages/tensorflow/python/saved_model/save.py", line 721, in _serialize_object_graph
saveable_view.function_name_map)
File "/home/user/.local/lib/python3.6/site-packages/tensorflow/python/saved_model/save.py", line 761, in _write_object_proto
metadata=obj._tracking_metadata)
File "/home/user/.local/lib/python3.6/site-packages/tensorflow/python/keras/engine/base_layer.py", line 3011, in _tracking_metadata
return self._trackable_saved_model_saver.tracking_metadata
File "/home/user/.local/lib/python3.6/site-packages/tensorflow/python/keras/saving/saved_model/base_serialization.py", line 54, in tracking_metadata
return json_utils.Encoder().encode(self.python_properties)
File "/home/user/.local/lib/python3.6/site-packages/tensorflow/python/keras/saving/saved_model/layer_serialization.py", line 41, in python_properties
return self._python_properties_internal()
File "/home/user/.local/lib/python3.6/site-packages/tensorflow/python/keras/saving/saved_model/model_serialization.py", line 35, in _python_properties_internal
metadata = super(ModelSavedModelSaver, self)._python_properties_internal()
File "/home/user/.local/lib/python3.6/site-packages/tensorflow/python/keras/saving/saved_model/layer_serialization.py", line 59, in _python_properties_internal
metadata.update(get_config(self.obj))
File "/home/user/.local/lib/python3.6/site-packages/tensorflow/python/keras/saving/saved_model/layer_serialization.py", line 118, in get_config
config = generic_utils.serialize_keras_object(obj)['config']
File "/home/user/.local/lib/python3.6/site-packages/tensorflow/python/keras/utils/generic_utils.py", line 245, in serialize_keras_object
config = instance.get_config()
File "/home/user/.local/lib/python3.6/site-packages/tensorflow/python/keras/engine/functional.py", line 598, in get_config
return copy.deepcopy(get_network_config(self))
File "/usr/lib/python3.6/copy.py", line 150, in deepcopy
y = copier(x, memo)
File "/usr/lib/python3.6/copy.py", line 240, in _deepcopy_dict
y[deepcopy(key, memo)] = deepcopy(value, memo)
File "/usr/lib/python3.6/copy.py", line 150, in deepcopy
y = copier(x, memo)
File "/usr/lib/python3.6/copy.py", line 215, in _deepcopy_list
append(deepcopy(a, memo))
File "/usr/lib/python3.6/copy.py", line 150, in deepcopy
y = copier(x, memo)
File "/usr/lib/python3.6/copy.py", line 240, in _deepcopy_dict
y[deepcopy(key, memo)] = deepcopy(value, memo)
File "/usr/lib/python3.6/copy.py", line 150, in deepcopy
y = copier(x, memo)
File "/usr/lib/python3.6/copy.py", line 240, in _deepcopy_dict
y[deepcopy(key, memo)] = deepcopy(value, memo)
File "/usr/lib/python3.6/copy.py", line 150, in deepcopy
y = copier(x, memo)
File "/usr/lib/python3.6/copy.py", line 220, in _deepcopy_tuple
y = [deepcopy(a, memo) for a in x]
File "/usr/lib/python3.6/copy.py", line 220, in <listcomp>
y = [deepcopy(a, memo) for a in x]
File "/usr/lib/python3.6/copy.py", line 150, in deepcopy
y = copier(x, memo)
File "/usr/lib/python3.6/copy.py", line 220, in _deepcopy_tuple
y = [deepcopy(a, memo) for a in x]
File "/usr/lib/python3.6/copy.py", line 220, in <listcomp>
y = [deepcopy(a, memo) for a in x]
File "/usr/lib/python3.6/copy.py", line 169, in deepcopy
rv = reductor(4)
TypeError: can't pickle module objects
Switch to the output of an optimized protocol buffer file (.pb).
.pb output started ==================================================================
.pb output complete! - saved_model_320x320/model_float32.pb
WARNING:tensorflow:From /home/user/.local/bin/openvino2tensorflow:1767: simple_save (from tensorflow.python.saved_model.simple_save) is deprecated and will be removed in a future version.
Instructions for updating:
This function will only be available through the v1 compatibility library as tf.compat.v1.saved_model.simple_save.
WARNING:tensorflow:From /home/user/.local/lib/python3.6/site-packages/tensorflow/python/saved_model/signature_def_utils_impl.py:201: build_tensor_info (from tensorflow.python.saved_model.utils_impl) is deprecated and will be removed in a future version.
Instructions for updating:
This function will only be available through the v1 compatibility library as tf.compat.v1.saved_model.utils.build_tensor_info or tf.compat.v1.saved_model.build_tensor_info.
Optimized graph converted to SavedModel! - saved_model_320x320
All the conversion process is finished! =============================================