Toybrick

标题: tensorflow keras模型转rknn报错，如何解决？ [打印本页]

作者: farces 时间: 2019-10-30 14:32
标题: tensorflow keras模型转rknn报错，如何解决？
W verbose file path is invalid, debug info will not dump to file.
-->Loading model
D import clients finished
WARNING: Logging before flag parsing goes to stderr.
W1030 06:26:40.797580 140111928194816 deprecation_wrapper.py:119] From /usr/local/lib/python3.5/dist-packages/rknn/api/rknn.py:68: The name tf.GraphDef is deprecated. Please use tf.compat.v1.GraphDef instead.

W1030 06:26:41.059722 140111928194816 deprecation.py:323] From /usr/local/lib/python3.5/dist-packages/rknn/api/rknn.py:68: extract_sub_graph (from tensorflow.python.framework.graph_util_impl) is deprecated and will be removed in a future version.
Instructions for updating:
Use `tf.compat.v1.graph_util.extract_sub_graph`
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I Fix merge batch_normalization_62/cond/Merge branch batch_normalization_62/cond/FusedBatchNormV3_1

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I Fix merge batch_normalization_34/cond/Merge branch batch_normalization_34/cond/FusedBatchNormV3_1

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I short-cut conv2d_24/kernel

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I short-cut conv2d_40/kernel:out0 - conv2d_40/Conv2D:in1 skip conv2d_40/Conv2D/ReadVariableOp
I short-cut batch_normalization_23/beta:out0 - batch_normalization_23/cond/FusedBatchNormV3_1:in2 skip batch_normalization_23/cond/ReadVariableOp_3
I short-cut batch_normalization_111/moving_variance:out0 - batch_normalization_111/cond/FusedBatchNormV3_1:in4 skip batch_normalization_111/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_52/kernel:out0 - conv2d_52/Conv2D:in1 skip conv2d_52/Conv2D/ReadVariableOp
I short-cut batch_normalization_106/moving_mean:out0 - batch_normalization_106/cond/FusedBatchNormV3_1:in3 skip batch_normalization_106/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_45/moving_variance:out0 - batch_normalization_45/cond/FusedBatchNormV3_1:in4 skip batch_normalization_45/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_51/beta:out0 - batch_normalization_51/cond/FusedBatchNormV3_1:in2 skip batch_normalization_51/cond/ReadVariableOp_3
I short-cut batch_normalization_43/moving_variance:out0 - batch_normalization_43/cond/FusedBatchNormV3_1:in4 skip batch_normalization_43/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_94/gamma:out0 - batch_normalization_94/cond/FusedBatchNormV3_1:in1 skip batch_normalization_94/cond/ReadVariableOp_2
I short-cut conv2d_99/kernel:out0 - conv2d_99/Conv2D:in1 skip conv2d_99/Conv2D/ReadVariableOp
I short-cut batch_normalization_33/moving_variance:out0 - batch_normalization_33/cond/FusedBatchNormV3_1:in4 skip batch_normalization_33/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_81/kernel:out0 - conv2d_81/Conv2D:in1 skip conv2d_81/Conv2D/ReadVariableOp
I short-cut batch_normalization_119/beta:out0 - batch_normalization_119/cond/FusedBatchNormV3_1:in2 skip batch_normalization_119/cond/ReadVariableOp_3
I short-cut batch_normalization_7/beta:out0 - batch_normalization_7/cond/FusedBatchNormV3_1:in2 skip batch_normalization_7/cond/ReadVariableOp_3
I short-cut batch_normalization_25/gamma:out0 - batch_normalization_25/cond/FusedBatchNormV3_1:in1 skip batch_normalization_25/cond/ReadVariableOp_2
I short-cut batch_normalization_3/gamma:out0 - batch_normalization_3/cond/FusedBatchNormV3_1:in1 skip batch_normalization_3/cond/ReadVariableOp_2
I short-cut batch_normalization_95/gamma:out0 - batch_normalization_95/cond/FusedBatchNormV3_1:in1 skip batch_normalization_95/cond/ReadVariableOp_2
I short-cut conv2d_4/kernel:out0 - conv2d_4/Conv2D:in1 skip conv2d_4/Conv2D/ReadVariableOp
I short-cut batch_normalization_104/beta:out0 - batch_normalization_104/cond/FusedBatchNormV3_1:in2 skip batch_normalization_104/cond/ReadVariableOp_3
I short-cut batch_normalization_104/gamma:out0 - batch_normalization_104/cond/FusedBatchNormV3_1:in1 skip batch_normalization_104/cond/ReadVariableOp_2
I short-cut batch_normalization_112/moving_mean:out0 - batch_normalization_112/cond/FusedBatchNormV3_1:in3 skip batch_normalization_112/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_47/moving_variance:out0 - batch_normalization_47/cond/FusedBatchNormV3_1:in4 skip batch_normalization_47/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_87/gamma:out0 - batch_normalization_87/cond/FusedBatchNormV3_1:in1 skip batch_normalization_87/cond/ReadVariableOp_2
I short-cut batch_normalization_79/gamma:out0 - batch_normalization_79/cond/FusedBatchNormV3_1:in1 skip batch_normalization_79/cond/ReadVariableOp_2
I short-cut batch_normalization_110/beta:out0 - batch_normalization_110/cond/FusedBatchNormV3_1:in2 skip batch_normalization_110/cond/ReadVariableOp_3
I short-cut batch_normalization_107/moving_variance:out0 - batch_normalization_107/cond/FusedBatchNormV3_1:in4 skip batch_normalization_107/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_55/gamma:out0 - batch_normalization_55/cond/FusedBatchNormV3_1:in1 skip batch_normalization_55/cond/ReadVariableOp_2
I short-cut batch_normalization_119/moving_variance:out0 - batch_normalization_119/cond/FusedBatchNormV3_1:in4 skip batch_normalization_119/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_120/beta:out0 - batch_normalization_120/cond/FusedBatchNormV3_1:in2 skip batch_normalization_120/cond/ReadVariableOp_3
I short-cut batch_normalization_29/beta:out0 - batch_normalization_29/cond/FusedBatchNormV3_1:in2 skip batch_normalization_29/cond/ReadVariableOp_3
I short-cut conv2d_70/kernel:out0 - conv2d_70/Conv2D:in1 skip conv2d_70/Conv2D/ReadVariableOp
I short-cut conv2d_56/kernel:out0 - conv2d_56/Conv2D:in1 skip conv2d_56/Conv2D/ReadVariableOp
I short-cut batch_normalization_66/moving_mean:out0 - batch_normalization_66/cond/FusedBatchNormV3_1:in3 skip batch_normalization_66/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_81/gamma:out0 - batch_normalization_81/cond/FusedBatchNormV3_1:in1 skip batch_normalization_81/cond/ReadVariableOp_2
I short-cut batch_normalization_65/gamma:out0 - batch_normalization_65/cond/FusedBatchNormV3_1:in1 skip batch_normalization_65/cond/ReadVariableOp_2
I short-cut conv2d_90/kernel:out0 - conv2d_90/Conv2D:in1 skip conv2d_90/Conv2D/ReadVariableOp
I short-cut batch_normalization_84/gamma:out0 - batch_normalization_84/cond/FusedBatchNormV3_1:in1 skip batch_normalization_84/cond/ReadVariableOp_2
I short-cut batch_normalization_47/beta:out0 - batch_normalization_47/cond/FusedBatchNormV3_1:in2 skip batch_normalization_47/cond/ReadVariableOp_3
I short-cut batch_normalization_48/beta:out0 - batch_normalization_48/cond/FusedBatchNormV3_1:in2 skip batch_normalization_48/cond/ReadVariableOp_3
I short-cut batch_normalization_33/beta:out0 - batch_normalization_33/cond/FusedBatchNormV3_1:in2 skip batch_normalization_33/cond/ReadVariableOp_3
I short-cut batch_normalization_113/gamma:out0 - batch_normalization_113/cond/FusedBatchNormV3_1:in1 skip batch_normalization_113/cond/ReadVariableOp_2
I short-cut batch_normalization_61/moving_variance:out0 - batch_normalization_61/cond/FusedBatchNormV3_1:in4 skip batch_normalization_61/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_65/kernel:out0 - conv2d_65/Conv2D:in1 skip conv2d_65/Conv2D/ReadVariableOp
I short-cut batch_normalization_34/gamma:out0 - batch_normalization_34/cond/FusedBatchNormV3_1:in1 skip batch_normalization_34/cond/ReadVariableOp_2
I short-cut batch_normalization_105/gamma:out0 - batch_normalization_105/cond/FusedBatchNormV3_1:in1 skip batch_normalization_105/cond/ReadVariableOp_2
I short-cut batch_normalization_65/moving_variance:out0 - batch_normalization_65/cond/FusedBatchNormV3_1:in4 skip batch_normalization_65/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_73/gamma:out0 - batch_normalization_73/cond/FusedBatchNormV3_1:in1 skip batch_normalization_73/cond/ReadVariableOp_2
I short-cut batch_normalization_22/moving_variance:out0 - batch_normalization_22/cond/FusedBatchNormV3_1:in4 skip batch_normalization_22/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_106/beta:out0 - batch_normalization_106/cond/FusedBatchNormV3_1:in2 skip batch_normalization_106/cond/ReadVariableOp_3
I short-cut batch_normalization_90/beta:out0 - batch_normalization_90/cond/FusedBatchNormV3_1:in2 skip batch_normalization_90/cond/ReadVariableOp_3
I short-cut batch_normalization_58/moving_mean:out0 - batch_normalization_58/cond/FusedBatchNormV3_1:in3 skip batch_normalization_58/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_92/beta:out0 - batch_normalization_92/cond/FusedBatchNormV3_1:in2 skip batch_normalization_92/cond/ReadVariableOp_3
I short-cut batch_normalization_116/moving_variance:out0 - batch_normalization_116/cond/FusedBatchNormV3_1:in4 skip batch_normalization_116/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_86/beta:out0 - batch_normalization_86/cond/FusedBatchNormV3_1:in2 skip batch_normalization_86/cond/ReadVariableOp_3
I short-cut batch_normalization_49/beta:out0 - batch_normalization_49/cond/FusedBatchNormV3_1:in2 skip batch_normalization_49/cond/ReadVariableOp_3
I short-cut dense_1/bias:out0 - dense_1/BiasAdd:in1 skip dense_1/BiasAdd/ReadVariableOp
I short-cut conv2d_61/kernel:out0 - conv2d_61/Conv2D:in1 skip conv2d_61/Conv2D/ReadVariableOp
I short-cut batch_normalization_98/moving_mean:out0 - batch_normalization_98/cond/FusedBatchNormV3_1:in3 skip batch_normalization_98/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_66/gamma:out0 - batch_normalization_66/cond/FusedBatchNormV3_1:in1 skip batch_normalization_66/cond/ReadVariableOp_2
I short-cut batch_normalization_51/moving_mean:out0 - batch_normalization_51/cond/FusedBatchNormV3_1:in3 skip batch_normalization_51/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_82/moving_mean:out0 - batch_normalization_82/cond/FusedBatchNormV3_1:in3 skip batch_normalization_82/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_30/moving_variance:out0 - batch_normalization_30/cond/FusedBatchNormV3_1:in4 skip batch_normalization_30/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_72/moving_mean:out0 - batch_normalization_72/cond/FusedBatchNormV3_1:in3 skip batch_normalization_72/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_115/gamma:out0 - batch_normalization_115/cond/FusedBatchNormV3_1:in1 skip batch_normalization_115/cond/ReadVariableOp_2
I short-cut batch_normalization_107/beta:out0 - batch_normalization_107/cond/FusedBatchNormV3_1:in2 skip batch_normalization_107/cond/ReadVariableOp_3
I short-cut conv2d_64/kernel:out0 - conv2d_64/Conv2D:in1 skip conv2d_64/Conv2D/ReadVariableOp
I short-cut batch_normalization_118/moving_variance:out0 - batch_normalization_118/cond/FusedBatchNormV3_1:in4 skip batch_normalization_118/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_34/moving_mean:out0 - batch_normalization_34/cond/FusedBatchNormV3_1:in3 skip batch_normalization_34/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_70/moving_variance:out0 - batch_normalization_70/cond/FusedBatchNormV3_1:in4 skip batch_normalization_70/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_105/kernel:out0 - conv2d_105/Conv2D:in1 skip conv2d_105/Conv2D/ReadVariableOp
I short-cut batch_normalization_11/moving_variance:out0 - batch_normalization_11/cond/FusedBatchNormV3_1:in4 skip batch_normalization_11/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_87/moving_mean:out0 - batch_normalization_87/cond/FusedBatchNormV3_1:in3 skip batch_normalization_87/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_17/kernel:out0 - conv2d_17/Conv2D:in1 skip conv2d_17/Conv2D/ReadVariableOp
I short-cut batch_normalization_76/moving_variance:out0 - batch_normalization_76/cond/FusedBatchNormV3_1:in4 skip batch_normalization_76/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_3/beta:out0 - batch_normalization_3/cond/FusedBatchNormV3_1:in2 skip batch_normalization_3/cond/ReadVariableOp_3
I short-cut batch_normalization_35/gamma:out0 - batch_normalization_35/cond/FusedBatchNormV3_1:in1 skip batch_normalization_35/cond/ReadVariableOp_2
I short-cut conv2d_15/kernel:out0 - conv2d_15/Conv2D:in1 skip conv2d_15/Conv2D/ReadVariableOp
I short-cut conv2d_5/kernel:out0 - conv2d_5/Conv2D:in1 skip conv2d_5/Conv2D/ReadVariableOp
I short-cut batch_normalization_5/moving_variance:out0 - batch_normalization_5/cond/FusedBatchNormV3_1:in4 skip batch_normalization_5/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_99/gamma:out0 - batch_normalization_99/cond/FusedBatchNormV3_1:in1 skip batch_normalization_99/cond/ReadVariableOp_2
I short-cut conv2d_46/kernel:out0 - conv2d_46/Conv2D:in1 skip conv2d_46/Conv2D/ReadVariableOp
I short-cut batch_normalization_84/moving_variance:out0 - batch_normalization_84/cond/FusedBatchNormV3_1:in4 skip batch_normalization_84/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_71/gamma:out0 - batch_normalization_71/cond/FusedBatchNormV3_1:in1 skip batch_normalization_71/cond/ReadVariableOp_2
I short-cut conv2d_85/kernel:out0 - conv2d_85/Conv2D:in1 skip conv2d_85/Conv2D/ReadVariableOp
I short-cut batch_normalization_72/beta:out0 - batch_normalization_72/cond/FusedBatchNormV3_1:in2 skip batch_normalization_72/cond/ReadVariableOp_3
I short-cut conv2d_113/kernel:out0 - conv2d_113/Conv2D:in1 skip conv2d_113/Conv2D/ReadVariableOp
I short-cut conv2d_42/kernel:out0 - conv2d_42/Conv2D:in1 skip conv2d_42/Conv2D/ReadVariableOp
I short-cut batch_normalization_63/gamma:out0 - batch_normalization_63/cond/FusedBatchNormV3_1:in1 skip batch_normalization_63/cond/ReadVariableOp_2
I short-cut batch_normalization_71/moving_mean:out0 - batch_normalization_71/cond/FusedBatchNormV3_1:in3 skip batch_normalization_71/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_97/moving_mean:out0 - batch_normalization_97/cond/FusedBatchNormV3_1:in3 skip batch_normalization_97/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_48/kernel:out0 - conv2d_48/Conv2D:in1 skip conv2d_48/Conv2D/ReadVariableOp
I short-cut batch_normalization_77/moving_variance:out0 - batch_normalization_77/cond/FusedBatchNormV3_1:in4 skip batch_normalization_77/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_83/gamma:out0 - batch_normalization_83/cond/FusedBatchNormV3_1:in1 skip batch_normalization_83/cond/ReadVariableOp_2
I short-cut conv2d_68/kernel:out0 - conv2d_68/Conv2D:in1 skip conv2d_68/Conv2D/ReadVariableOp
I short-cut conv2d_60/kernel:out0 - conv2d_60/Conv2D:in1 skip conv2d_60/Conv2D/ReadVariableOp
I short-cut batch_normalization_77/beta:out0 - batch_normalization_77/cond/FusedBatchNormV3_1:in2 skip batch_normalization_77/cond/ReadVariableOp_3
I short-cut batch_normalization_20/gamma:out0 - batch_normalization_20/cond/FusedBatchNormV3_1:in1 skip batch_normalization_20/cond/ReadVariableOp_2
I short-cut batch_normalization_11/moving_mean:out0 - batch_normalization_11/cond/FusedBatchNormV3_1:in3 skip batch_normalization_11/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_51/kernel:out0 - conv2d_51/Conv2D:in1 skip conv2d_51/Conv2D/ReadVariableOp
I short-cut conv2d_110/kernel:out0 - conv2d_110/Conv2D:in1 skip conv2d_110/Conv2D/ReadVariableOp
I short-cut batch_normalization_2/gamma:out0 - batch_normalization_2/cond/FusedBatchNormV3_1:in1 skip batch_normalization_2/cond/ReadVariableOp_2
I short-cut batch_normalization_90/moving_mean:out0 - batch_normalization_90/cond/FusedBatchNormV3_1:in3 skip batch_normalization_90/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_76/beta:out0 - batch_normalization_76/cond/FusedBatchNormV3_1:in2 skip batch_normalization_76/cond/ReadVariableOp_3
I short-cut conv2d_47/kernel:out0 - conv2d_47/Conv2D:in1 skip conv2d_47/Conv2D/ReadVariableOp
I short-cut batch_normalization_113/moving_variance:out0 - batch_normalization_113/cond/FusedBatchNormV3_1:in4 skip batch_normalization_113/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_19/beta:out0 - batch_normalization_19/cond/FusedBatchNormV3_1:in2 skip batch_normalization_19/cond/ReadVariableOp_3
I short-cut batch_normalization_82/moving_variance:out0 - batch_normalization_82/cond/FusedBatchNormV3_1:in4 skip batch_normalization_82/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_72/moving_variance:out0 - batch_normalization_72/cond/FusedBatchNormV3_1:in4 skip batch_normalization_72/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_111/kernel:out0 - conv2d_111/Conv2D:in1 skip conv2d_111/Conv2D/ReadVariableOp
I short-cut batch_normalization_3/moving_variance:out0 - batch_normalization_3/cond/FusedBatchNormV3_1:in4 skip batch_normalization_3/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_121/gamma:out0 - batch_normalization_121/cond/FusedBatchNormV3_1:in1 skip batch_normalization_121/cond/ReadVariableOp_2
I short-cut batch_normalization_100/beta:out0 - batch_normalization_100/cond/FusedBatchNormV3_1:in2 skip batch_normalization_100/cond/ReadVariableOp_3
I short-cut batch_normalization_46/gamma:out0 - batch_normalization_46/cond/FusedBatchNormV3_1:in1 skip batch_normalization_46/cond/ReadVariableOp_2
I short-cut conv2d_118/kernel:out0 - conv2d_118/Conv2D:in1 skip conv2d_118/Conv2D/ReadVariableOp
I short-cut batch_normalization_74/moving_mean:out0 - batch_normalization_74/cond/FusedBatchNormV3_1:in3 skip batch_normalization_74/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_98/moving_variance:out0 - batch_normalization_98/cond/FusedBatchNormV3_1:in4 skip batch_normalization_98/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_54/moving_mean:out0 - batch_normalization_54/cond/FusedBatchNormV3_1:in3 skip batch_normalization_54/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_113/beta:out0 - batch_normalization_113/cond/FusedBatchNormV3_1:in2 skip batch_normalization_113/cond/ReadVariableOp_3
I short-cut batch_normalization_78/gamma:out0 - batch_normalization_78/cond/FusedBatchNormV3_1:in1 skip batch_normalization_78/cond/ReadVariableOp_2
I short-cut batch_normalization_12/moving_variance:out0 - batch_normalization_12/cond/FusedBatchNormV3_1:in4 skip batch_normalization_12/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_121/moving_mean:out0 - batch_normalization_121/cond/FusedBatchNormV3_1:in3 skip batch_normalization_121/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_102/kernel:out0 - conv2d_102/Conv2D:in1 skip conv2d_102/Conv2D/ReadVariableOp
I short-cut batch_normalization_52/gamma:out0 - batch_normalization_52/cond/FusedBatchNormV3_1:in1 skip batch_normalization_52/cond/ReadVariableOp_2
I short-cut batch_normalization_47/gamma:out0 - batch_normalization_47/cond/FusedBatchNormV3_1:in1 skip batch_normalization_47/cond/ReadVariableOp_2
I short-cut batch_normalization_36/moving_mean:out0 - batch_normalization_36/cond/FusedBatchNormV3_1:in3 skip batch_normalization_36/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_106/gamma:out0 - batch_normalization_106/cond/FusedBatchNormV3_1:in1 skip batch_normalization_106/cond/ReadVariableOp_2
I short-cut conv2d_72/kernel:out0 - conv2d_72/Conv2D:in1 skip conv2d_72/Conv2D/ReadVariableOp
I short-cut batch_normalization_44/beta:out0 - batch_normalization_44/cond/FusedBatchNormV3_1:in2 skip batch_normalization_44/cond/ReadVariableOp_3
I short-cut conv2d_57/kernel:out0 - conv2d_57/Conv2D:in1 skip conv2d_57/Conv2D/ReadVariableOp
I short-cut batch_normalization_53/gamma:out0 - batch_normalization_53/cond/FusedBatchNormV3_1:in1 skip batch_normalization_53/cond/ReadVariableOp_2
I short-cut batch_normalization_109/gamma:out0 - batch_normalization_109/cond/FusedBatchNormV3_1:in1 skip batch_normalization_109/cond/ReadVariableOp_2
I short-cut batch_normalization_77/moving_mean:out0 - batch_normalization_77/cond/FusedBatchNormV3_1:in3 skip batch_normalization_77/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_109/kernel:out0 - conv2d_109/Conv2D:in1 skip conv2d_109/Conv2D/ReadVariableOp
I short-cut batch_normalization_15/gamma:out0 - batch_normalization_15/cond/FusedBatchNormV3_1:in1 skip batch_normalization_15/cond/ReadVariableOp_2
I short-cut batch_normalization_9/gamma:out0 - batch_normalization_9/cond/FusedBatchNormV3_1:in1 skip batch_normalization_9/cond/ReadVariableOp_2
I short-cut batch_normalization_38/beta:out0 - batch_normalization_38/cond/FusedBatchNormV3_1:in2 skip batch_normalization_38/cond/ReadVariableOp_3
I short-cut batch_normalization_80/moving_mean:out0 - batch_normalization_80/cond/FusedBatchNormV3_1:in3 skip batch_normalization_80/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_45/gamma:out0 - batch_normalization_45/cond/FusedBatchNormV3_1:in1 skip batch_normalization_45/cond/ReadVariableOp_2
I short-cut batch_normalization_22/moving_mean:out0 - batch_normalization_22/cond/FusedBatchNormV3_1:in3 skip batch_normalization_22/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_94/beta:out0 - batch_normalization_94/cond/FusedBatchNormV3_1:in2 skip batch_normalization_94/cond/ReadVariableOp_3
I short-cut batch_normalization_29/moving_mean:out0 - batch_normalization_29/cond/FusedBatchNormV3_1:in3 skip batch_normalization_29/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_39/kernel:out0 - conv2d_39/Conv2D:in1 skip conv2d_39/Conv2D/ReadVariableOp
I short-cut batch_normalization_55/moving_mean:out0 - batch_normalization_55/cond/FusedBatchNormV3_1:in3 skip batch_normalization_55/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_14/moving_variance:out0 - batch_normalization_14/cond/FusedBatchNormV3_1:in4 skip batch_normalization_14/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_89/beta:out0 - batch_normalization_89/cond/FusedBatchNormV3_1:in2 skip batch_normalization_89/cond/ReadVariableOp_3
I short-cut batch_normalization_8/gamma:out0 - batch_normalization_8/cond/FusedBatchNormV3_1:in1 skip batch_normalization_8/cond/ReadVariableOp_2
I short-cut batch_normalization_68/gamma:out0 - batch_normalization_68/cond/FusedBatchNormV3_1:in1 skip batch_normalization_68/cond/ReadVariableOp_2
I short-cut batch_normalization_102/gamma:out0 - batch_normalization_102/cond/FusedBatchNormV3_1:in1 skip batch_normalization_102/cond/ReadVariableOp_2
I short-cut batch_normalization_66/moving_variance:out0 - batch_normalization_66/cond/FusedBatchNormV3_1:in4 skip batch_normalization_66/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_43/gamma:out0 - batch_normalization_43/cond/FusedBatchNormV3_1:in1 skip batch_normalization_43/cond/ReadVariableOp_2
I short-cut conv2d_89/kernel:out0 - conv2d_89/Conv2D:in1 skip conv2d_89/Conv2D/ReadVariableOp
I short-cut conv2d_27/kernel:out0 - conv2d_27/Conv2D:in1 skip conv2d_27/Conv2D/ReadVariableOp
I short-cut batch_normalization_1/gamma:out0 - batch_normalization_1/cond/FusedBatchNormV3_1:in1 skip batch_normalization_1/cond/ReadVariableOp_2
I short-cut batch_normalization_40/beta:out0 - batch_normalization_40/cond/FusedBatchNormV3_1:in2 skip batch_normalization_40/cond/ReadVariableOp_3
I short-cut batch_normalization_92/gamma:out0 - batch_normalization_92/cond/FusedBatchNormV3_1:in1 skip batch_normalization_92/cond/ReadVariableOp_2
I short-cut batch_normalization_100/moving_variance:out0 - batch_normalization_100/cond/FusedBatchNormV3_1:in4 skip batch_normalization_100/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_95/beta:out0 - batch_normalization_95/cond/FusedBatchNormV3_1:in2 skip batch_normalization_95/cond/ReadVariableOp_3
I short-cut batch_normalization_20/moving_variance:out0 - batch_normalization_20/cond/FusedBatchNormV3_1:in4 skip batch_normalization_20/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_114/moving_mean:out0 - batch_normalization_114/cond/FusedBatchNormV3_1:in3 skip batch_normalization_114/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_29/moving_variance:out0 - batch_normalization_29/cond/FusedBatchNormV3_1:in4 skip batch_normalization_29/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_120/moving_mean:out0 - batch_normalization_120/cond/FusedBatchNormV3_1:in3 skip batch_normalization_120/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_63/moving_mean:out0 - batch_normalization_63/cond/FusedBatchNormV3_1:in3 skip batch_normalization_63/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_78/beta:out0 - batch_normalization_78/cond/FusedBatchNormV3_1:in2 skip batch_normalization_78/cond/ReadVariableOp_3
I short-cut batch_normalization_38/moving_variance:out0 - batch_normalization_38/cond/FusedBatchNormV3_1:in4 skip batch_normalization_38/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_72/gamma:out0 - batch_normalization_72/cond/FusedBatchNormV3_1:in1 skip batch_normalization_72/cond/ReadVariableOp_2
I short-cut batch_normalization_63/beta:out0 - batch_normalization_63/cond/FusedBatchNormV3_1:in2 skip batch_normalization_63/cond/ReadVariableOp_3
I short-cut batch_normalization_39/beta:out0 - batch_normalization_39/cond/FusedBatchNormV3_1:in2 skip batch_normalization_39/cond/ReadVariableOp_3
I short-cut batch_normalization_12/gamma:out0 - batch_normalization_12/cond/FusedBatchNormV3_1:in1 skip batch_normalization_12/cond/ReadVariableOp_2
I short-cut batch_normalization_64/moving_mean:out0 - batch_normalization_64/cond/FusedBatchNormV3_1:in3 skip batch_normalization_64/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_104/moving_variance:out0 - batch_normalization_104/cond/FusedBatchNormV3_1:in4 skip batch_normalization_104/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_41/kernel:out0 - conv2d_41/Conv2D:in1 skip conv2d_41/Conv2D/ReadVariableOp
I short-cut batch_normalization_79/moving_variance:out0 - batch_normalization_79/cond/FusedBatchNormV3_1:in4 skip batch_normalization_79/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_49/gamma:out0 - batch_normalization_49/cond/FusedBatchNormV3_1:in1 skip batch_normalization_49/cond/ReadVariableOp_2
I short-cut batch_normalization_74/beta:out0 - batch_normalization_74/cond/FusedBatchNormV3_1:in2 skip batch_normalization_74/cond/ReadVariableOp_3
I short-cut batch_normalization_94/moving_mean:out0 - batch_normalization_94/cond/FusedBatchNormV3_1:in3 skip batch_normalization_94/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_24/moving_variance:out0 - batch_normalization_24/cond/FusedBatchNormV3_1:in4 skip batch_normalization_24/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_103/moving_variance:out0 - batch_normalization_103/cond/FusedBatchNormV3_1:in4 skip batch_normalization_103/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_86/gamma:out0 - batch_normalization_86/cond/FusedBatchNormV3_1:in1 skip batch_normalization_86/cond/ReadVariableOp_2
I short-cut conv2d_14/kernel:out0 - conv2d_14/Conv2D:in1 skip conv2d_14/Conv2D/ReadVariableOp
I short-cut batch_normalization_117/beta:out0 - batch_normalization_117/cond/FusedBatchNormV3_1:in2 skip batch_normalization_117/cond/ReadVariableOp_3
I short-cut batch_normalization_17/moving_variance:out0 - batch_normalization_17/cond/FusedBatchNormV3_1:in4 skip batch_normalization_17/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_62/beta:out0 - batch_normalization_62/cond/FusedBatchNormV3_1:in2 skip batch_normalization_62/cond/ReadVariableOp_3
I short-cut batch_normalization_101/moving_variance:out0 - batch_normalization_101/cond/FusedBatchNormV3_1:in4 skip batch_normalization_101/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_91/beta:out0 - batch_normalization_91/cond/FusedBatchNormV3_1:in2 skip batch_normalization_91/cond/ReadVariableOp_3
I short-cut batch_normalization_13/gamma:out0 - batch_normalization_13/cond/FusedBatchNormV3_1:in1 skip batch_normalization_13/cond/ReadVariableOp_2
I short-cut batch_normalization_39/moving_variance:out0 - batch_normalization_39/cond/FusedBatchNormV3_1:in4 skip batch_normalization_39/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_27/gamma:out0 - batch_normalization_27/cond/FusedBatchNormV3_1:in1 skip batch_normalization_27/cond/ReadVariableOp_2
I short-cut batch_normalization_109/moving_mean:out0 - batch_normalization_109/cond/FusedBatchNormV3_1:in3 skip batch_normalization_109/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_62/gamma:out0 - batch_normalization_62/cond/FusedBatchNormV3_1:in1 skip batch_normalization_62/cond/ReadVariableOp_2
I short-cut conv2d_59/kernel:out0 - conv2d_59/Conv2D:in1 skip conv2d_59/Conv2D/ReadVariableOp
I short-cut batch_normalization_116/moving_mean:out0 - batch_normalization_116/cond/FusedBatchNormV3_1:in3 skip batch_normalization_116/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_9/beta:out0 - batch_normalization_9/cond/FusedBatchNormV3_1:in2 skip batch_normalization_9/cond/ReadVariableOp_3
I short-cut batch_normalization_60/beta:out0 - batch_normalization_60/cond/FusedBatchNormV3_1:in2 skip batch_normalization_60/cond/ReadVariableOp_3
I short-cut batch_normalization_52/beta:out0 - batch_normalization_52/cond/FusedBatchNormV3_1:in2 skip batch_normalization_52/cond/ReadVariableOp_3
I short-cut batch_normalization_27/beta:out0 - batch_normalization_27/cond/FusedBatchNormV3_1:in2 skip batch_normalization_27/cond/ReadVariableOp_3
I short-cut batch_normalization_6/moving_mean:out0 - batch_normalization_6/cond/FusedBatchNormV3_1:in3 skip batch_normalization_6/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_77/gamma:out0 - batch_normalization_77/cond/FusedBatchNormV3_1:in1 skip batch_normalization_77/cond/ReadVariableOp_2
I short-cut batch_normalization_45/beta:out0 - batch_normalization_45/cond/FusedBatchNormV3_1:in2 skip batch_normalization_45/cond/ReadVariableOp_3
I short-cut batch_normalization_30/beta:out0 - batch_normalization_30/cond/FusedBatchNormV3_1:in2 skip batch_normalization_30/cond/ReadVariableOp_3
I short-cut batch_normalization_34/moving_variance:out0 - batch_normalization_34/cond/FusedBatchNormV3_1:in4 skip batch_normalization_34/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_120/kernel:out0 - conv2d_120/Conv2D:in1 skip conv2d_120/Conv2D/ReadVariableOp
I short-cut batch_normalization_26/gamma:out0 - batch_normalization_26/cond/FusedBatchNormV3_1:in1 skip batch_normalization_26/cond/ReadVariableOp_2
I short-cut batch_normalization_43/beta:out0 - batch_normalization_43/cond/FusedBatchNormV3_1:in2 skip batch_normalization_43/cond/ReadVariableOp_3
I short-cut batch_normalization_11/gamma:out0 - batch_normalization_11/cond/FusedBatchNormV3_1:in1 skip batch_normalization_11/cond/ReadVariableOp_2
I short-cut batch_normalization_4/moving_mean:out0 - batch_normalization_4/cond/FusedBatchNormV3_1:in3 skip batch_normalization_4/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_35/moving_mean:out0 - batch_normalization_35/cond/FusedBatchNormV3_1:in3 skip batch_normalization_35/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_88/moving_mean:out0 - batch_normalization_88/cond/FusedBatchNormV3_1:in3 skip batch_normalization_88/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_88/gamma:out0 - batch_normalization_88/cond/FusedBatchNormV3_1:in1 skip batch_normalization_88/cond/ReadVariableOp_2
I short-cut batch_normalization_2/moving_mean:out0 - batch_normalization_2/cond/FusedBatchNormV3_1:in3 skip batch_normalization_2/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_90/moving_variance:out0 - batch_normalization_90/cond/FusedBatchNormV3_1:in4 skip batch_normalization_90/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_81/moving_mean:out0 - batch_normalization_81/cond/FusedBatchNormV3_1:in3 skip batch_normalization_81/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_43/moving_mean:out0 - batch_normalization_43/cond/FusedBatchNormV3_1:in3 skip batch_normalization_43/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_35/moving_variance:out0 - batch_normalization_35/cond/FusedBatchNormV3_1:in4 skip batch_normalization_35/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_19/gamma:out0 - batch_normalization_19/cond/FusedBatchNormV3_1:in1 skip batch_normalization_19/cond/ReadVariableOp_2
I short-cut batch_normalization_98/gamma:out0 - batch_normalization_98/cond/FusedBatchNormV3_1:in1 skip batch_normalization_98/cond/ReadVariableOp_2
I short-cut conv2d_106/kernel:out0 - conv2d_106/Conv2D:in1 skip conv2d_106/Conv2D/ReadVariableOp
I short-cut batch_normalization_2/moving_variance:out0 - batch_normalization_2/cond/FusedBatchNormV3_1:in4 skip batch_normalization_2/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_53/moving_variance:out0 - batch_normalization_53/cond/FusedBatchNormV3_1:in4 skip batch_normalization_53/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_23/gamma:out0 - batch_normalization_23/cond/FusedBatchNormV3_1:in1 skip batch_normalization_23/cond/ReadVariableOp_2
I short-cut batch_normalization_59/gamma:out0 - batch_normalization_59/cond/FusedBatchNormV3_1:in1 skip batch_normalization_59/cond/ReadVariableOp_2
I short-cut batch_normalization_76/gamma:out0 - batch_normalization_76/cond/FusedBatchNormV3_1:in1 skip batch_normalization_76/cond/ReadVariableOp_2
I short-cut batch_normalization_8/beta:out0 - batch_normalization_8/cond/FusedBatchNormV3_1:in2 skip batch_normalization_8/cond/ReadVariableOp_3
I short-cut batch_normalization_90/gamma:out0 - batch_normalization_90/cond/FusedBatchNormV3_1:in1 skip batch_normalization_90/cond/ReadVariableOp_2
I short-cut conv2d_84/kernel:out0 - conv2d_84/Conv2D:in1 skip conv2d_84/Conv2D/ReadVariableOp
I short-cut batch_normalization_4/gamma:out0 - batch_normalization_4/cond/FusedBatchNormV3_1:in1 skip batch_normalization_4/cond/ReadVariableOp_2
I short-cut batch_normalization_119/gamma:out0 - batch_normalization_119/cond/FusedBatchNormV3_1:in1 skip batch_normalization_119/cond/ReadVariableOp_2
I short-cut batch_normalization_46/moving_variance:out0 - batch_normalization_46/cond/FusedBatchNormV3_1:in4 skip batch_normalization_46/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_1/kernel:out0 - conv2d_1/Conv2D:in1 skip conv2d_1/Conv2D/ReadVariableOp
I short-cut batch_normalization_25/moving_variance:out0 - batch_normalization_25/cond/FusedBatchNormV3_1:in4 skip batch_normalization_25/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_12/kernel:out0 - conv2d_12/Conv2D:in1 skip conv2d_12/Conv2D/ReadVariableOp
I short-cut conv2d_77/kernel:out0 - conv2d_77/Conv2D:in1 skip conv2d_77/Conv2D/ReadVariableOp
I short-cut batch_normalization_84/beta:out0 - batch_normalization_84/cond/FusedBatchNormV3_1:in2 skip batch_normalization_84/cond/ReadVariableOp_3
I short-cut batch_normalization_64/moving_variance:out0 - batch_normalization_64/cond/FusedBatchNormV3_1:in4 skip batch_normalization_64/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_118/gamma:out0 - batch_normalization_118/cond/FusedBatchNormV3_1:in1 skip batch_normalization_118/cond/ReadVariableOp_2
I short-cut batch_normalization_65/beta:out0 - batch_normalization_65/cond/FusedBatchNormV3_1:in2 skip batch_normalization_65/cond/ReadVariableOp_3
I short-cut conv2d_43/kernel:out0 - conv2d_43/Conv2D:in1 skip conv2d_43/Conv2D/ReadVariableOp
I short-cut batch_normalization_91/moving_mean:out0 - batch_normalization_91/cond/FusedBatchNormV3_1:in3 skip batch_normalization_91/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_32/moving_variance:out0 - batch_normalization_32/cond/FusedBatchNormV3_1:in4 skip batch_normalization_32/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_97/kernel:out0 - conv2d_97/Conv2D:in1 skip conv2d_97/Conv2D/ReadVariableOp
I short-cut batch_normalization_87/moving_variance:out0 - batch_normalization_87/cond/FusedBatchNormV3_1:in4 skip batch_normalization_87/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_117/moving_variance:out0 - batch_normalization_117/cond/FusedBatchNormV3_1:in4 skip batch_normalization_117/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_26/moving_mean:out0 - batch_normalization_26/cond/FusedBatchNormV3_1:in3 skip batch_normalization_26/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_53/beta:out0 - batch_normalization_53/cond/FusedBatchNormV3_1:in2 skip batch_normalization_53/cond/ReadVariableOp_3
I short-cut batch_normalization_121/moving_variance:out0 - batch_normalization_121/cond/FusedBatchNormV3_1:in4 skip batch_normalization_121/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_96/gamma:out0 - batch_normalization_96/cond/FusedBatchNormV3_1:in1 skip batch_normalization_96/cond/ReadVariableOp_2
I short-cut batch_normalization_119/moving_mean:out0 - batch_normalization_119/cond/FusedBatchNormV3_1:in3 skip batch_normalization_119/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_25/moving_mean:out0 - batch_normalization_25/cond/FusedBatchNormV3_1:in3 skip batch_normalization_25/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_80/kernel:out0 - conv2d_80/Conv2D:in1 skip conv2d_80/Conv2D/ReadVariableOp
I short-cut batch_normalization_50/moving_variance:out0 - batch_normalization_50/cond/FusedBatchNormV3_1:in4 skip batch_normalization_50/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_18/kernel:out0 - conv2d_18/Conv2D:in1 skip conv2d_18/Conv2D/ReadVariableOp
I short-cut batch_normalization_68/moving_mean:out0 - batch_normalization_68/cond/FusedBatchNormV3_1:in3 skip batch_normalization_68/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_21/beta:out0 - batch_normalization_21/cond/FusedBatchNormV3_1:in2 skip batch_normalization_21/cond/ReadVariableOp_3
I short-cut batch_normalization_86/moving_mean:out0 - batch_normalization_86/cond/FusedBatchNormV3_1:in3 skip batch_normalization_86/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_14/moving_mean:out0 - batch_normalization_14/cond/FusedBatchNormV3_1:in3 skip batch_normalization_14/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_2/kernel:out0 - conv2d_2/Conv2D:in1 skip conv2d_2/Conv2D/ReadVariableOp
I short-cut batch_normalization_111/beta:out0 - batch_normalization_111/cond/FusedBatchNormV3_1:in2 skip batch_normalization_111/cond/ReadVariableOp_3
I short-cut batch_normalization_15/moving_variance:out0 - batch_normalization_15/cond/FusedBatchNormV3_1:in4 skip batch_normalization_15/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_117/kernel:out0 - conv2d_117/Conv2D:in1 skip conv2d_117/Conv2D/ReadVariableOp
I short-cut batch_normalization_108/gamma:out0 - batch_normalization_108/cond/FusedBatchNormV3_1:in1 skip batch_normalization_108/cond/ReadVariableOp_2
I short-cut batch_normalization_105/moving_variance:out0 - batch_normalization_105/cond/FusedBatchNormV3_1:in4 skip batch_normalization_105/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_19/kernel:out0 - conv2d_19/Conv2D:in1 skip conv2d_19/Conv2D/ReadVariableOp
I short-cut conv2d_37/kernel:out0 - conv2d_37/Conv2D:in1 skip conv2d_37/Conv2D/ReadVariableOp
I short-cut conv2d_119/kernel:out0 - conv2d_119/Conv2D:in1 skip conv2d_119/Conv2D/ReadVariableOp
I short-cut batch_normalization_109/beta:out0 - batch_normalization_109/cond/FusedBatchNormV3_1:in2 skip batch_normalization_109/cond/ReadVariableOp_3
I short-cut batch_normalization_27/moving_mean:out0 - batch_normalization_27/cond/FusedBatchNormV3_1:in3 skip batch_normalization_27/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_71/kernel:out0 - conv2d_71/Conv2D:in1 skip conv2d_71/Conv2D/ReadVariableOp
I short-cut batch_normalization_105/moving_mean:out0 - batch_normalization_105/cond/FusedBatchNormV3_1:in3 skip batch_normalization_105/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_51/moving_variance:out0 - batch_normalization_51/cond/FusedBatchNormV3_1:in4 skip batch_normalization_51/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_32/gamma:out0 - batch_normalization_32/cond/FusedBatchNormV3_1:in1 skip batch_normalization_32/cond/ReadVariableOp_2
I short-cut batch_normalization_23/moving_mean:out0 - batch_normalization_23/cond/FusedBatchNormV3_1:in3 skip batch_normalization_23/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_10/gamma:out0 - batch_normalization_10/cond/FusedBatchNormV3_1:in1 skip batch_normalization_10/cond/ReadVariableOp_2
I short-cut batch_normalization_48/moving_variance:out0 - batch_normalization_48/cond/FusedBatchNormV3_1:in4 skip batch_normalization_48/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_75/beta:out0 - batch_normalization_75/cond/FusedBatchNormV3_1:in2 skip batch_normalization_75/cond/ReadVariableOp_3
I short-cut batch_normalization_82/beta:out0 - batch_normalization_82/cond/FusedBatchNormV3_1:in2 skip batch_normalization_82/cond/ReadVariableOp_3
I short-cut batch_normalization_15/beta:out0 - batch_normalization_15/cond/FusedBatchNormV3_1:in2 skip batch_normalization_15/cond/ReadVariableOp_3
I short-cut batch_normalization_22/gamma:out0 - batch_normalization_22/cond/FusedBatchNormV3_1:in1 skip batch_normalization_22/cond/ReadVariableOp_2
I short-cut batch_normalization_24/moving_mean:out0 - batch_normalization_24/cond/FusedBatchNormV3_1:in3 skip batch_normalization_24/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_92/moving_mean:out0 - batch_normalization_92/cond/FusedBatchNormV3_1:in3 skip batch_normalization_92/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_6/moving_variance:out0 - batch_normalization_6/cond/FusedBatchNormV3_1:in4 skip batch_normalization_6/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_60/moving_variance:out0 - batch_normalization_60/cond/FusedBatchNormV3_1:in4 skip batch_normalization_60/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_16/moving_mean:out0 - batch_normalization_16/cond/FusedBatchNormV3_1:in3 skip batch_normalization_16/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_73/moving_variance:out0 - batch_normalization_73/cond/FusedBatchNormV3_1:in4 skip batch_normalization_73/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_32/beta:out0 - batch_normalization_32/cond/FusedBatchNormV3_1:in2 skip batch_normalization_32/cond/ReadVariableOp_3
I short-cut batch_normalization_73/beta:out0 - batch_normalization_73/cond/FusedBatchNormV3_1:in2 skip batch_normalization_73/cond/ReadVariableOp_3
I short-cut batch_normalization_25/beta:out0 - batch_normalization_25/cond/FusedBatchNormV3_1:in2 skip batch_normalization_25/cond/ReadVariableOp_3
I short-cut batch_normalization_79/moving_mean:out0 - batch_normalization_79/cond/FusedBatchNormV3_1:in3 skip batch_normalization_79/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_116/kernel:out0 - conv2d_116/Conv2D:in1 skip conv2d_116/Conv2D/ReadVariableOp
I short-cut batch_normalization_59/moving_mean:out0 - batch_normalization_59/cond/FusedBatchNormV3_1:in3 skip batch_normalization_59/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_54/beta:out0 - batch_normalization_54/cond/FusedBatchNormV3_1:in2 skip batch_normalization_54/cond/ReadVariableOp_3
I short-cut batch_normalization_22/beta:out0 - batch_normalization_22/cond/FusedBatchNormV3_1:in2 skip batch_normalization_22/cond/ReadVariableOp_3
I short-cut batch_normalization_99/beta:out0 - batch_normalization_99/cond/FusedBatchNormV3_1:in2 skip batch_normalization_99/cond/ReadVariableOp_3
I short-cut batch_normalization_97/moving_variance:out0 - batch_normalization_97/cond/FusedBatchNormV3_1:in4 skip batch_normalization_97/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_12/beta:out0 - batch_normalization_12/cond/FusedBatchNormV3_1:in2 skip batch_normalization_12/cond/ReadVariableOp_3
I short-cut batch_normalization_52/moving_variance:out0 - batch_normalization_52/cond/FusedBatchNormV3_1:in4 skip batch_normalization_52/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_31/gamma:out0 - batch_normalization_31/cond/FusedBatchNormV3_1:in1 skip batch_normalization_31/cond/ReadVariableOp_2
I short-cut batch_normalization_116/beta:out0 - batch_normalization_116/cond/FusedBatchNormV3_1:in2 skip batch_normalization_116/cond/ReadVariableOp_3
I short-cut batch_normalization_89/moving_mean:out0 - batch_normalization_89/cond/FusedBatchNormV3_1:in3 skip batch_normalization_89/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_67/moving_mean:out0 - batch_normalization_67/cond/FusedBatchNormV3_1:in3 skip batch_normalization_67/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_62/moving_mean:out0 - batch_normalization_62/cond/FusedBatchNormV3_1:in3 skip batch_normalization_62/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_116/gamma:out0 - batch_normalization_116/cond/FusedBatchNormV3_1:in1 skip batch_normalization_116/cond/ReadVariableOp_2
I short-cut batch_normalization_7/gamma:out0 - batch_normalization_7/cond/FusedBatchNormV3_1:in1 skip batch_normalization_7/cond/ReadVariableOp_2
I short-cut batch_normalization_56/beta:out0 - batch_normalization_56/cond/FusedBatchNormV3_1:in2 skip batch_normalization_56/cond/ReadVariableOp_3
I short-cut batch_normalization_70/gamma:out0 - batch_normalization_70/cond/FusedBatchNormV3_1:in1 skip batch_normalization_70/cond/ReadVariableOp_2
I short-cut batch_normalization_103/beta:out0 - batch_normalization_103/cond/FusedBatchNormV3_1:in2 skip batch_normalization_103/cond/ReadVariableOp_3
I short-cut batch_normalization_53/moving_mean:out0 - batch_normalization_53/cond/FusedBatchNormV3_1:in3 skip batch_normalization_53/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_6/kernel:out0 - conv2d_6/Conv2D:in1 skip conv2d_6/Conv2D/ReadVariableOp
I short-cut batch_normalization_99/moving_variance:out0 - batch_normalization_99/cond/FusedBatchNormV3_1:in4 skip batch_normalization_99/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_47/moving_mean:out0 - batch_normalization_47/cond/FusedBatchNormV3_1:in3 skip batch_normalization_47/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_78/kernel:out0 - conv2d_78/Conv2D:in1 skip conv2d_78/Conv2D/ReadVariableOp
I short-cut batch_normalization_81/beta:out0 - batch_normalization_81/cond/FusedBatchNormV3_1:in2 skip batch_normalization_81/cond/ReadVariableOp_3
I short-cut batch_normalization_58/gamma:out0 - batch_normalization_58/cond/FusedBatchNormV3_1:in1 skip batch_normalization_58/cond/ReadVariableOp_2
I short-cut batch_normalization_75/moving_mean:out0 - batch_normalization_75/cond/FusedBatchNormV3_1:in3 skip batch_normalization_75/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_51/gamma:out0 - batch_normalization_51/cond/FusedBatchNormV3_1:in1 skip batch_normalization_51/cond/ReadVariableOp_2
I short-cut batch_normalization_91/gamma:out0 - batch_normalization_91/cond/FusedBatchNormV3_1:in1 skip batch_normalization_91/cond/ReadVariableOp_2
I short-cut batch_normalization_42/moving_mean:out0 - batch_normalization_42/cond/FusedBatchNormV3_1:in3 skip batch_normalization_42/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_33/gamma:out0 - batch_normalization_33/cond/FusedBatchNormV3_1:in1 skip batch_normalization_33/cond/ReadVariableOp_2
I short-cut conv2d_83/kernel:out0 - conv2d_83/Conv2D:in1 skip conv2d_83/Conv2D/ReadVariableOp
I short-cut batch_normalization_78/moving_variance:out0 - batch_normalization_78/cond/FusedBatchNormV3_1:in4 skip batch_normalization_78/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_92/moving_variance:out0 - batch_normalization_92/cond/FusedBatchNormV3_1:in4 skip batch_normalization_92/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_11/kernel:out0 - conv2d_11/Conv2D:in1 skip conv2d_11/Conv2D/ReadVariableOp
I short-cut batch_normalization_39/gamma:out0 - batch_normalization_39/cond/FusedBatchNormV3_1:in1 skip batch_normalization_39/cond/ReadVariableOp_2
I short-cut batch_normalization_93/moving_mean:out0 - batch_normalization_93/cond/FusedBatchNormV3_1:in3 skip batch_normalization_93/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_31/moving_mean:out0 - batch_normalization_31/cond/FusedBatchNormV3_1:in3 skip batch_normalization_31/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_91/moving_variance:out0 - batch_normalization_91/cond/FusedBatchNormV3_1:in4 skip batch_normalization_91/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_114/gamma:out0 - batch_normalization_114/cond/FusedBatchNormV3_1:in1 skip batch_normalization_114/cond/ReadVariableOp_2
I short-cut batch_normalization_37/moving_variance:out0 - batch_normalization_37/cond/FusedBatchNormV3_1:in4 skip batch_normalization_37/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_20/moving_mean:out0 - batch_normalization_20/cond/FusedBatchNormV3_1:in3 skip batch_normalization_20/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_34/kernel:out0 - conv2d_34/Conv2D:in1 skip conv2d_34/Conv2D/ReadVariableOp
I short-cut conv2d_114/kernel:out0 - conv2d_114/Conv2D:in1 skip conv2d_114/Conv2D/ReadVariableOp
I short-cut batch_normalization_31/moving_variance:out0 - batch_normalization_31/cond/FusedBatchNormV3_1:in4 skip batch_normalization_31/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_86/kernel:out0 - conv2d_86/Conv2D:in1 skip conv2d_86/Conv2D/ReadVariableOp
I short-cut batch_normalization_57/gamma:out0 - batch_normalization_57/cond/FusedBatchNormV3_1:in1 skip batch_normalization_57/cond/ReadVariableOp_2
I short-cut conv2d_95/kernel:out0 - conv2d_95/Conv2D:in1 skip conv2d_95/Conv2D/ReadVariableOp
I short-cut batch_normalization_55/moving_variance:out0 - batch_normalization_55/cond/FusedBatchNormV3_1:in4 skip batch_normalization_55/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_62/moving_variance:out0 - batch_normalization_62/cond/FusedBatchNormV3_1:in4 skip batch_normalization_62/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_50/beta:out0 - batch_normalization_50/cond/FusedBatchNormV3_1:in2 skip batch_normalization_50/cond/ReadVariableOp_3
I short-cut batch_normalization_83/beta:out0 - batch_normalization_83/cond/FusedBatchNormV3_1:in2 skip batch_normalization_83/cond/ReadVariableOp_3
I short-cut batch_normalization_9/moving_variance:out0 - batch_normalization_9/cond/FusedBatchNormV3_1:in4 skip batch_normalization_9/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_75/kernel:out0 - conv2d_75/Conv2D:in1 skip conv2d_75/Conv2D/ReadVariableOp
I short-cut conv2d_7/kernel:out0 - conv2d_7/Conv2D:in1 skip conv2d_7/Conv2D/ReadVariableOp
I short-cut batch_normalization_26/beta:out0 - batch_normalization_26/cond/FusedBatchNormV3_1:in2 skip batch_normalization_26/cond/ReadVariableOp_3
I short-cut conv2d_33/kernel:out0 - conv2d_33/Conv2D:in1 skip conv2d_33/Conv2D/ReadVariableOp
I short-cut batch_normalization_45/moving_mean:out0 - batch_normalization_45/cond/FusedBatchNormV3_1:in3 skip batch_normalization_45/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_13/beta:out0 - batch_normalization_13/cond/FusedBatchNormV3_1:in2 skip batch_normalization_13/cond/ReadVariableOp_3
I short-cut batch_normalization_80/gamma:out0 - batch_normalization_80/cond/FusedBatchNormV3_1:in1 skip batch_normalization_80/cond/ReadVariableOp_2
I short-cut batch_normalization_11/beta:out0 - batch_normalization_11/cond/FusedBatchNormV3_1:in2 skip batch_normalization_11/cond/ReadVariableOp_3
I short-cut batch_normalization_108/moving_variance:out0 - batch_normalization_108/cond/FusedBatchNormV3_1:in4 skip batch_normalization_108/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_39/moving_mean:out0 - batch_normalization_39/cond/FusedBatchNormV3_1:in3 skip batch_normalization_39/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_40/gamma:out0 - batch_normalization_40/cond/FusedBatchNormV3_1:in1 skip batch_normalization_40/cond/ReadVariableOp_2
I short-cut conv2d_94/kernel:out0 - conv2d_94/Conv2D:in1 skip conv2d_94/Conv2D/ReadVariableOp
I short-cut conv2d_62/kernel:out0 - conv2d_62/Conv2D:in1 skip conv2d_62/Conv2D/ReadVariableOp
I short-cut batch_normalization_93/gamma:out0 - batch_normalization_93/cond/FusedBatchNormV3_1:in1 skip batch_normalization_93/cond/ReadVariableOp_2
I short-cut batch_normalization_88/moving_variance:out0 - batch_normalization_88/cond/FusedBatchNormV3_1:in4 skip batch_normalization_88/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_117/moving_mean:out0 - batch_normalization_117/cond/FusedBatchNormV3_1:in3 skip batch_normalization_117/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_92/kernel:out0 - conv2d_92/Conv2D:in1 skip conv2d_92/Conv2D/ReadVariableOp
I short-cut batch_normalization_41/moving_mean:out0 - batch_normalization_41/cond/FusedBatchNormV3_1:in3 skip batch_normalization_41/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_13/kernel:out0 - conv2d_13/Conv2D:in1 skip conv2d_13/Conv2D/ReadVariableOp
I short-cut batch_normalization_112/moving_variance:out0 - batch_normalization_112/cond/FusedBatchNormV3_1:in4 skip batch_normalization_112/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_32/moving_mean:out0 - batch_normalization_32/cond/FusedBatchNormV3_1:in3 skip batch_normalization_32/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_60/moving_mean:out0 - batch_normalization_60/cond/FusedBatchNormV3_1:in3 skip batch_normalization_60/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_71/beta:out0 - batch_normalization_71/cond/FusedBatchNormV3_1:in2 skip batch_normalization_71/cond/ReadVariableOp_3
I short-cut batch_normalization_18/moving_mean:out0 - batch_normalization_18/cond/FusedBatchNormV3_1:in3 skip batch_normalization_18/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_102/moving_variance:out0 - batch_normalization_102/cond/FusedBatchNormV3_1:in4 skip batch_normalization_102/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_40/moving_variance:out0 - batch_normalization_40/cond/FusedBatchNormV3_1:in4 skip batch_normalization_40/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_27/moving_variance:out0 - batch_normalization_27/cond/FusedBatchNormV3_1:in4 skip batch_normalization_27/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_10/moving_mean:out0 - batch_normalization_10/cond/FusedBatchNormV3_1:in3 skip batch_normalization_10/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_42/moving_variance:out0 - batch_normalization_42/cond/FusedBatchNormV3_1:in4 skip batch_normalization_42/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_37/beta:out0 - batch_normalization_37/cond/FusedBatchNormV3_1:in2 skip batch_normalization_37/cond/ReadVariableOp_3
I short-cut batch_normalization_106/moving_variance:out0 - batch_normalization_106/cond/FusedBatchNormV3_1:in4 skip batch_normalization_106/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_93/beta:out0 - batch_normalization_93/cond/FusedBatchNormV3_1:in2 skip batch_normalization_93/cond/ReadVariableOp_3
I short-cut batch_normalization_75/moving_variance:out0 - batch_normalization_75/cond/FusedBatchNormV3_1:in4 skip batch_normalization_75/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_16/moving_variance:out0 - batch_normalization_16/cond/FusedBatchNormV3_1:in4 skip batch_normalization_16/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_31/beta:out0 - batch_normalization_31/cond/FusedBatchNormV3_1:in2 skip batch_normalization_31/cond/ReadVariableOp_3
I short-cut batch_normalization_52/moving_mean:out0 - batch_normalization_52/cond/FusedBatchNormV3_1:in3 skip batch_normalization_52/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_36/kernel:out0 - conv2d_36/Conv2D:in1 skip conv2d_36/Conv2D/ReadVariableOp
I short-cut batch_normalization_97/gamma:out0 - batch_normalization_97/cond/FusedBatchNormV3_1:in1 skip batch_normalization_97/cond/ReadVariableOp_2
I short-cut batch_normalization_85/beta:out0 - batch_normalization_85/cond/FusedBatchNormV3_1:in2 skip batch_normalization_85/cond/ReadVariableOp_3
I short-cut batch_normalization_56/moving_variance:out0 - batch_normalization_56/cond/FusedBatchNormV3_1:in4 skip batch_normalization_56/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_24/beta:out0 - batch_normalization_24/cond/FusedBatchNormV3_1:in2 skip batch_normalization_24/cond/ReadVariableOp_3
I short-cut conv2d_35/kernel:out0 - conv2d_35/Conv2D:in1 skip conv2d_35/Conv2D/ReadVariableOp
I short-cut conv2d_91/kernel:out0 - conv2d_91/Conv2D:in1 skip conv2d_91/Conv2D/ReadVariableOp
I short-cut batch_normalization_18/gamma:out0 - batch_normalization_18/cond/FusedBatchNormV3_1:in1 skip batch_normalization_18/cond/ReadVariableOp_2
I short-cut conv2d_63/kernel:out0 - conv2d_63/Conv2D:in1 skip conv2d_63/Conv2D/ReadVariableOp
I short-cut batch_normalization_40/moving_mean:out0 - batch_normalization_40/cond/FusedBatchNormV3_1:in3 skip batch_normalization_40/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_32/kernel:out0 - conv2d_32/Conv2D:in1 skip conv2d_32/Conv2D/ReadVariableOp
I short-cut batch_normalization_115/beta:out0 - batch_normalization_115/cond/FusedBatchNormV3_1:in2 skip batch_normalization_115/cond/ReadVariableOp_3
I short-cut conv2d_104/kernel:out0 - conv2d_104/Conv2D:in1 skip conv2d_104/Conv2D/ReadVariableOp
I short-cut batch_normalization_107/gamma:out0 - batch_normalization_107/cond/FusedBatchNormV3_1:in1 skip batch_normalization_107/cond/ReadVariableOp_2
I short-cut batch_normalization_29/gamma:out0 - batch_normalization_29/cond/FusedBatchNormV3_1:in1 skip batch_normalization_29/cond/ReadVariableOp_2
I short-cut batch_normalization_57/beta:out0 - batch_normalization_57/cond/FusedBatchNormV3_1:in2 skip batch_normalization_57/cond/ReadVariableOp_3
I short-cut batch_normalization_5/moving_mean:out0 - batch_normalization_5/cond/FusedBatchNormV3_1:in3 skip batch_normalization_5/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_61/gamma:out0 - batch_normalization_61/cond/FusedBatchNormV3_1:in1 skip batch_normalization_61/cond/ReadVariableOp_2
I short-cut batch_normalization_21/moving_variance:out0 - batch_normalization_21/cond/FusedBatchNormV3_1:in4 skip batch_normalization_21/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_36/gamma:out0 - batch_normalization_36/cond/FusedBatchNormV3_1:in1 skip batch_normalization_36/cond/ReadVariableOp_2
I short-cut batch_normalization_64/gamma:out0 - batch_normalization_64/cond/FusedBatchNormV3_1:in1 skip batch_normalization_64/cond/ReadVariableOp_2
I short-cut batch_normalization_115/moving_mean:out0 - batch_normalization_115/cond/FusedBatchNormV3_1:in3 skip batch_normalization_115/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_109/moving_variance:out0 - batch_normalization_109/cond/FusedBatchNormV3_1:in4 skip batch_normalization_109/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_96/moving_mean:out0 - batch_normalization_96/cond/FusedBatchNormV3_1:in3 skip batch_normalization_96/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_55/kernel:out0 - conv2d_55/Conv2D:in1 skip conv2d_55/Conv2D/ReadVariableOp
I short-cut batch_normalization_21/moving_mean:out0 - batch_normalization_21/cond/FusedBatchNormV3_1:in3 skip batch_normalization_21/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_23/moving_variance:out0 - batch_normalization_23/cond/FusedBatchNormV3_1:in4 skip batch_normalization_23/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_1/moving_mean:out0 - batch_normalization_1/cond/FusedBatchNormV3_1:in3 skip batch_normalization_1/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_58/kernel:out0 - conv2d_58/Conv2D:in1 skip conv2d_58/Conv2D/ReadVariableOp
I short-cut batch_normalization_28/beta:out0 - batch_normalization_28/cond/FusedBatchNormV3_1:in2 skip batch_normalization_28/cond/ReadVariableOp_3
I short-cut conv2d_10/kernel:out0 - conv2d_10/Conv2D:in1 skip conv2d_10/Conv2D/ReadVariableOp
I short-cut batch_normalization_1/beta:out0 - batch_normalization_1/cond/FusedBatchNormV3_1:in2 skip batch_normalization_1/cond/ReadVariableOp_3
I short-cut conv2d_98/kernel:out0 - conv2d_98/Conv2D:in1 skip conv2d_98/Conv2D/ReadVariableOp
I short-cut batch_normalization_28/moving_mean:out0 - batch_normalization_28/cond/FusedBatchNormV3_1:in3 skip batch_normalization_28/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_100/kernel:out0 - conv2d_100/Conv2D:in1 skip conv2d_100/Conv2D/ReadVariableOp
I short-cut batch_normalization_101/moving_mean:out0 - batch_normalization_101/cond/FusedBatchNormV3_1:in3 skip batch_normalization_101/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_66/beta:out0 - batch_normalization_66/cond/FusedBatchNormV3_1:in2 skip batch_normalization_66/cond/ReadVariableOp_3
I short-cut batch_normalization_28/moving_variance:out0 - batch_normalization_28/cond/FusedBatchNormV3_1:in4 skip batch_normalization_28/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut conv2d_108/kernel:out0 - conv2d_108/Conv2D:in1 skip conv2d_108/Conv2D/ReadVariableOp
I short-cut batch_normalization_85/gamma:out0 - batch_normalization_85/cond/FusedBatchNormV3_1:in1 skip batch_normalization_85/cond/ReadVariableOp_2
I short-cut batch_normalization_97/beta:out0 - batch_normalization_97/cond/FusedBatchNormV3_1:in2 skip batch_normalization_97/cond/ReadVariableOp_3
I short-cut batch_normalization_5/gamma:out0 - batch_normalization_5/cond/FusedBatchNormV3_1:in1 skip batch_normalization_5/cond/ReadVariableOp_2
I short-cut batch_normalization_19/moving_variance:out0 - batch_normalization_19/cond/FusedBatchNormV3_1:in4 skip batch_normalization_19/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_118/moving_mean:out0 - batch_normalization_118/cond/FusedBatchNormV3_1:in3 skip batch_normalization_118/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_30/gamma:out0 - batch_normalization_30/cond/FusedBatchNormV3_1:in1 skip batch_normalization_30/cond/ReadVariableOp_2
I short-cut conv2d_28/kernel:out0 - conv2d_28/Conv2D:in1 skip conv2d_28/Conv2D/ReadVariableOp
I short-cut batch_normalization_41/gamma:out0 - batch_normalization_41/cond/FusedBatchNormV3_1:in1 skip batch_normalization_41/cond/ReadVariableOp_2
I short-cut batch_normalization_67/gamma:out0 - batch_normalization_67/cond/FusedBatchNormV3_1:in1 skip batch_normalization_67/cond/ReadVariableOp_2
I short-cut batch_normalization_38/gamma:out0 - batch_normalization_38/cond/FusedBatchNormV3_1:in1 skip batch_normalization_38/cond/ReadVariableOp_2
I short-cut batch_normalization_4/moving_variance:out0 - batch_normalization_4/cond/FusedBatchNormV3_1:in4 skip batch_normalization_4/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_55/beta:out0 - batch_normalization_55/cond/FusedBatchNormV3_1:in2 skip batch_normalization_55/cond/ReadVariableOp_3
I short-cut batch_normalization_59/beta:out0 - batch_normalization_59/cond/FusedBatchNormV3_1:in2 skip batch_normalization_59/cond/ReadVariableOp_3
I short-cut batch_normalization_64/beta:out0 - batch_normalization_64/cond/FusedBatchNormV3_1:in2 skip batch_normalization_64/cond/ReadVariableOp_3
I short-cut batch_normalization_80/beta:out0 - batch_normalization_80/cond/FusedBatchNormV3_1:in2 skip batch_normalization_80/cond/ReadVariableOp_3
I short-cut conv2d_67/kernel:out0 - conv2d_67/Conv2D:in1 skip conv2d_67/Conv2D/ReadVariableOp
I short-cut batch_normalization_120/moving_variance:out0 - batch_normalization_120/cond/FusedBatchNormV3_1:in4 skip batch_normalization_120/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_112/gamma:out0 - batch_normalization_112/cond/FusedBatchNormV3_1:in1 skip batch_normalization_112/cond/ReadVariableOp_2
I short-cut conv2d_49/kernel:out0 - conv2d_49/Conv2D:in1 skip conv2d_49/Conv2D/ReadVariableOp
I short-cut batch_normalization_49/moving_mean:out0 - batch_normalization_49/cond/FusedBatchNormV3_1:in3 skip batch_normalization_49/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_120/gamma:out0 - batch_normalization_120/cond/FusedBatchNormV3_1:in1 skip batch_normalization_120/cond/ReadVariableOp_2
I short-cut batch_normalization_46/beta:out0 - batch_normalization_46/cond/FusedBatchNormV3_1:in2 skip batch_normalization_46/cond/ReadVariableOp_3
I short-cut batch_normalization_94/moving_variance:out0 - batch_normalization_94/cond/FusedBatchNormV3_1:in4 skip batch_normalization_94/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_36/beta:out0 - batch_normalization_36/cond/FusedBatchNormV3_1:in2 skip batch_normalization_36/cond/ReadVariableOp_3
I short-cut batch_normalization_111/gamma:out0 - batch_normalization_111/cond/FusedBatchNormV3_1:in1 skip batch_normalization_111/cond/ReadVariableOp_2
I short-cut batch_normalization_16/gamma:out0 - batch_normalization_16/cond/FusedBatchNormV3_1:in1 skip batch_normalization_16/cond/ReadVariableOp_2
I short-cut batch_normalization_48/gamma:out0 - batch_normalization_48/cond/FusedBatchNormV3_1:in1 skip batch_normalization_48/cond/ReadVariableOp_2
I short-cut batch_normalization_69/beta:out0 - batch_normalization_69/cond/FusedBatchNormV3_1:in2 skip batch_normalization_69/cond/ReadVariableOp_3
I short-cut batch_normalization_100/moving_mean:out0 - batch_normalization_100/cond/FusedBatchNormV3_1:in3 skip batch_normalization_100/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_108/moving_mean:out0 - batch_normalization_108/cond/FusedBatchNormV3_1:in3 skip batch_normalization_108/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_103/kernel:out0 - conv2d_103/Conv2D:in1 skip conv2d_103/Conv2D/ReadVariableOp
I short-cut batch_normalization_8/moving_mean:out0 - batch_normalization_8/cond/FusedBatchNormV3_1:in3 skip batch_normalization_8/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_25/kernel:out0 - conv2d_25/Conv2D:in1 skip conv2d_25/Conv2D/ReadVariableOp
I short-cut batch_normalization_76/moving_mean:out0 - batch_normalization_76/cond/FusedBatchNormV3_1:in3 skip batch_normalization_76/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut batch_normalization_59/moving_variance:out0 - batch_normalization_59/cond/FusedBatchNormV3_1:in4 skip batch_normalization_59/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_41/beta:out0 - batch_normalization_41/cond/FusedBatchNormV3_1:in2 skip batch_normalization_41/cond/ReadVariableOp_3
I short-cut batch_normalization_57/moving_variance:out0 - batch_normalization_57/cond/FusedBatchNormV3_1:in4 skip batch_normalization_57/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_93/moving_variance:out0 - batch_normalization_93/cond/FusedBatchNormV3_1:in4 skip batch_normalization_93/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_18/beta:out0 - batch_normalization_18/cond/FusedBatchNormV3_1:in2 skip batch_normalization_18/cond/ReadVariableOp_3
I short-cut batch_normalization_68/moving_variance:out0 - batch_normalization_68/cond/FusedBatchNormV3_1:in4 skip batch_normalization_68/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_17/gamma:out0 - batch_normalization_17/cond/FusedBatchNormV3_1:in1 skip batch_normalization_17/cond/ReadVariableOp_2
I short-cut batch_normalization_79/beta:out0 - batch_normalization_79/cond/FusedBatchNormV3_1:in2 skip batch_normalization_79/cond/ReadVariableOp_3
I short-cut conv2d_44/kernel:out0 - conv2d_44/Conv2D:in1 skip conv2d_44/Conv2D/ReadVariableOp
I short-cut conv2d_21/kernel:out0 - conv2d_21/Conv2D:in1 skip conv2d_21/Conv2D/ReadVariableOp
I short-cut conv2d_93/kernel:out0 - conv2d_93/Conv2D:in1 skip conv2d_93/Conv2D/ReadVariableOp
I short-cut batch_normalization_54/moving_variance:out0 - batch_normalization_54/cond/FusedBatchNormV3_1:in4 skip batch_normalization_54/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_42/beta:out0 - batch_normalization_42/cond/FusedBatchNormV3_1:in2 skip batch_normalization_42/cond/ReadVariableOp_3
I short-cut conv2d_16/kernel:out0 - conv2d_16/Conv2D:in1 skip conv2d_16/Conv2D/ReadVariableOp
I short-cut batch_normalization_24/gamma:out0 - batch_normalization_24/cond/FusedBatchNormV3_1:in1 skip batch_normalization_24/cond/ReadVariableOp_2
I short-cut conv2d_26/kernel:out0 - conv2d_26/Conv2D:in1 skip conv2d_26/Conv2D/ReadVariableOp
I short-cut batch_normalization_89/moving_variance:out0 - batch_normalization_89/cond/FusedBatchNormV3_1:in4 skip batch_normalization_89/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_69/moving_variance:out0 - batch_normalization_69/cond/FusedBatchNormV3_1:in4 skip batch_normalization_69/cond/FusedBatchNormV3_1/ReadVariableOp_1
I short-cut batch_normalization_70/moving_mean:out0 - batch_normalization_70/cond/FusedBatchNormV3_1:in3 skip batch_normalization_70/cond/FusedBatchNormV3_1/ReadVariableOp
I short-cut conv2d_82/kernel:out0 - conv2d_82/Conv2D:in1 skip conv2d_82/Conv2D/ReadVariableOp
I short-cut batch_normalization_114/beta:out0 - batch_normalization_114/cond/FusedBatchNormV3_1:in2 skip batch_normalization_114/cond/ReadVariableOp_3
I Have 0 tensors convert to const tensor
[]
I build output layer attach_output_1:out0
I build input layer input_2:out0
D Try match Identity output_1
I Match identity [['output_1']] [['Identity']] to [['noop']]
D Try match StridedSlice strided_slice
I Match stride_slice [['strided_slice/stack_1', 'strided_slice/stack_2', 'strided_slice', 'strided_slice/stack']] [['StridedSlice', 'C', 'C_1', 'C_2']] to [['stridedslice']]
D Try match Softmax dense_1/Softmax
I Match softmax [['dense_1/Softmax']] [['Softmax']] to [['softmax']]
D Try match BiasAdd dense_1/BiasAdd
I Match fullconnect [['dense_1/kernel', 'dense_1/BiasAdd', 'dense_1/MatMul', 'dense_1/bias']] [['BiasAdd', 'MatMul', 'C', 'C_1']] to [['fullconnect']]
D Try match Mean global_avg_pooling/Mean
I Match reduce_mean_nokeepshape [['global_avg_pooling/Mean', 'global_avg_pooling/Mean/reduction_indices']] [['Mean', 'C']] to [['pooling', 'reshape']]
2019-10-30 06:26:42.472295: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 AVX512F FMA
2019-10-30 06:26:42.485966: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 3504315000 Hz
2019-10-30 06:26:42.509410: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x70aad50 executing computations on platform Host. Devices:
2019-10-30 06:26:42.509463: I tensorflow/compiler/xla/service/service.cc:175] StreamExecutor device (0): <undefined>, <undefined>
2019-10-30 06:26:42.551040: W tensorflow/compiler/jit/mark_for_compilation_pass.cc:1412] (One-time warning): Not using XLA:CPU for cluster because envvar TF_XLA_FLAGS=--tf_xla_cpu_global_jit was not set. If you want XLA:CPU, either set that envvar, or use experimental_jit_scope to enable XLA:CPU. To confirm that XLA is active, pass --vmodule=xla_compilation_cache=1 (as a proper command-line flag, not via TF_XLA_FLAGS) or set the envvar XLA_FLAGS=--xla_hlo_profile.
D connect ['pooling:out0', 'reshape:in0']
D Try match Relu activation_121/Relu
I Match relu [['activation_121/Relu']] [['Relu']] to [['relu']]
D Try match FusedBatchNormV3 batch_normalization_121/cond/FusedBatchNormV3_1
W Not match node batch_normalization_121/cond/FusedBatchNormV3_1 FusedBatchNormV3
E Catch exception when loading tensorflow model: ./output/model/h5/env/model_h5.pb!
T Traceback (most recent call last):
T File "rknn/api/rknn_base.py", line 186, in rknn.api.rknn_base.RKNNBase.load_tensorflow
T File "rknn/base/RKNNlib/converter/convert_tf.py", line 589, in rknn.base.RKNNlib.converter.convert_tf.convert_tf.match_paragraph_and_param
T File "rknn/base/RKNNlib/converter/convert_tf.py", line 488, in rknn.base.RKNNlib.converter.convert_tf.convert_tf._tf_push_ready_node
T TypeError: 'NoneType' object is not iterable
done
--> Building model
E Model or data is None, please load model first.
done
E RKNN model data is None, please load model first!

作者: jefferyzhang 时间: 2019-10-30 14:42
W Not match node batch_normalization_121/cond/FusedBatchNormV3_1 FusedBatchNormV3

OP不支持

作者: farces 时间: 2019-10-30 15:02

jefferyzhang 发表于 2019-10-30 14:42
W Not match node batch_normalization_121/cond/FusedBatchNormV3_1 FusedBatchNormV3

OP不支持

Keras支持 SqueezeNet，ResNet，InceptionV3 和 DenseNet等四个网络，上边的报错是DenseNet的，请问另外三个网络rknn支持吗

作者: farces 时间: 2019-10-30 15:30

jefferyzhang 发表于 2019-10-30 14:42
W Not match node batch_normalization_121/cond/FusedBatchNormV3_1 FusedBatchNormV3

OP不支持

是不支持batch_normalization批归一化吗？四个网络的这个操作都不支持？

作者: jefferyzhang 时间: 2019-10-30 15:36

farces 发表于 2019-10-30 15:30
是不支持batch_normalization批归一化吗？四个网络的这个操作都不支持？

FusedBatchNormV3 和 BatchNorm 根本不是一个东西吧。。。

作者: jefferyzhang 时间: 2019-10-30 15:40

farces 发表于 2019-10-30 15:02
Keras支持 SqueezeNet，ResNet，InceptionV3 和 DenseNet等四个网络，上边的报错是DenseNet的，请问另外 ...

SqueezeNet、DenseNet 我没转过，你要试试
ResNet，InceptionV3 都是转过OK的。

我们现在支持自定义OP，转换有问题的OP要么换掉，要么自己写就可以了。

作者: farces 时间: 2019-10-31 16:16

jefferyzhang 发表于 2019-10-30 15:40
SqueezeNet、DenseNet 我没转过，你要试试
ResNet，InceptionV3 都是转过OK的。

我想了解下1.2.0支持（兼容）的tensorflow的版本是多少(目前训练是tensorflow1.15 ,转换用的1.4，)，主要是我在网上看到过降版本是可能解决问题的，如下：https://stackoverflow.com/questi ... rorfusedbatchnormv3
目前正在降版本测试，还未有解决，所以想了解下rknn兼容的tensorflow版本？

作者: farces 时间: 2019-10-31 16:29

jefferyzhang 发表于 2019-10-30 15:40
SqueezeNet、DenseNet 我没转过，你要试试
ResNet，InceptionV3 都是转过OK的。

"ResNet，InceptionV3 都是转过OK的"
确认下这两个网络训练和转换用的tensorflow的版本是哪个？我们用的1.13依然不行

作者: jefferyzhang 时间: 2019-10-31 16:33

farces 发表于 2019-10-31 16:29
"ResNet，InceptionV3 都是转过OK的"
确认下这两个网络训练和转换用的tensorflow的版本是哪个？我们用的1 ...

跟版本无关的，只要pb文件格式没变，用哪个tf版本生成出来都一样。
倒是rknntoolkit版本最好升级到最新1.2.1的转，tf配合就装1.14.0的

作者: farces 时间: 2019-10-31 17:21

jefferyzhang 发表于 2019-10-31 16:33
跟版本无关的，只要pb文件格式没变，用哪个tf版本生成出来都一样。
倒是rknntoolkit版本最好升级 ...

E Catch exception when loading tensorflow model: /data/rk3399/output/model/h5/test/InceptionV3_tf_11.pb!
E Traceback (most recent call last):
E File "/usr/local/lib/python3.5/dist-packages/tensorflow/python/framework/importer.py", line 426, in import_graph_def
E    graph._c_graph, serialized, options)  # pylint: disable=protected-access
E tensorflow.python.framework.errors_impl.InvalidArgumentError: Input 0 of node batch_normalization/cond/ReadVariableOp_1 was passed float from batch_normalization/beta:0 incompatible with expected resource.
E During handling of the above exception, another exception occurred:
E Traceback (most recent call last):
E File "rknn/api/rknn_base.py", line 138, in rknn.api.rknn_base.RKNNBase.load_tensorflow
E File "rknn/base/RKNNlib/converter/convert_tf.py", line 488, in rknn.base.RKNNlib.converter.convert_tf.convert_tf.pre_process
E File "rknn/base/RKNNlib/converter/tensorflowloader.py", line 102, in rknn.base.RKNNlib.converter.tensorflowloader.TF_Graph_Preprocess.pre_proces
E File "rknn/base/RKNNlib/converter/tensorflowloader.py", line 632, in rknn.base.RKNNlib.converter.tensorflowloader.TF_Graph_Preprocess.calc_2_const
E File "rknn/base/RKNNlib/converter/tf_util.py", line 371, in rknn.base.RKNNlib.converter.tf_util.TFProto_Util.query_tensor
E File "rknn/base/RKNNlib/converter/tf_util.py", line 372, in rknn.base.RKNNlib.converter.tf_util.TFProto_Util.query_tensor
E File "/usr/local/lib/python3.5/dist-packages/tensorflow/python/util/deprecation.py", line 507, in new_func
E    return func(*args, **kwargs)
E File "/usr/local/lib/python3.5/dist-packages/tensorflow/python/framework/importer.py", line 430, in import_graph_def
E    raise ValueError(str(e))
E ValueError: Input 0 of node batch_normalization/cond/ReadVariableOp_1 was passed float from batch_normalization/beta:0 incompatible with expected resource.
Load inception_v3 failed!
再帮我看下这个错误

作者: jefferyzhang 时间: 2019-10-31 17:35
File "/usr/local/lib/python3.5/dist-packages/tensorflow/python/framework/importer.py", line 426, in import_graph_def

你没发现这是tf报的错么。都还没到rknn转换那步。建议你们pb模型一定要先用tf读出来推理正常了再转rknn。

作者: farces 时间: 2019-11-1 09:47
解决了，确认是tensor版本导致的，都统一成1.13.0后重新按流程转换成功

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