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Generator_summary.txt
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Generator_summary.txt
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Model: "SHM_Generator"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) [(None, 128, 128, 10 0
__________________________________________________________________________________________________
conv2d (Conv2D) (None, 128, 128, 64) 5824 input_1[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean (TFOpLambda (None, 1, 1, 64) 0 conv2d[0][0]
__________________________________________________________________________________________________
tf.stop_gradient (TFOpLambda) (None, 1, 1, 64) 0 tf.math.reduce_mean[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference (TFO (None, 128, 128, 64) 0 conv2d[0][0]
tf.stop_gradient[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_1 (TFOpLamb (None, 1, 1, 64) 0 tf.math.squared_difference[0][0]
__________________________________________________________________________________________________
tf.__operators__.add (TFOpLambd (None, 1, 1, 64) 0 tf.math.reduce_mean_1[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt (TFOpLambda) (None, 1, 1, 64) 0 tf.__operators__.add[0][0]
__________________________________________________________________________________________________
tf.math.multiply (TFOpLambda) (None, 1, 1, 64) 0 tf.math.rsqrt[0][0]
__________________________________________________________________________________________________
tf.math.multiply_2 (TFOpLambda) (None, 1, 1, 64) 0 tf.math.reduce_mean[0][0]
tf.math.multiply[0][0]
__________________________________________________________________________________________________
tf.cast (TFOpLambda) (None, 1, 1, 64) 0 tf.math.multiply[0][0]
__________________________________________________________________________________________________
tf.math.subtract (TFOpLambda) (None, 1, 1, 64) 0 tf.math.multiply_2[0][0]
__________________________________________________________________________________________________
tf.math.multiply_1 (TFOpLambda) (None, 128, 128, 64) 0 conv2d[0][0]
tf.cast[0][0]
__________________________________________________________________________________________________
tf.cast_1 (TFOpLambda) (None, 1, 1, 64) 0 tf.math.subtract[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_1 (TFOpLam (None, 128, 128, 64) 0 tf.math.multiply_1[0][0]
tf.cast_1[0][0]
__________________________________________________________________________________________________
conv2d_1 (Conv2D) (None, 128, 128, 64) 36928 tf.__operators__.add_1[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_2 (TFOpLamb (None, 1, 1, 64) 0 conv2d_1[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_1 (TFOpLambda) (None, 1, 1, 64) 0 tf.math.reduce_mean_2[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_1 (T (None, 128, 128, 64) 0 conv2d_1[0][0]
tf.stop_gradient_1[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_3 (TFOpLamb (None, 1, 1, 64) 0 tf.math.squared_difference_1[0][0
__________________________________________________________________________________________________
tf.__operators__.add_2 (TFOpLam (None, 1, 1, 64) 0 tf.math.reduce_mean_3[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_1 (TFOpLambda) (None, 1, 1, 64) 0 tf.__operators__.add_2[0][0]
__________________________________________________________________________________________________
tf.math.multiply_3 (TFOpLambda) (None, 1, 1, 64) 0 tf.math.rsqrt_1[0][0]
__________________________________________________________________________________________________
tf.math.multiply_5 (TFOpLambda) (None, 1, 1, 64) 0 tf.math.reduce_mean_2[0][0]
tf.math.multiply_3[0][0]
__________________________________________________________________________________________________
tf.cast_2 (TFOpLambda) (None, 1, 1, 64) 0 tf.math.multiply_3[0][0]
__________________________________________________________________________________________________
tf.math.subtract_1 (TFOpLambda) (None, 1, 1, 64) 0 tf.math.multiply_5[0][0]
__________________________________________________________________________________________________
tf.math.multiply_4 (TFOpLambda) (None, 128, 128, 64) 0 conv2d_1[0][0]
tf.cast_2[0][0]
__________________________________________________________________________________________________
tf.cast_3 (TFOpLambda) (None, 1, 1, 64) 0 tf.math.subtract_1[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_3 (TFOpLam (None, 128, 128, 64) 0 tf.math.multiply_4[0][0]
tf.cast_3[0][0]
__________________________________________________________________________________________________
average_pooling2d (AveragePooli (None, 64, 64, 64) 0 tf.__operators__.add_3[0][0]
__________________________________________________________________________________________________
conv2d_4 (Conv2D) (None, 64, 64, 128) 73856 average_pooling2d[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_4 (TFOpLamb (None, 1, 1, 128) 0 conv2d_4[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_2 (TFOpLambda) (None, 1, 1, 128) 0 tf.math.reduce_mean_4[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_2 (T (None, 64, 64, 128) 0 conv2d_4[0][0]
tf.stop_gradient_2[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_5 (TFOpLamb (None, 1, 1, 128) 0 tf.math.squared_difference_2[0][0
__________________________________________________________________________________________________
tf.__operators__.add_4 (TFOpLam (None, 1, 1, 128) 0 tf.math.reduce_mean_5[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_2 (TFOpLambda) (None, 1, 1, 128) 0 tf.__operators__.add_4[0][0]
__________________________________________________________________________________________________
tf.math.multiply_6 (TFOpLambda) (None, 1, 1, 128) 0 tf.math.rsqrt_2[0][0]
__________________________________________________________________________________________________
tf.math.multiply_8 (TFOpLambda) (None, 1, 1, 128) 0 tf.math.reduce_mean_4[0][0]
tf.math.multiply_6[0][0]
__________________________________________________________________________________________________
tf.cast_4 (TFOpLambda) (None, 1, 1, 128) 0 tf.math.multiply_6[0][0]
__________________________________________________________________________________________________
tf.math.subtract_2 (TFOpLambda) (None, 1, 1, 128) 0 tf.math.multiply_8[0][0]
__________________________________________________________________________________________________
tf.math.multiply_7 (TFOpLambda) (None, 64, 64, 128) 0 conv2d_4[0][0]
tf.cast_4[0][0]
__________________________________________________________________________________________________
tf.cast_5 (TFOpLambda) (None, 1, 1, 128) 0 tf.math.subtract_2[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_5 (TFOpLam (None, 64, 64, 128) 0 tf.math.multiply_7[0][0]
tf.cast_5[0][0]
__________________________________________________________________________________________________
conv2d_5 (Conv2D) (None, 64, 64, 128) 147584 tf.__operators__.add_5[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_6 (TFOpLamb (None, 1, 1, 128) 0 conv2d_5[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_3 (TFOpLambda) (None, 1, 1, 128) 0 tf.math.reduce_mean_6[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_3 (T (None, 64, 64, 128) 0 conv2d_5[0][0]
tf.stop_gradient_3[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_7 (TFOpLamb (None, 1, 1, 128) 0 tf.math.squared_difference_3[0][0
__________________________________________________________________________________________________
tf.__operators__.add_6 (TFOpLam (None, 1, 1, 128) 0 tf.math.reduce_mean_7[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_3 (TFOpLambda) (None, 1, 1, 128) 0 tf.__operators__.add_6[0][0]
__________________________________________________________________________________________________
tf.math.multiply_9 (TFOpLambda) (None, 1, 1, 128) 0 tf.math.rsqrt_3[0][0]
__________________________________________________________________________________________________
tf.math.multiply_11 (TFOpLambda (None, 1, 1, 128) 0 tf.math.reduce_mean_6[0][0]
tf.math.multiply_9[0][0]
__________________________________________________________________________________________________
tf.cast_6 (TFOpLambda) (None, 1, 1, 128) 0 tf.math.multiply_9[0][0]
__________________________________________________________________________________________________
tf.math.subtract_3 (TFOpLambda) (None, 1, 1, 128) 0 tf.math.multiply_11[0][0]
__________________________________________________________________________________________________
tf.math.multiply_10 (TFOpLambda (None, 64, 64, 128) 0 conv2d_5[0][0]
tf.cast_6[0][0]
__________________________________________________________________________________________________
tf.cast_7 (TFOpLambda) (None, 1, 1, 128) 0 tf.math.subtract_3[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_7 (TFOpLam (None, 64, 64, 128) 0 tf.math.multiply_10[0][0]
tf.cast_7[0][0]
__________________________________________________________________________________________________
average_pooling2d_1 (AveragePoo (None, 32, 32, 128) 0 tf.__operators__.add_7[0][0]
__________________________________________________________________________________________________
conv2d_8 (Conv2D) (None, 32, 32, 256) 295168 average_pooling2d_1[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_8 (TFOpLamb (None, 1, 1, 256) 0 conv2d_8[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_4 (TFOpLambda) (None, 1, 1, 256) 0 tf.math.reduce_mean_8[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_4 (T (None, 32, 32, 256) 0 conv2d_8[0][0]
tf.stop_gradient_4[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_9 (TFOpLamb (None, 1, 1, 256) 0 tf.math.squared_difference_4[0][0
__________________________________________________________________________________________________
tf.__operators__.add_8 (TFOpLam (None, 1, 1, 256) 0 tf.math.reduce_mean_9[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_4 (TFOpLambda) (None, 1, 1, 256) 0 tf.__operators__.add_8[0][0]
__________________________________________________________________________________________________
tf.math.multiply_12 (TFOpLambda (None, 1, 1, 256) 0 tf.math.rsqrt_4[0][0]
__________________________________________________________________________________________________
tf.math.multiply_14 (TFOpLambda (None, 1, 1, 256) 0 tf.math.reduce_mean_8[0][0]
tf.math.multiply_12[0][0]
__________________________________________________________________________________________________
tf.cast_8 (TFOpLambda) (None, 1, 1, 256) 0 tf.math.multiply_12[0][0]
__________________________________________________________________________________________________
tf.math.subtract_4 (TFOpLambda) (None, 1, 1, 256) 0 tf.math.multiply_14[0][0]
__________________________________________________________________________________________________
tf.math.multiply_13 (TFOpLambda (None, 32, 32, 256) 0 conv2d_8[0][0]
tf.cast_8[0][0]
__________________________________________________________________________________________________
tf.cast_9 (TFOpLambda) (None, 1, 1, 256) 0 tf.math.subtract_4[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_9 (TFOpLam (None, 32, 32, 256) 0 tf.math.multiply_13[0][0]
tf.cast_9[0][0]
__________________________________________________________________________________________________
conv2d_9 (Conv2D) (None, 32, 32, 256) 590080 tf.__operators__.add_9[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_10 (TFOpLam (None, 1, 1, 256) 0 conv2d_9[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_5 (TFOpLambda) (None, 1, 1, 256) 0 tf.math.reduce_mean_10[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_5 (T (None, 32, 32, 256) 0 conv2d_9[0][0]
tf.stop_gradient_5[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_11 (TFOpLam (None, 1, 1, 256) 0 tf.math.squared_difference_5[0][0
__________________________________________________________________________________________________
tf.__operators__.add_10 (TFOpLa (None, 1, 1, 256) 0 tf.math.reduce_mean_11[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_5 (TFOpLambda) (None, 1, 1, 256) 0 tf.__operators__.add_10[0][0]
__________________________________________________________________________________________________
tf.math.multiply_15 (TFOpLambda (None, 1, 1, 256) 0 tf.math.rsqrt_5[0][0]
__________________________________________________________________________________________________
tf.math.multiply_17 (TFOpLambda (None, 1, 1, 256) 0 tf.math.reduce_mean_10[0][0]
tf.math.multiply_15[0][0]
__________________________________________________________________________________________________
tf.cast_10 (TFOpLambda) (None, 1, 1, 256) 0 tf.math.multiply_15[0][0]
__________________________________________________________________________________________________
tf.math.subtract_5 (TFOpLambda) (None, 1, 1, 256) 0 tf.math.multiply_17[0][0]
__________________________________________________________________________________________________
tf.math.multiply_16 (TFOpLambda (None, 32, 32, 256) 0 conv2d_9[0][0]
tf.cast_10[0][0]
__________________________________________________________________________________________________
tf.cast_11 (TFOpLambda) (None, 1, 1, 256) 0 tf.math.subtract_5[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_11 (TFOpLa (None, 32, 32, 256) 0 tf.math.multiply_16[0][0]
tf.cast_11[0][0]
__________________________________________________________________________________________________
average_pooling2d_2 (AveragePoo (None, 16, 16, 256) 0 tf.__operators__.add_11[0][0]
__________________________________________________________________________________________________
conv2d_12 (Conv2D) (None, 16, 16, 512) 1180160 average_pooling2d_2[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_12 (TFOpLam (None, 1, 1, 512) 0 conv2d_12[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_6 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.reduce_mean_12[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_6 (T (None, 16, 16, 512) 0 conv2d_12[0][0]
tf.stop_gradient_6[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_13 (TFOpLam (None, 1, 1, 512) 0 tf.math.squared_difference_6[0][0
__________________________________________________________________________________________________
tf.__operators__.add_12 (TFOpLa (None, 1, 1, 512) 0 tf.math.reduce_mean_13[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_6 (TFOpLambda) (None, 1, 1, 512) 0 tf.__operators__.add_12[0][0]
__________________________________________________________________________________________________
tf.math.multiply_18 (TFOpLambda (None, 1, 1, 512) 0 tf.math.rsqrt_6[0][0]
__________________________________________________________________________________________________
tf.math.multiply_20 (TFOpLambda (None, 1, 1, 512) 0 tf.math.reduce_mean_12[0][0]
tf.math.multiply_18[0][0]
__________________________________________________________________________________________________
tf.cast_12 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.multiply_18[0][0]
__________________________________________________________________________________________________
tf.math.subtract_6 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.multiply_20[0][0]
__________________________________________________________________________________________________
tf.math.multiply_19 (TFOpLambda (None, 16, 16, 512) 0 conv2d_12[0][0]
tf.cast_12[0][0]
__________________________________________________________________________________________________
tf.cast_13 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.subtract_6[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_13 (TFOpLa (None, 16, 16, 512) 0 tf.math.multiply_19[0][0]
tf.cast_13[0][0]
__________________________________________________________________________________________________
conv2d_13 (Conv2D) (None, 16, 16, 512) 2359808 tf.__operators__.add_13[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_14 (TFOpLam (None, 1, 1, 512) 0 conv2d_13[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_7 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.reduce_mean_14[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_7 (T (None, 16, 16, 512) 0 conv2d_13[0][0]
tf.stop_gradient_7[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_15 (TFOpLam (None, 1, 1, 512) 0 tf.math.squared_difference_7[0][0
__________________________________________________________________________________________________
tf.__operators__.add_14 (TFOpLa (None, 1, 1, 512) 0 tf.math.reduce_mean_15[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_7 (TFOpLambda) (None, 1, 1, 512) 0 tf.__operators__.add_14[0][0]
__________________________________________________________________________________________________
tf.math.multiply_21 (TFOpLambda (None, 1, 1, 512) 0 tf.math.rsqrt_7[0][0]
__________________________________________________________________________________________________
tf.math.multiply_23 (TFOpLambda (None, 1, 1, 512) 0 tf.math.reduce_mean_14[0][0]
tf.math.multiply_21[0][0]
__________________________________________________________________________________________________
tf.cast_14 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.multiply_21[0][0]
__________________________________________________________________________________________________
tf.math.subtract_7 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.multiply_23[0][0]
__________________________________________________________________________________________________
tf.math.multiply_22 (TFOpLambda (None, 16, 16, 512) 0 conv2d_13[0][0]
tf.cast_14[0][0]
__________________________________________________________________________________________________
tf.cast_15 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.subtract_7[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_15 (TFOpLa (None, 16, 16, 512) 0 tf.math.multiply_22[0][0]
tf.cast_15[0][0]
__________________________________________________________________________________________________
average_pooling2d_3 (AveragePoo (None, 8, 8, 512) 0 tf.__operators__.add_15[0][0]
__________________________________________________________________________________________________
conv2d_16 (Conv2D) (None, 8, 8, 512) 262656 average_pooling2d_3[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_16 (TFOpLam (None, 1, 1, 512) 0 conv2d_16[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_8 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.reduce_mean_16[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_8 (T (None, 8, 8, 512) 0 conv2d_16[0][0]
tf.stop_gradient_8[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_17 (TFOpLam (None, 1, 1, 512) 0 tf.math.squared_difference_8[0][0
__________________________________________________________________________________________________
tf.__operators__.add_16 (TFOpLa (None, 1, 1, 512) 0 tf.math.reduce_mean_17[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_8 (TFOpLambda) (None, 1, 1, 512) 0 tf.__operators__.add_16[0][0]
__________________________________________________________________________________________________
tf.math.multiply_24 (TFOpLambda (None, 1, 1, 512) 0 tf.math.rsqrt_8[0][0]
__________________________________________________________________________________________________
tf.math.multiply_26 (TFOpLambda (None, 1, 1, 512) 0 tf.math.reduce_mean_16[0][0]
tf.math.multiply_24[0][0]
__________________________________________________________________________________________________
tf.cast_16 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.multiply_24[0][0]
__________________________________________________________________________________________________
tf.math.subtract_8 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.multiply_26[0][0]
__________________________________________________________________________________________________
tf.math.multiply_25 (TFOpLambda (None, 8, 8, 512) 0 conv2d_16[0][0]
tf.cast_16[0][0]
__________________________________________________________________________________________________
tf.cast_17 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.subtract_8[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_17 (TFOpLa (None, 8, 8, 512) 0 tf.math.multiply_25[0][0]
tf.cast_17[0][0]
__________________________________________________________________________________________________
conv2d_17 (Conv2D) (None, 8, 8, 512) 262656 tf.__operators__.add_17[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_18 (TFOpLam (None, 1, 1, 512) 0 conv2d_17[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_9 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.reduce_mean_18[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_9 (T (None, 8, 8, 512) 0 conv2d_17[0][0]
tf.stop_gradient_9[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_19 (TFOpLam (None, 1, 1, 512) 0 tf.math.squared_difference_9[0][0
__________________________________________________________________________________________________
tf.__operators__.add_18 (TFOpLa (None, 1, 1, 512) 0 tf.math.reduce_mean_19[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_9 (TFOpLambda) (None, 1, 1, 512) 0 tf.__operators__.add_18[0][0]
__________________________________________________________________________________________________
tf.math.multiply_27 (TFOpLambda (None, 1, 1, 512) 0 tf.math.rsqrt_9[0][0]
__________________________________________________________________________________________________
tf.math.multiply_29 (TFOpLambda (None, 1, 1, 512) 0 tf.math.reduce_mean_18[0][0]
tf.math.multiply_27[0][0]
__________________________________________________________________________________________________
tf.cast_18 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.multiply_27[0][0]
__________________________________________________________________________________________________
tf.math.subtract_9 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.multiply_29[0][0]
__________________________________________________________________________________________________
tf.math.multiply_28 (TFOpLambda (None, 8, 8, 512) 0 conv2d_17[0][0]
tf.cast_18[0][0]
__________________________________________________________________________________________________
tf.cast_19 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.subtract_9[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_19 (TFOpLa (None, 8, 8, 512) 0 tf.math.multiply_28[0][0]
tf.cast_19[0][0]
__________________________________________________________________________________________________
conv2d_transpose (Conv2DTranspo (None, 16, 16, 512) 2359808 tf.__operators__.add_19[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_20 (TFOpLa (None, 16, 16, 512) 0 tf.__operators__.add_15[0][0]
__________________________________________________________________________________________________
concatenate (Concatenate) (None, 16, 16, 1024) 0 conv2d_transpose[0][0]
tf.__operators__.add_20[0][0]
__________________________________________________________________________________________________
conv2d_18 (Conv2D) (None, 16, 16, 512) 4719104 concatenate[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_20 (TFOpLam (None, 1, 1, 512) 0 conv2d_18[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_10 (TFOpLambda (None, 1, 1, 512) 0 tf.math.reduce_mean_20[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_10 ( (None, 16, 16, 512) 0 conv2d_18[0][0]
tf.stop_gradient_10[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_21 (TFOpLam (None, 1, 1, 512) 0 tf.math.squared_difference_10[0][
__________________________________________________________________________________________________
tf.__operators__.add_24 (TFOpLa (None, 1, 1, 512) 0 tf.math.reduce_mean_21[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_10 (TFOpLambda) (None, 1, 1, 512) 0 tf.__operators__.add_24[0][0]
__________________________________________________________________________________________________
tf.math.multiply_30 (TFOpLambda (None, 1, 1, 512) 0 tf.math.rsqrt_10[0][0]
__________________________________________________________________________________________________
tf.math.multiply_32 (TFOpLambda (None, 1, 1, 512) 0 tf.math.reduce_mean_20[0][0]
tf.math.multiply_30[0][0]
__________________________________________________________________________________________________
tf.cast_20 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.multiply_30[0][0]
__________________________________________________________________________________________________
tf.math.subtract_10 (TFOpLambda (None, 1, 1, 512) 0 tf.math.multiply_32[0][0]
__________________________________________________________________________________________________
tf.math.multiply_31 (TFOpLambda (None, 16, 16, 512) 0 conv2d_18[0][0]
tf.cast_20[0][0]
__________________________________________________________________________________________________
tf.cast_21 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.subtract_10[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_25 (TFOpLa (None, 16, 16, 512) 0 tf.math.multiply_31[0][0]
tf.cast_21[0][0]
__________________________________________________________________________________________________
conv2d_19 (Conv2D) (None, 16, 16, 512) 2359808 tf.__operators__.add_25[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_22 (TFOpLam (None, 1, 1, 512) 0 conv2d_19[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_11 (TFOpLambda (None, 1, 1, 512) 0 tf.math.reduce_mean_22[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_11 ( (None, 16, 16, 512) 0 conv2d_19[0][0]
tf.stop_gradient_11[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_23 (TFOpLam (None, 1, 1, 512) 0 tf.math.squared_difference_11[0][
__________________________________________________________________________________________________
tf.__operators__.add_26 (TFOpLa (None, 1, 1, 512) 0 tf.math.reduce_mean_23[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_11 (TFOpLambda) (None, 1, 1, 512) 0 tf.__operators__.add_26[0][0]
__________________________________________________________________________________________________
tf.math.multiply_33 (TFOpLambda (None, 1, 1, 512) 0 tf.math.rsqrt_11[0][0]
__________________________________________________________________________________________________
tf.math.multiply_35 (TFOpLambda (None, 1, 1, 512) 0 tf.math.reduce_mean_22[0][0]
tf.math.multiply_33[0][0]
__________________________________________________________________________________________________
tf.cast_22 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.multiply_33[0][0]
__________________________________________________________________________________________________
tf.math.subtract_11 (TFOpLambda (None, 1, 1, 512) 0 tf.math.multiply_35[0][0]
__________________________________________________________________________________________________
tf.math.multiply_34 (TFOpLambda (None, 16, 16, 512) 0 conv2d_19[0][0]
tf.cast_22[0][0]
__________________________________________________________________________________________________
tf.cast_23 (TFOpLambda) (None, 1, 1, 512) 0 tf.math.subtract_11[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_27 (TFOpLa (None, 16, 16, 512) 0 tf.math.multiply_34[0][0]
tf.cast_23[0][0]
__________________________________________________________________________________________________
conv2d_transpose_1 (Conv2DTrans (None, 32, 32, 256) 1179904 tf.__operators__.add_27[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_21 (TFOpLa (None, 32, 32, 256) 0 tf.__operators__.add_11[0][0]
__________________________________________________________________________________________________
concatenate_1 (Concatenate) (None, 32, 32, 512) 0 conv2d_transpose_1[0][0]
tf.__operators__.add_21[0][0]
__________________________________________________________________________________________________
conv2d_20 (Conv2D) (None, 32, 32, 256) 1179904 concatenate_1[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_24 (TFOpLam (None, 1, 1, 256) 0 conv2d_20[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_12 (TFOpLambda (None, 1, 1, 256) 0 tf.math.reduce_mean_24[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_12 ( (None, 32, 32, 256) 0 conv2d_20[0][0]
tf.stop_gradient_12[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_25 (TFOpLam (None, 1, 1, 256) 0 tf.math.squared_difference_12[0][
__________________________________________________________________________________________________
tf.__operators__.add_28 (TFOpLa (None, 1, 1, 256) 0 tf.math.reduce_mean_25[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_12 (TFOpLambda) (None, 1, 1, 256) 0 tf.__operators__.add_28[0][0]
__________________________________________________________________________________________________
tf.math.multiply_36 (TFOpLambda (None, 1, 1, 256) 0 tf.math.rsqrt_12[0][0]
__________________________________________________________________________________________________
tf.math.multiply_38 (TFOpLambda (None, 1, 1, 256) 0 tf.math.reduce_mean_24[0][0]
tf.math.multiply_36[0][0]
__________________________________________________________________________________________________
tf.cast_24 (TFOpLambda) (None, 1, 1, 256) 0 tf.math.multiply_36[0][0]
__________________________________________________________________________________________________
tf.math.subtract_12 (TFOpLambda (None, 1, 1, 256) 0 tf.math.multiply_38[0][0]
__________________________________________________________________________________________________
tf.math.multiply_37 (TFOpLambda (None, 32, 32, 256) 0 conv2d_20[0][0]
tf.cast_24[0][0]
__________________________________________________________________________________________________
tf.cast_25 (TFOpLambda) (None, 1, 1, 256) 0 tf.math.subtract_12[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_29 (TFOpLa (None, 32, 32, 256) 0 tf.math.multiply_37[0][0]
tf.cast_25[0][0]
__________________________________________________________________________________________________
conv2d_21 (Conv2D) (None, 32, 32, 256) 590080 tf.__operators__.add_29[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_26 (TFOpLam (None, 1, 1, 256) 0 conv2d_21[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_13 (TFOpLambda (None, 1, 1, 256) 0 tf.math.reduce_mean_26[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_13 ( (None, 32, 32, 256) 0 conv2d_21[0][0]
tf.stop_gradient_13[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_27 (TFOpLam (None, 1, 1, 256) 0 tf.math.squared_difference_13[0][
__________________________________________________________________________________________________
tf.__operators__.add_30 (TFOpLa (None, 1, 1, 256) 0 tf.math.reduce_mean_27[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_13 (TFOpLambda) (None, 1, 1, 256) 0 tf.__operators__.add_30[0][0]
__________________________________________________________________________________________________
tf.math.multiply_39 (TFOpLambda (None, 1, 1, 256) 0 tf.math.rsqrt_13[0][0]
__________________________________________________________________________________________________
tf.math.multiply_41 (TFOpLambda (None, 1, 1, 256) 0 tf.math.reduce_mean_26[0][0]
tf.math.multiply_39[0][0]
__________________________________________________________________________________________________
tf.cast_26 (TFOpLambda) (None, 1, 1, 256) 0 tf.math.multiply_39[0][0]
__________________________________________________________________________________________________
tf.math.subtract_13 (TFOpLambda (None, 1, 1, 256) 0 tf.math.multiply_41[0][0]
__________________________________________________________________________________________________
tf.math.multiply_40 (TFOpLambda (None, 32, 32, 256) 0 conv2d_21[0][0]
tf.cast_26[0][0]
__________________________________________________________________________________________________
tf.cast_27 (TFOpLambda) (None, 1, 1, 256) 0 tf.math.subtract_13[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_31 (TFOpLa (None, 32, 32, 256) 0 tf.math.multiply_40[0][0]
tf.cast_27[0][0]
__________________________________________________________________________________________________
conv2d_transpose_2 (Conv2DTrans (None, 64, 64, 128) 295040 tf.__operators__.add_31[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_22 (TFOpLa (None, 64, 64, 128) 0 tf.__operators__.add_7[0][0]
__________________________________________________________________________________________________
concatenate_2 (Concatenate) (None, 64, 64, 256) 0 conv2d_transpose_2[0][0]
tf.__operators__.add_22[0][0]
__________________________________________________________________________________________________
conv2d_22 (Conv2D) (None, 64, 64, 128) 295040 concatenate_2[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_28 (TFOpLam (None, 1, 1, 128) 0 conv2d_22[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_14 (TFOpLambda (None, 1, 1, 128) 0 tf.math.reduce_mean_28[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_14 ( (None, 64, 64, 128) 0 conv2d_22[0][0]
tf.stop_gradient_14[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_29 (TFOpLam (None, 1, 1, 128) 0 tf.math.squared_difference_14[0][
__________________________________________________________________________________________________
tf.__operators__.add_32 (TFOpLa (None, 1, 1, 128) 0 tf.math.reduce_mean_29[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_14 (TFOpLambda) (None, 1, 1, 128) 0 tf.__operators__.add_32[0][0]
__________________________________________________________________________________________________
tf.math.multiply_42 (TFOpLambda (None, 1, 1, 128) 0 tf.math.rsqrt_14[0][0]
__________________________________________________________________________________________________
tf.math.multiply_44 (TFOpLambda (None, 1, 1, 128) 0 tf.math.reduce_mean_28[0][0]
tf.math.multiply_42[0][0]
__________________________________________________________________________________________________
tf.cast_28 (TFOpLambda) (None, 1, 1, 128) 0 tf.math.multiply_42[0][0]
__________________________________________________________________________________________________
tf.math.subtract_14 (TFOpLambda (None, 1, 1, 128) 0 tf.math.multiply_44[0][0]
__________________________________________________________________________________________________
tf.math.multiply_43 (TFOpLambda (None, 64, 64, 128) 0 conv2d_22[0][0]
tf.cast_28[0][0]
__________________________________________________________________________________________________
tf.cast_29 (TFOpLambda) (None, 1, 1, 128) 0 tf.math.subtract_14[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_33 (TFOpLa (None, 64, 64, 128) 0 tf.math.multiply_43[0][0]
tf.cast_29[0][0]
__________________________________________________________________________________________________
conv2d_23 (Conv2D) (None, 64, 64, 128) 147584 tf.__operators__.add_33[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_30 (TFOpLam (None, 1, 1, 128) 0 conv2d_23[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_15 (TFOpLambda (None, 1, 1, 128) 0 tf.math.reduce_mean_30[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_15 ( (None, 64, 64, 128) 0 conv2d_23[0][0]
tf.stop_gradient_15[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_31 (TFOpLam (None, 1, 1, 128) 0 tf.math.squared_difference_15[0][
__________________________________________________________________________________________________
tf.__operators__.add_34 (TFOpLa (None, 1, 1, 128) 0 tf.math.reduce_mean_31[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_15 (TFOpLambda) (None, 1, 1, 128) 0 tf.__operators__.add_34[0][0]
__________________________________________________________________________________________________
tf.math.multiply_45 (TFOpLambda (None, 1, 1, 128) 0 tf.math.rsqrt_15[0][0]
__________________________________________________________________________________________________
tf.math.multiply_47 (TFOpLambda (None, 1, 1, 128) 0 tf.math.reduce_mean_30[0][0]
tf.math.multiply_45[0][0]
__________________________________________________________________________________________________
tf.cast_30 (TFOpLambda) (None, 1, 1, 128) 0 tf.math.multiply_45[0][0]
__________________________________________________________________________________________________
tf.math.subtract_15 (TFOpLambda (None, 1, 1, 128) 0 tf.math.multiply_47[0][0]
__________________________________________________________________________________________________
tf.math.multiply_46 (TFOpLambda (None, 64, 64, 128) 0 conv2d_23[0][0]
tf.cast_30[0][0]
__________________________________________________________________________________________________
tf.cast_31 (TFOpLambda) (None, 1, 1, 128) 0 tf.math.subtract_15[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_35 (TFOpLa (None, 64, 64, 128) 0 tf.math.multiply_46[0][0]
tf.cast_31[0][0]
__________________________________________________________________________________________________
conv2d_transpose_3 (Conv2DTrans (None, 128, 128, 64) 73792 tf.__operators__.add_35[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_23 (TFOpLa (None, 128, 128, 64) 0 tf.__operators__.add_3[0][0]
__________________________________________________________________________________________________
concatenate_3 (Concatenate) (None, 128, 128, 128 0 conv2d_transpose_3[0][0]
tf.__operators__.add_23[0][0]
__________________________________________________________________________________________________
conv2d_24 (Conv2D) (None, 128, 128, 64) 73792 concatenate_3[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_32 (TFOpLam (None, 1, 1, 64) 0 conv2d_24[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_16 (TFOpLambda (None, 1, 1, 64) 0 tf.math.reduce_mean_32[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_16 ( (None, 128, 128, 64) 0 conv2d_24[0][0]
tf.stop_gradient_16[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_33 (TFOpLam (None, 1, 1, 64) 0 tf.math.squared_difference_16[0][
__________________________________________________________________________________________________
tf.__operators__.add_36 (TFOpLa (None, 1, 1, 64) 0 tf.math.reduce_mean_33[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_16 (TFOpLambda) (None, 1, 1, 64) 0 tf.__operators__.add_36[0][0]
__________________________________________________________________________________________________
tf.math.multiply_48 (TFOpLambda (None, 1, 1, 64) 0 tf.math.rsqrt_16[0][0]
__________________________________________________________________________________________________
tf.math.multiply_50 (TFOpLambda (None, 1, 1, 64) 0 tf.math.reduce_mean_32[0][0]
tf.math.multiply_48[0][0]
__________________________________________________________________________________________________
tf.cast_32 (TFOpLambda) (None, 1, 1, 64) 0 tf.math.multiply_48[0][0]
__________________________________________________________________________________________________
tf.math.subtract_16 (TFOpLambda (None, 1, 1, 64) 0 tf.math.multiply_50[0][0]
__________________________________________________________________________________________________
tf.math.multiply_49 (TFOpLambda (None, 128, 128, 64) 0 conv2d_24[0][0]
tf.cast_32[0][0]
__________________________________________________________________________________________________
tf.cast_33 (TFOpLambda) (None, 1, 1, 64) 0 tf.math.subtract_16[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_37 (TFOpLa (None, 128, 128, 64) 0 tf.math.multiply_49[0][0]
tf.cast_33[0][0]
__________________________________________________________________________________________________
conv2d_25 (Conv2D) (None, 128, 128, 64) 36928 tf.__operators__.add_37[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_34 (TFOpLam (None, 1, 1, 64) 0 conv2d_25[0][0]
__________________________________________________________________________________________________
tf.stop_gradient_17 (TFOpLambda (None, 1, 1, 64) 0 tf.math.reduce_mean_34[0][0]
__________________________________________________________________________________________________
tf.math.squared_difference_17 ( (None, 128, 128, 64) 0 conv2d_25[0][0]
tf.stop_gradient_17[0][0]
__________________________________________________________________________________________________
tf.math.reduce_mean_35 (TFOpLam (None, 1, 1, 64) 0 tf.math.squared_difference_17[0][
__________________________________________________________________________________________________
tf.__operators__.add_38 (TFOpLa (None, 1, 1, 64) 0 tf.math.reduce_mean_35[0][0]
__________________________________________________________________________________________________
tf.math.rsqrt_17 (TFOpLambda) (None, 1, 1, 64) 0 tf.__operators__.add_38[0][0]
__________________________________________________________________________________________________
tf.math.multiply_51 (TFOpLambda (None, 1, 1, 64) 0 tf.math.rsqrt_17[0][0]
__________________________________________________________________________________________________
tf.math.multiply_53 (TFOpLambda (None, 1, 1, 64) 0 tf.math.reduce_mean_34[0][0]
tf.math.multiply_51[0][0]
__________________________________________________________________________________________________
tf.cast_34 (TFOpLambda) (None, 1, 1, 64) 0 tf.math.multiply_51[0][0]
__________________________________________________________________________________________________
tf.math.subtract_17 (TFOpLambda (None, 1, 1, 64) 0 tf.math.multiply_53[0][0]
__________________________________________________________________________________________________
tf.math.multiply_52 (TFOpLambda (None, 128, 128, 64) 0 conv2d_25[0][0]
tf.cast_34[0][0]
__________________________________________________________________________________________________
tf.cast_35 (TFOpLambda) (None, 1, 1, 64) 0 tf.math.subtract_17[0][0]
__________________________________________________________________________________________________
tf.__operators__.add_39 (TFOpLa (None, 128, 128, 64) 0 tf.math.multiply_52[0][0]
tf.cast_35[0][0]
__________________________________________________________________________________________________
conv2d_26 (Conv2D) (None, 128, 128, 1) 65 tf.__operators__.add_39[0][0]
==================================================================================================
Total params: 18,525,569
Trainable params: 18,525,569
Non-trainable params: 0
__________________________________________________________________________________________________