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2018-10-07 23:16:30.114139: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/highwaynet_3/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.116912: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/add_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.119339: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/add_grad/Shape_1: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/highwaynet_3/dense1/Tensordot/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.121721: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/dense1/Tensordot/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/dense1/Tensordot/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.127059: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense1/Tensordot/Reshape_grad/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/highwaynet_3/dense1/Tensordot/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.130150: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/dense1/Tensordot/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/highwaynet_3/dense1/Tensordot/GatherV2_1: (GatherV2): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:30.132488: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/dense1/Tensordot/GatherV2_1: (GatherV2)/job:localhost/replica:0/task:0/device:CPU:0
net1/cbhg/highwaynet_3/dense1/Tensordot/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.136369: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/dense1/Tensordot/Prod_1: (Prod)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/highwaynet_3/dense1/Tensordot/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:30.138714: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/dense1/Tensordot/GatherV2: (GatherV2)/job:localhost/replica:0/task:0/device:CPU:0
net1/cbhg/highwaynet_3/dense1/Tensordot/concat_2: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.141131: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/dense1/Tensordot/concat_2: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/highwaynet_3/dense1/Tensordot/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.146234: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/dense1/Tensordot/concat: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/highwaynet_3/dense1/Tensordot/Prod: (Prod): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.148665: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/dense1/Tensordot/Prod: (Prod)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/highwaynet_3/dense1/Tensordot/stack: (Pack): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.151026: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/dense1/Tensordot/stack: (Pack)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/highwaynet_3/dense1/Tensordot/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.153354: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/dense1/Tensordot/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/highwaynet_3/dense1/Tensordot/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.156859: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/dense1/Tensordot/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/dense1/Tensordot_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.159318: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense1/Tensordot_grad/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/highwaynet_3/dense1/Tensordot: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.161834: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/dense1/Tensordot: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/highwaynet_3/dense1/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.165485: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/dense1/BiasAdd: (BiasAdd)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/highwaynet_3/dense1/Relu: (Relu): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.167768: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/dense1/Relu: (Relu)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.170128: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/mul_grad/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.172507: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/highwaynet_3/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.177069: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/add_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.179218: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/add_grad/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/add_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.181898: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/add_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/highwaynet_3/add: (Add): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.186573: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/highwaynet_3/add: (Add)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/ReverseV2: (ReverseV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.188702: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/ReverseV2: (ReverseV2)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.191087: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayUnstack/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.193498: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayUnstack/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayUnstack/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.197250: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayUnstack/strided_slice: (StridedSlice)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayUnstack/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.199979: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayUnstack/range: (Range)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/Shape_2: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.202519: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/Shape_2: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/strided_slice_2: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.206043: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/strided_slice_2: (StridedSlice)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.208566: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/ExpandDims: (ExpandDims)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.211014: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/concat_1: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/zeros: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.215067: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/zeros: (Fill)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.217385: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/Shape_1: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/strided_slice_1: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.219748: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/strided_slice_1: (StridedSlice)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Less/Enter: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.222262: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Less/Enter: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.226052: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Less: (Less)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.228562: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/Maximum: (Maximum)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.231056: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/Minimum: (Minimum)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Less_1/Enter: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.233442: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Less_1/Enter: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.237887: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Less_1: (Less)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/LogicalAnd: (LogicalAnd): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.241202: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/LogicalAnd: (LogicalAnd)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/LoopCond: (LoopCond): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.243652: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/LoopCond: (LoopCond)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.245816: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/f_count_5: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.247607: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/f_count_5: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
gradients/b_count_5: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.249401: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/b_count_5: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Merge_3: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.251207: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Merge_3: (Merge)/job:localhost/replica:0/task:0/device:GPU:0
gradients/GreaterEqual_1: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.252982: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/GreaterEqual_1: (GreaterEqual)/job:localhost/replica:0/task:0/device:GPU:0
gradients/b_count_6: (LoopCond): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.256944: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/b_count_6: (LoopCond)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayReadV3/Enter_1_grad/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.259179: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayReadV3/Enter_1_grad/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayReadV3/Enter_1_grad/b_acc_3: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.262066: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayReadV3/Enter_1_grad/b_acc_3: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/MatMul/Enter_grad/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.267989: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/MatMul/Enter_grad/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/MatMul/Enter_grad/b_acc_3: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.270581: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/MatMul/Enter_grad/b_acc_3: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/cbhg/gru/bidirectional_rnn/bw/gru_cell/gates/kernel/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.273111: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/gru/bidirectional_rnn/bw/gru_cell/gates/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/BiasAdd/Enter_grad/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.275590: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/BiasAdd/Enter_grad/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/BiasAdd/Enter_grad/b_acc_3: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.278103: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/BiasAdd/Enter_grad/b_acc_3: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/cbhg/gru/bidirectional_rnn/bw/gru_cell/gates/bias/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.280584: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/gru/bidirectional_rnn/bw/gru_cell/gates/bias/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/MatMul_1/Enter_grad/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.282999: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/MatMul_1/Enter_grad/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/MatMul_1/Enter_grad/b_acc_3: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.285502: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/MatMul_1/Enter_grad/b_acc_3: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/cbhg/gru/bidirectional_rnn/bw/gru_cell/candidate/kernel/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.287999: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/gru/bidirectional_rnn/bw/gru_cell/candidate/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/BiasAdd_1/Enter_grad/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.290778: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/BiasAdd_1/Enter_grad/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/BiasAdd_1/Enter_grad/b_acc_3: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.293422: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/BiasAdd_1/Enter_grad/b_acc_3: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/cbhg/gru/bidirectional_rnn/bw/gru_cell/candidate/bias/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.295945: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/gru/bidirectional_rnn/bw/gru_cell/candidate/bias/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Switch_3: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.298510: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Switch_3: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/b_count_7: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.300310: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/b_count_7: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Sub_1: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.302109: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Sub_1: (Sub)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.303844: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_grad/mod: (FloorMod)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/MatMul_grad/MatMul_1/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.306262: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/MatMul_grad/MatMul_1/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/Sigmoid_grad/SigmoidGrad/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.308866: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/Sigmoid_grad/SigmoidGrad/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_grad/Mul_1/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.337478: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_grad/Mul_1/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_grad/BroadcastGradientArgs/StackPopV2_1: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.340930: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_grad/BroadcastGradientArgs/StackPopV2_1: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_grad/BroadcastGradientArgs/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.343880: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_grad/BroadcastGradientArgs/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.348163: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_1_grad/ShapeN/StackPopV2_1: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.351014: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_1_grad/ShapeN/StackPopV2_1: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_1_grad/ShapeN/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.355107: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_1_grad/ShapeN/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.357841: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_1_grad/ShapeN: (ShapeN)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.360524: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_1_grad/mod: (FloorMod)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.363087: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_1_grad/ConcatOffset: (ConcatOffset)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/MatMul_1_grad/MatMul_1/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.367015: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/MatMul_1_grad/MatMul_1/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/sub_grad/BroadcastGradientArgs/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.369779: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/sub_grad/BroadcastGradientArgs/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/sub_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.372624: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/sub_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_2_grad/Mul_1/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.376997: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_2_grad/Mul_1/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_2_grad/Mul/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.469804: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_2_grad/Mul/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_2_grad/BroadcastGradientArgs/StackPopV2_1: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.474069: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_2_grad/BroadcastGradientArgs/StackPopV2_1: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_2_grad/BroadcastGradientArgs/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.477424: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_2_grad/BroadcastGradientArgs/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.482753: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_1_grad/Mul_1/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.486117: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_1_grad/Mul_1/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_1_grad/Mul/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.489353: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_1_grad/Mul/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.494072: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_grad/ShapeN: (ShapeN)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.497774: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_grad/ConcatOffset: (ConcatOffset)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_1_grad/BroadcastGradientArgs/StackPopV2_1: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.502344: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_1_grad/BroadcastGradientArgs/StackPopV2_1: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_1_grad/BroadcastGradientArgs/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.505679: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_1_grad/BroadcastGradientArgs/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.509070: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/add_grad/BroadcastGradientArgs/StackPopV2_1: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.513599: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/add_grad/BroadcastGradientArgs/StackPopV2_1: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/add_grad/BroadcastGradientArgs/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.517044: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/add_grad/BroadcastGradientArgs/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/add_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.521625: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/add_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayReadV3/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.532486: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayReadV3/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayReadV3/b_sync: (ControlTrigger): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.536146: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayReadV3/b_sync: (ControlTrigger)/job:localhost/replica:0/task:0/device:GPU:0
gradients/NextIteration_3: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.539594: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/NextIteration_3: (NextIteration)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.542023: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Exit_1: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.544458: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Exit_1: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Identity_1: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.546970: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Identity_1: (Identity)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.549870: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Exit: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.552278: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Exit: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Identity: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.554640: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Identity: (Identity)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Add_1: (Add): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.557168: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Add_1: (Add)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayReadV3/StackPushV2: (StackPushV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.559170: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayReadV3/StackPushV2: (StackPushV2)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.562679: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/add_1: (Add)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.565185: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/NextIteration_1: (NextIteration)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.570118: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/NextIteration: (NextIteration)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.572750: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArray_1: (TensorArrayV3)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.578098: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayUnstack/TensorArrayScatter/TensorArrayScatterV3_grad/TensorArrayGrad/TensorArrayGradV3: (TensorArrayGradV3)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayUnstack/TensorArrayScatter/TensorArrayScatterV3_grad/TensorArrayGrad/gradient_flow: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.582229: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayUnstack/TensorArrayScatter/TensorArrayScatterV3_grad/TensorArrayGrad/gradient_flow: (Identity)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayUnstack/TensorArrayScatter/TensorArrayScatterV3_grad/TensorArrayGatherV3: (TensorArrayGatherV3): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.585809: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayUnstack/TensorArrayScatter/TensorArrayScatterV3_grad/TensorArrayGatherV3: (TensorArrayGatherV3)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.589597: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/transpose_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/ReverseV2_grad/ReverseV2: (ReverseV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.592471: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/ReverseV2_grad/ReverseV2: (ReverseV2)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.595155: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayReadV3_grad/TensorArrayGrad/TensorArrayGradV3/Enter: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.599080: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayReadV3/Enter: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.603023: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayUnstack/TensorArrayScatter/TensorArrayScatterV3: (TensorArrayScatterV3)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.606106: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayReadV3_grad/TensorArrayGrad/TensorArrayGradV3/Enter_1: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.609401: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayReadV3_grad/TensorArrayGrad/TensorArrayGradV3: (TensorArrayGradV3)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.612654: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayReadV3_grad/TensorArrayGrad/gradient_flow: (Identity)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.616281: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayReadV3/Enter_1: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.618940: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayReadV3: (TensorArrayReadV3)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.621648: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_grad/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.624517: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_1_grad/ShapeN/StackPushV2: (StackPushV2)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.627535: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/concat_1_grad/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.630325: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArray: (TensorArrayV3)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.633168: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayGrad/TensorArrayGradV3/Enter: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.639981: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Enter_2: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.642439: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Merge_2: (Merge)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Switch_2: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.644867: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Switch_2: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Exit_2: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.647358: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Exit_2: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.649876: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayStack/TensorArrayGatherV3_grad/TensorArrayGrad/TensorArrayGradV3: (TensorArrayGradV3)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.656496: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayStack/TensorArrayGatherV3_grad/TensorArrayGrad/gradient_flow: (Identity)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayStack/TensorArraySizeV3: (TensorArraySizeV3): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.662031: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayStack/TensorArraySizeV3: (TensorArraySizeV3)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayStack/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.666093: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayStack/range: (Range)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.668628: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayStack/TensorArrayGatherV3: (TensorArrayGatherV3)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/transpose_1: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.671484: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/transpose_1: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/ReverseV2: (ReverseV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.675109: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/ReverseV2: (ReverseV2)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.677348: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Identity_2: (Identity)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.679842: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.682453: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/strided_slice: (StridedSlice)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.687787: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/GRUCellZeroState/ExpandDims_1: (ExpandDims)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.690601: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/GRUCellZeroState/ExpandDims: (ExpandDims)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.693200: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/GRUCellZeroState/concat: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.696964: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/GRUCellZeroState/zeros: (Fill)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.699427: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Enter_3: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.702277: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Merge_3: (Merge)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Switch_3: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:30.706268: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Switch_3: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.711120: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/zeros_like_2: (ZerosLike)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.713309: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Exit_3_grad/b_exit: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:30.716059: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Switch_3_grad/b_switch: (Merge)/job:localhost/replica:0/task:0/device:GPU:0
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net1/cbhg/gru/bidirectional_rnn/fw/fw/TensorArrayUnstack/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
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net1/cbhg/gru/bidirectional_rnn/fw/fw/Shape_2: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.018315: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/Shape_2: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/strided_slice_2: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.021943: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/strided_slice_2: (StridedSlice)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.025812: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/ExpandDims: (ExpandDims)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.031619: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/concat_1: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/zeros: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.036235: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/zeros: (Fill)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.038641: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/Shape_1: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/strided_slice_1: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.043573: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/strided_slice_1: (StridedSlice)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Less/Enter: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.046218: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Less/Enter: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Less: (Less): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.048664: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Less: (Less)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.051029: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/Maximum: (Maximum)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/Minimum: (Minimum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.053396: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/Minimum: (Minimum)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Less_1/Enter: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.055761: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Less_1/Enter: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Less_1: (Less): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.058432: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Less_1: (Less)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/while/LogicalAnd: (LogicalAnd): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.063486: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/LogicalAnd: (LogicalAnd)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/while/LoopCond: (LoopCond): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.066415: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/LoopCond: (LoopCond)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.069393: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/f_count_2: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.072572: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/f_count_2: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
gradients/b_count_1: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.074718: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/b_count_1: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Merge_1: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.076777: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Merge_1: (Merge)/job:localhost/replica:0/task:0/device:GPU:0
gradients/GreaterEqual: (GreaterEqual): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.078902: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/GreaterEqual: (GreaterEqual)/job:localhost/replica:0/task:0/device:GPU:0
gradients/b_count_2: (LoopCond): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.082194: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/b_count_2: (LoopCond)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayReadV3/Enter_1_grad/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.084635: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayReadV3/Enter_1_grad/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayReadV3/Enter_1_grad/b_acc_3: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.087744: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayReadV3/Enter_1_grad/b_acc_3: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/MatMul/Enter_grad/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.090643: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/MatMul/Enter_grad/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/MatMul/Enter_grad/b_acc_3: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.094797: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/MatMul/Enter_grad/b_acc_3: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/cbhg/gru/bidirectional_rnn/fw/gru_cell/gates/kernel/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.097678: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/gru/bidirectional_rnn/fw/gru_cell/gates/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/BiasAdd/Enter_grad/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.100481: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/BiasAdd/Enter_grad/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/BiasAdd/Enter_grad/b_acc_3: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.104795: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/BiasAdd/Enter_grad/b_acc_3: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/cbhg/gru/bidirectional_rnn/fw/gru_cell/gates/bias/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.107666: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/gru/bidirectional_rnn/fw/gru_cell/gates/bias/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/MatMul_1/Enter_grad/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.111106: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/MatMul_1/Enter_grad/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/MatMul_1/Enter_grad/b_acc_3: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.113768: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/MatMul_1/Enter_grad/b_acc_3: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/cbhg/gru/bidirectional_rnn/fw/gru_cell/candidate/kernel/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.116446: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/gru/bidirectional_rnn/fw/gru_cell/candidate/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/BiasAdd_1/Enter_grad/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.119442: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/BiasAdd_1/Enter_grad/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/BiasAdd_1/Enter_grad/b_acc_3: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.122098: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/BiasAdd_1/Enter_grad/b_acc_3: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/cbhg/gru/bidirectional_rnn/fw/gru_cell/candidate/bias/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.124766: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/gru/bidirectional_rnn/fw/gru_cell/candidate/bias/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Switch_1: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.127363: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Switch_1: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/b_count_3: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.129238: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/b_count_3: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.131102: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.132838: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat_grad/mod: (FloorMod)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/MatMul_grad/MatMul_1/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.135503: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/MatMul_grad/MatMul_1/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/Sigmoid_grad/SigmoidGrad/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.137594: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/Sigmoid_grad/SigmoidGrad/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/mul_grad/Mul_1/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.139694: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/mul_grad/Mul_1/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/mul_grad/BroadcastGradientArgs/StackPopV2_1: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.141721: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/mul_grad/BroadcastGradientArgs/StackPopV2_1: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/mul_grad/BroadcastGradientArgs/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.143998: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/mul_grad/BroadcastGradientArgs/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.146134: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat_1_grad/ShapeN/StackPopV2_1: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.148291: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat_1_grad/ShapeN/StackPopV2_1: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat_1_grad/ShapeN/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.150558: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat_1_grad/ShapeN/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.152744: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat_1_grad/ShapeN: (ShapeN)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.154754: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat_1_grad/mod: (FloorMod)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.159465: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat_1_grad/ConcatOffset: (ConcatOffset)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/MatMul_1_grad/MatMul_1/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.162524: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/MatMul_1_grad/MatMul_1/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/sub_grad/BroadcastGradientArgs/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.165761: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/sub_grad/BroadcastGradientArgs/StackPopV2: (StackPopV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/sub_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.169045: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/sub_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/mul_2_grad/Mul_1/StackPopV2: (StackPopV2): /job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.224010: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/add_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.254969: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Add: (Add)/job:localhost/replica:0/task:0/device:GPU:0
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net1/cbhg/gru/bidirectional_rnn/fw/fw/TensorArray_1: (TensorArrayV3): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.272941: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/TensorArray_1: (TensorArrayV3)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.275643: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/TensorArrayUnstack/TensorArrayScatter/TensorArrayScatterV3_grad/TensorArrayGrad/TensorArrayGradV3: (TensorArrayGradV3)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/TensorArrayUnstack/TensorArrayScatter/TensorArrayScatterV3_grad/TensorArrayGrad/gradient_flow: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.323573: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/TensorArrayUnstack/TensorArrayScatter/TensorArrayScatterV3_grad/TensorArrayGrad/gradient_flow: (Identity)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/TensorArrayUnstack/TensorArrayScatter/TensorArrayScatterV3_grad/TensorArrayGatherV3: (TensorArrayGatherV3): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.332491: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/AddN_8: (AddN)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.334298: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/add_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/add_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.336419: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/add_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/highwaynet_3/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/highwaynet_3/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/highwaynet_3/sub_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/highwaynet_3/sub_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/highwaynet_3/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/highwaynet_3/sub_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/highwaynet_3/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/highwaynet_3/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/highwaynet_3/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/highwaynet_3/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.381068: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/mul_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_9: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.383440: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/AddN_9: (AddN)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/dense2/Sigmoid_grad/SigmoidGrad: (SigmoidGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.385663: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense2/Sigmoid_grad/SigmoidGrad: (SigmoidGrad)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/dense2/Tensordot_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.388082: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense2/Tensordot_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.390439: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense2/Tensordot/MatMul_grad/MatMul_1: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.392876: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense2/Tensordot/Reshape_1_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/dense2/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.395362: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense2/Tensordot/transpose_1_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.461580: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_3/dense2/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.464462: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense2/Tensordot/MatMul_grad/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/dense2/Tensordot/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.469220: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense2/Tensordot/Reshape_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/dense2/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.471855: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense2/Tensordot/transpose_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/dense2/BiasAdd_grad/BiasAddGrad: (BiasAddGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.474560: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense2/BiasAdd_grad/BiasAddGrad: (BiasAddGrad)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.477188: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_3/dense2/bias/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.479901: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/mul_grad/Mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.482414: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/mul_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.484925: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/mul_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.487488: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense1/Relu_grad/ReluGrad: (ReluGrad)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/dense1/Tensordot_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.490193: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense1/Tensordot_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/dense1/Tensordot/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.492897: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense1/Tensordot/MatMul_grad/MatMul_1: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/dense1/Tensordot/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.496781: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense1/Tensordot/Reshape_1_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/dense1/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.499926: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense1/Tensordot/transpose_1_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.502948: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_3/dense1/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.505655: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense1/Tensordot/MatMul_grad/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/dense1/Tensordot/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.508422: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense1/Tensordot/Reshape_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_3/dense1/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.512122: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense1/Tensordot/transpose_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.515161: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/AddN_10: (AddN)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.517382: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/add_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/add_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.521551: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/add_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.524285: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/mul_1_grad/Mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.527437: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/mul_1_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.539640: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/mul_1_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/sub_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.542528: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/sub_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/sub_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/highwaynet_2/sub_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.547448: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/sub_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.550046: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/sub_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.552508: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/sub_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/highwaynet_2/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.565663: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/mul_1_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.568187: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/mul_1_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.570954: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/add_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.573463: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/add_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.576031: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/mul_grad/Mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.578656: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/mul_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.581259: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/mul_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_11: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.584104: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/AddN_11: (AddN)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/dense2/Sigmoid_grad/SigmoidGrad: (SigmoidGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.586755: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense2/Sigmoid_grad/SigmoidGrad: (SigmoidGrad)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/dense2/Tensordot_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.593723: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense2/Tensordot_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/dense2/Tensordot/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.596803: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense2/Tensordot/MatMul_grad/MatMul_1: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/dense2/Tensordot/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.602335: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense2/Tensordot/Reshape_1_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/dense2/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.608877: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense2/Tensordot/transpose_1_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.620356: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_2/dense2/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.624905: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense2/Tensordot/MatMul_grad/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/dense2/Tensordot/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.627707: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense2/Tensordot/Reshape_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/dense2/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.630525: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense2/Tensordot/transpose_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/dense2/BiasAdd_grad/BiasAddGrad: (BiasAddGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.636454: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense2/BiasAdd_grad/BiasAddGrad: (BiasAddGrad)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.639724: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_2/dense2/bias/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.642548: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/mul_grad/Mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.647428: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/mul_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.651028: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/mul_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/dense1/Relu_grad/ReluGrad: (ReluGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.655798: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense1/Relu_grad/ReluGrad: (ReluGrad)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/dense1/Tensordot_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.658520: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense1/Tensordot_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.662179: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense1/Tensordot/MatMul_grad/MatMul_1: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/dense1/Tensordot/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.666958: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense1/Tensordot/Reshape_1_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/dense1/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.670042: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense1/Tensordot/transpose_1_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.676152: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_2/dense1/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.679140: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense1/Tensordot/MatMul_grad/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/dense1/Tensordot/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.682371: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense1/Tensordot/Reshape_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_2/dense1/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.686967: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense1/Tensordot/transpose_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.690032: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/AddN_12: (AddN)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.692279: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/add_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/add_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.696409: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/add_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.699383: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/mul_1_grad/Mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.702279: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/mul_1_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.706121: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/mul_1_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/sub_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.711979: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/sub_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.719098: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/sub_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/sub_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.726178: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/sub_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.728820: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/sub_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.733378: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/mul_1_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.735579: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/mul_1_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.737870: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/add_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.740225: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/add_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.742631: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/mul_grad/Mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.745727: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/mul_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.748112: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/mul_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.751143: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/AddN_13: (AddN)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/dense2/Sigmoid_grad/SigmoidGrad: (SigmoidGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.753295: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense2/Sigmoid_grad/SigmoidGrad: (SigmoidGrad)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/dense2/Tensordot_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.756391: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense2/Tensordot_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/dense2/Tensordot/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.759224: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense2/Tensordot/MatMul_grad/MatMul_1: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/dense2/Tensordot/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.762200: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense2/Tensordot/Reshape_1_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/dense2/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.765146: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense2/Tensordot/transpose_1_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.767765: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_1/dense2/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.772665: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense2/Tensordot/MatMul_grad/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/dense2/Tensordot/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.779391: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense2/Tensordot/Reshape_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/dense2/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.781931: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense2/Tensordot/transpose_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/dense2/BiasAdd_grad/BiasAddGrad: (BiasAddGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.784839: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense2/BiasAdd_grad/BiasAddGrad: (BiasAddGrad)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/cbhg/highwaynet_1/dense2/bias/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.789731: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_1/dense2/bias/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.793799: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/mul_grad/Mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.796155: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/mul_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.853147: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/mul_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/dense1/Relu_grad/ReluGrad: (ReluGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.856929: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense1/Relu_grad/ReluGrad: (ReluGrad)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/dense1/Tensordot_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.860346: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense1/Tensordot_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/dense1/Tensordot/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.862808: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense1/Tensordot/MatMul_grad/MatMul_1: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/dense1/Tensordot/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.865248: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense1/Tensordot/Reshape_1_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/dense1/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.867686: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense1/Tensordot/transpose_1_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.870508: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_1/dense1/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.878246: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense1/Tensordot/MatMul_grad/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_1/dense1/Tensordot/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.881248: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense1/Tensordot/Reshape_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.883801: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense1/Tensordot/transpose_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.887829: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/AddN_14: (AddN)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.893180: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/add_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.895326: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/add_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.897540: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/mul_1_grad/Mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.899805: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/mul_1_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.901963: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/mul_1_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/sub_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.904307: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/sub_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.908479: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/sub_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.910663: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/sub_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.912802: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/sub_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.969062: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/mul_1_grad/Mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.972976: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/mul_1_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.975163: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/mul_1_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.977406: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/add_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.979897: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/add_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.982120: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/mul_grad/Mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.984255: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/mul_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:31.986375: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/mul_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.988599: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/AddN_15: (AddN)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense2/Sigmoid_grad/SigmoidGrad: (SigmoidGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.990423: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense2/Sigmoid_grad/SigmoidGrad: (SigmoidGrad)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense2/Tensordot_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.992812: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense2/Tensordot_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense2/Tensordot/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.995921: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense2/Tensordot/MatMul_grad/MatMul_1: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense2/Tensordot/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:31.998726: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense2/Tensordot/Reshape_1_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense2/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.001166: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense2/Tensordot/transpose_1_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:32.003644: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_0/dense2/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:32.006000: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense2/Tensordot/MatMul_grad/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense2/Tensordot/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.012827: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense2/Tensordot/Reshape_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense2/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.015856: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense2/Tensordot/transpose_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense2/BiasAdd_grad/BiasAddGrad: (BiasAddGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.021841: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense2/BiasAdd_grad/BiasAddGrad: (BiasAddGrad)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/cbhg/highwaynet_0/dense2/bias/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.025295: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_0/dense2/bias/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.029057: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/mul_grad/Mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.031531: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/mul_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.034197: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/mul_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense1/Relu_grad/ReluGrad: (ReluGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.039609: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense1/Relu_grad/ReluGrad: (ReluGrad)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense1/Tensordot_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.043540: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense1/Tensordot_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense1/Tensordot/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.046136: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense1/Tensordot/MatMul_grad/MatMul_1: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense1/Tensordot/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.048822: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense1/Tensordot/Reshape_1_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense1/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.051506: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense1/Tensordot/transpose_1_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:32.054304: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_0/dense1/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense1/Tensordot/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.057313: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense1/Tensordot/MatMul_grad/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense1/Tensordot/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.060133: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense1/Tensordot/Reshape_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense1/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.062813: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense1/Tensordot/transpose_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.065560: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/AddN_16: (AddN)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.067711: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/add_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/add_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.069931: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/add_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.072443: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/add_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.077579: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/add_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/conv1d_2/conv1d/conv1d/Squeeze_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.079878: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_2/conv1d/conv1d/Squeeze_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/conv1d_2/conv1d/conv1d/Conv2D_grad/Conv2DBackpropFilter: (Conv2DBackpropFilter): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.082797: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_2/conv1d/conv1d/Conv2D_grad/Conv2DBackpropFilter: (Conv2DBackpropFilter)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/conv1d_2/conv1d/conv1d/ExpandDims_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.085735: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_2/conv1d/conv1d/ExpandDims_1_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/cbhg/conv1d_2/conv1d/kernel/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.088671: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/conv1d_2/conv1d/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/conv1d_2/conv1d/conv1d/Conv2D_grad/Conv2DBackpropInput: (Conv2DBackpropInput): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.091197: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_2/conv1d/conv1d/Conv2D_grad/Conv2DBackpropInput: (Conv2DBackpropInput)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/conv1d_2/conv1d/conv1d/ExpandDims_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.094046: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_2/conv1d/conv1d/ExpandDims_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/Relu_grad/ReluGrad: (ReluGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:32.096654: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/Relu_grad/ReluGrad: (ReluGrad)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/normalize/add_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:32.101602: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/normalize/add_1_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/normalize/add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/normalize/moments/SquaredDifference_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/conv1d_1/conv1d/conv1d/Squeeze_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/conv1d_1/conv1d/conv1d/ExpandDims_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/conv1d_banks/concat_grad/Slice_7: (Slice): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/conv1d_banks/num_8/Relu_grad/ReluGrad: (ReluGrad): /job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:33.930693: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dropout2/dropout/div_grad/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:33.933315: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dropout2/dropout/div_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:33.936364: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dropout2/dropout/div_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:33.942646: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dropout2/dropout/div_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:33.945057: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dropout2/dropout/div_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/prenet/dense2/Relu_grad/ReluGrad: (ReluGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:33.947611: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dense2/Relu_grad/ReluGrad: (ReluGrad)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:33.951091: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dense2/Tensordot_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:33.953524: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dense2/Tensordot/MatMul_grad/MatMul_1: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:33.956026: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dense2/Tensordot/Reshape_1_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/prenet/dense2/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:33.958699: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dense2/Tensordot/transpose_1_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:33.962544: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/prenet/dense2/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:33.965006: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dense2/Tensordot/MatMul_grad/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:33.967486: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dense2/Tensordot/Reshape_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:33.971046: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dense2/Tensordot/transpose_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:33.988276: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dropout1/dropout/mul_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:33.995186: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dropout1/dropout/div_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.001641: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dropout1/dropout/div_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.011723: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dropout1/dropout/div_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/prenet/dense1/Relu_grad/ReluGrad: (ReluGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.014363: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dense1/Relu_grad/ReluGrad: (ReluGrad)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/prenet/dense1/Tensordot_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/prenet/dense1/Tensordot/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.020358: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dense1/Tensordot/MatMul_grad/MatMul_1: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/prenet/dense1/Tensordot/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.023402: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dense1/Tensordot/Reshape_1_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/prenet/dense1/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.026250: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dense1/Tensordot/transpose_1_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/prenet/dense1/kernel/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.030604: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/prenet/dense1/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.033120: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dense1/Tensordot/MatMul_grad/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.035646: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dense1/BiasAdd_grad/BiasAddGrad: (BiasAddGrad)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/prenet/dense1/bias/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.038185: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/prenet/dense1/bias/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.042556: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/prenet/dense2/BiasAdd_grad/BiasAddGrad: (BiasAddGrad)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/prenet/dense2/bias/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.045113: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/prenet/dense2/bias/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.047549: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_banks/num_1/normalize/mul_grad/Mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.052312: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_banks/num_1/normalize/mul_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.054710: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_banks/num_1/normalize/mul_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.057380: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/conv1d_banks/num_1/normalize/gamma/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.059842: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/normalize/mul_grad/Mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/normalize/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.062118: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/normalize/mul_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/normalize/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.064206: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/normalize/mul_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.066428: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/normalize/gamma/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/highwaynet_0/dense1/BiasAdd_grad/BiasAddGrad: (BiasAddGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.068689: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_0/dense1/BiasAdd_grad/BiasAddGrad: (BiasAddGrad)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.071203: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_0/dense1/bias/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.073579: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_1/dense1/BiasAdd_grad/BiasAddGrad: (BiasAddGrad)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.075988: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_1/dense1/bias/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.078387: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_2/dense1/BiasAdd_grad/BiasAddGrad: (BiasAddGrad)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.081168: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_2/dense1/bias/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.083652: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/highwaynet_3/dense1/BiasAdd_grad/BiasAddGrad: (BiasAddGrad)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.086094: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/cbhg/highwaynet_3/dense1/bias/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.088801: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayReadV3_grad/TensorArrayGrad/TensorArrayGradV3/Enter: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayReadV3/Enter: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.094133: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/TensorArrayUnstack/TensorArrayScatter/TensorArrayScatterV3: (TensorArrayScatterV3)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.097027: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayReadV3_grad/TensorArrayGrad/TensorArrayGradV3/Enter_1: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.099979: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayReadV3_grad/TensorArrayGrad/TensorArrayGradV3: (TensorArrayGradV3)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.103125: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayReadV3_grad/TensorArrayGrad/gradient_flow: (Identity)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.106381: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayReadV3/Enter_1: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.109041: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayReadV3: (TensorArrayReadV3)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.111731: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat_grad/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.114506: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat_1_grad/ShapeN/StackPushV2: (StackPushV2)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.117522: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat_1_grad/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.122961: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayGrad/TensorArrayGradV3/Enter: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.139388: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/TensorArrayStack/TensorArrayGatherV3_grad/TensorArrayGrad/TensorArrayGradV3: (TensorArrayGradV3)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.142741: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/TensorArrayStack/TensorArrayGatherV3_grad/TensorArrayGrad/gradient_flow: (Identity)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/TensorArrayStack/TensorArraySizeV3: (TensorArraySizeV3): /job:localhost/replica:0/task:0/device:GPU:0
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net1/cbhg/gru/bidirectional_rnn/fw/fw/TensorArrayStack/range: (Range): /job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.152338: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/TensorArrayStack/TensorArrayGatherV3: (TensorArrayGatherV3)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.155174: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/transpose_1: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.157608: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/concat_grad/ShapeN: (ShapeN)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/concat_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.162890: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/concat_grad/ConcatOffset: (ConcatOffset)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/concat_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.166619: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/concat_grad/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.169029: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/concat: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.171159: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.173423: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/dense/Tensordot/Reshape_grad/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.175841: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/GatherV2_1: (GatherV2): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:34.178017: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/GatherV2_1: (GatherV2)/job:localhost/replica:0/task:0/device:CPU:0
net1/dense/Tensordot/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.182233: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/Prod_1: (Prod)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/GatherV2: (GatherV2): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:34.186187: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/GatherV2: (GatherV2)/job:localhost/replica:0/task:0/device:CPU:0
net1/dense/Tensordot/concat_2: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.188186: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/concat_2: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.190199: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/concat: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.192166: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/Prod: (Prod)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/stack: (Pack): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.194062: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/stack: (Pack)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.195939: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.197984: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/dense/Tensordot_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.199857: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/dense/Tensordot_grad/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.201851: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/BiasAdd: (BiasAdd): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/truediv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.205573: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/truediv_grad/Neg: (Neg)/job:localhost/replica:0/task:0/device:GPU:0
gradients/truediv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.207587: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/truediv_grad/RealDiv_1: (RealDiv)/job:localhost/replica:0/task:0/device:GPU:0
gradients/truediv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.209608: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/truediv_grad/RealDiv_2: (RealDiv)/job:localhost/replica:0/task:0/device:GPU:0
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gradients/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.213856: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/truediv_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/device:GPU:0
truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.216106: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] truediv: (RealDiv)/job:localhost/replica:0/task:0/device:GPU:0
gradients/SparseSoftmaxCrossEntropyWithLogits/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.217818: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/SparseSoftmaxCrossEntropyWithLogits/Reshape_grad/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/Shape_2: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.220110: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/Shape_2: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.224851: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/strided_slice: (StridedSlice)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/assert_equal/Equal: (Equal): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.227403: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/assert_equal/Equal: (Equal)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/assert_equal/All: (All): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.229623: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/assert_equal/All: (All)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Assert: (Assert): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:34.231798: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Assert: (Assert)/job:localhost/replica:0/task:0/device:CPU:0
SparseSoftmaxCrossEntropyWithLogits/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.234172: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/sub: (Sub): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.237799: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/sub: (Sub)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/strided_slice_1/stack: (Pack): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.240531: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/strided_slice_1/stack: (Pack)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/add: (Add): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.242263: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/add: (Add)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/strided_slice_1/stack_1: (Pack): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.244187: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/strided_slice_1/stack_1: (Pack)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/Shape_3: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.245911: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/Shape_3: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/strided_slice_1: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.247514: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/strided_slice_1: (StridedSlice)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/Reshape/shape: (Pack): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.249229: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/Reshape/shape: (Pack)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.250982: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits: (SparseSoftmaxCrossEntropyWithLogits): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.252599: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits: (SparseSoftmaxCrossEntropyWithLogits)/job:localhost/replica:0/task:0/device:GPU:0
gradients/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/PreventGradient: (PreventGradient): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.254655: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/PreventGradient: (PreventGradient)/job:localhost/replica:0/task:0/device:GPU:0
gradients/zeros_like: (ZerosLike): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.256791: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/zeros_like: (ZerosLike)/job:localhost/replica:0/task:0/device:GPU:0
gradients/SparseSoftmaxCrossEntropyWithLogits/Reshape_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.258293: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/SparseSoftmaxCrossEntropyWithLogits/Reshape_2_grad/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/Reshape_2: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.260245: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/Reshape_2: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.261859: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/mul_grad/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.263303: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/device:GPU:0
mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.265121: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.266388: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Mean_grad/Shape_1: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.267864: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Mean_grad/Prod: (Prod)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.269388: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Mean_grad/floordiv: (FloorDiv)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.270880: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Mean_grad/Cast: (Cast)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.275443: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Mean_grad/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Mean_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.277718: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Mean_grad/Tile: (Tile)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Mean_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.279821: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Mean_grad/truediv: (RealDiv)/job:localhost/replica:0/task:0/device:GPU:0
gradients/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.282323: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/mul_grad/Mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.285699: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/mul_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.287781: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/mul_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.289972: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/mul_grad/Mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.292382: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/mul_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.295644: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/mul_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/SparseSoftmaxCrossEntropyWithLogits/Reshape_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.297795: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/SparseSoftmaxCrossEntropyWithLogits/Reshape_2_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.300456: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/ExpandDims: (ExpandDims)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.304596: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/SparseSoftmaxCrossEntropyWithLogits/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.307479: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/SparseSoftmaxCrossEntropyWithLogits/Reshape_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/truediv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.310282: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/truediv_grad/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/truediv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.312397: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/truediv_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/truediv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.315761: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/truediv_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/truediv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.317984: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/truediv_grad/RealDiv: (RealDiv)/job:localhost/replica:0/task:0/device:GPU:0
gradients/truediv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.320185: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/truediv_grad/Sum: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/truediv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.322481: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/truediv_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/dense/Tensordot_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.326628: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/dense/Tensordot_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/dense/Tensordot/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.329566: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/dense/Tensordot/MatMul_grad/MatMul_1: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/dense/Tensordot/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.332104: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/dense/Tensordot/Reshape_1_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/dense/Tensordot/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.335562: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/dense/Tensordot/transpose_1_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/dense/kernel/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.338456: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/dense/kernel/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/dense/Tensordot/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.340811: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/dense/Tensordot/MatMul_grad/MatMul: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/dense/Tensordot/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.344223: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/dense/Tensordot/Reshape_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/dense/Tensordot/transpose_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.346663: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/dense/Tensordot/transpose_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/concat_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.349169: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/concat_grad/Slice_1: (Slice)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/ReverseV2_grad/ReverseV2: (ReverseV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.351497: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/ReverseV2_grad/ReverseV2: (ReverseV2)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.355331: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/transpose_1_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayStack/TensorArrayGatherV3_grad/TensorArrayScatter/TensorArrayScatterV3: (TensorArrayScatterV3): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.358075: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/TensorArrayStack/TensorArrayGatherV3_grad/TensorArrayScatter/TensorArrayScatterV3: (TensorArrayScatterV3)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Exit_2_grad/b_exit: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Switch_2_grad/b_switch: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.365702: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Switch_2_grad/b_switch: (Merge)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Merge_2_grad/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.368453: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Merge_2_grad/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Switch_2_grad_1/NextIteration: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.371136: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/Switch_2_grad_1/NextIteration: (NextIteration)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.375168: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayGrad/TensorArrayGradV3: (TensorArrayGradV3)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayGrad/gradient_flow: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.378616: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayGrad/gradient_flow: (Identity)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayReadV3: (TensorArrayReadV3): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.383109: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayReadV3: (TensorArrayReadV3)/job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.388697: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/add_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/add_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.435564: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/add_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.438747: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_2_grad/Mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.442743: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_2_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.445586: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/bw/bw/while/gru_cell/mul_2_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:34.632227: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/concat_grad/Slice: (Slice)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/transpose_1_grad/transpose: (Transpose): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.634578: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/transpose_1_grad/transpose: (Transpose)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/TensorArrayStack/TensorArrayGatherV3_grad/TensorArrayScatter/TensorArrayScatterV3: (TensorArrayScatterV3): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.637121: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/TensorArrayStack/TensorArrayGatherV3_grad/TensorArrayScatter/TensorArrayScatterV3: (TensorArrayScatterV3)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Exit_2_grad/b_exit: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.640442: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Exit_2_grad/b_exit: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Switch_2_grad/b_switch: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.642897: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Switch_2_grad/b_switch: (Merge)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Merge_2_grad/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.645389: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Merge_2_grad/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Switch_2_grad_1/NextIteration: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.651007: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Switch_2_grad_1/NextIteration: (NextIteration)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayGrad/TensorArrayGradV3: (TensorArrayGradV3): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.653718: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayGrad/TensorArrayGradV3: (TensorArrayGradV3)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayGrad/gradient_flow: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.658311: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayGrad/gradient_flow: (Identity)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayReadV3: (TensorArrayReadV3): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.661377: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayReadV3: (TensorArrayReadV3)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Enter_2_grad/Exit: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.667211: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Enter_2_grad/Exit: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/dense/BiasAdd_grad/BiasAddGrad: (BiasAddGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.669670: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/dense/BiasAdd_grad/BiasAddGrad: (BiasAddGrad)/job:localhost/replica:0/task:0/device:GPU:0
min_op/update_net1/dense/bias/ApplyAdam: (ApplyAdam): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.671662: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/update_net1/dense/bias/ApplyAdam: (ApplyAdam)/job:localhost/replica:0/task:0/device:GPU:0
min_op/mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.673630: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
min_op/Assign_1: (Assign): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.675229: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/Assign_1: (Assign)/job:localhost/replica:0/task:0/device:GPU:0
min_op/mul: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.676906: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/mul: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
min_op/Assign: (Assign): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.678510: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op/Assign: (Assign)/job:localhost/replica:0/task:0/device:GPU:0
min_op: (NoOp): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.680273: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] min_op: (NoOp)/job:localhost/replica:0/task:0/device:GPU:0
Mean: (Mean): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.682116: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] Mean: (Mean)/job:localhost/replica:0/task:0/device:GPU:0
net1/train/loss: (ScalarSummary): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:34.683652: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/train/loss: (ScalarSummary)/job:localhost/replica:0/task:0/device:CPU:0
net1/ArgMax: (ArgMax): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.685572: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/ArgMax: (ArgMax)/job:localhost/replica:0/task:0/device:GPU:0
net1/ToInt32: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.687226: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/ToInt32: (Cast)/job:localhost/replica:0/task:0/device:GPU:0
ToInt64: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.688860: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] ToInt64: (Cast)/job:localhost/replica:0/task:0/device:GPU:0
Equal: (Equal): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.690411: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] Equal: (Equal)/job:localhost/replica:0/task:0/device:GPU:0
ToFloat: (Cast): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.691961: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] ToFloat: (Cast)/job:localhost/replica:0/task:0/device:GPU:0
mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.693489: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
Sum_2: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.695016: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] Sum_2: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.696773: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] truediv_1: (RealDiv)/job:localhost/replica:0/task:0/device:GPU:0
net1/train/acc: (ScalarSummary): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:34.698477: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/train/acc: (ScalarSummary)/job:localhost/replica:0/task:0/device:CPU:0
net1/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.700491: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/truediv: (RealDiv)/job:localhost/replica:0/task:0/device:GPU:0
net1/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.702313: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/Shape_1: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/Slice: (Slice): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.704061: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/Slice: (Slice)/job:localhost/replica:0/task:0/device:GPU:0
net1/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.705649: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/concat: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0
net1/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.707287: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/Reshape: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
net1/Softmax: (Softmax): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:34.708968: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/Softmax: (Softmax)/job:localhost/replica:0/task:0/device:CPU:0
net1/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.711196: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/ppgs: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.713362: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/ppgs: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Identity_2: (Identity): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.715342: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Identity_2: (Identity)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/Shape: (Shape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.717831: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/Shape: (Shape)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/strided_slice: (StridedSlice): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.720155: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/strided_slice: (StridedSlice)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/GRUCellZeroState/ExpandDims_1: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.724846: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/GRUCellZeroState/ExpandDims_1: (ExpandDims)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/GRUCellZeroState/ExpandDims: (ExpandDims): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.727550: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/GRUCellZeroState/ExpandDims: (ExpandDims)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/GRUCellZeroState/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.730750: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/GRUCellZeroState/concat: (ConcatV2)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/GRUCellZeroState/zeros: (Fill): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.733666: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/GRUCellZeroState/zeros: (Fill)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Enter_3: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.736647: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Enter_3: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Merge_3: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.739189: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Merge_3: (Merge)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Switch_3: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.741747: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Switch_3: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Exit_3: (Exit): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.744547: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Exit_3: (Exit)/job:localhost/replica:0/task:0/device:GPU:0
gradients/zeros_like_1: (ZerosLike): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.746977: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/zeros_like_1: (ZerosLike)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Exit_3_grad/b_exit: (Enter): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.749139: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Exit_3_grad/b_exit: (Enter)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Switch_3_grad/b_switch: (Merge): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.751845: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Switch_3_grad/b_switch: (Merge)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Merge_3_grad/Switch: (Switch): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.754690: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/Merge_3_grad/Switch: (Switch)/job:localhost/replica:0/task:0/device:GPU:0
gradients/AddN: (AddN): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.757417: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/AddN: (AddN)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.759539: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/add_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/add_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.762715: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/add_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.765757: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/mul_2_grad/Mul_1: (Mul)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.768496: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/mul_2_grad/Sum_1: (Sum)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.771241: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/mul_2_grad/Reshape_1: (Reshape)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/Tanh_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.774625: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/Tanh_grad/TanhGrad: (TanhGrad)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/MatMul_1_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:34.783746: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/MatMul_1_grad/MatMul_1: (MatMul)/job:localhost/replica:0/task:0/device:GPU:0
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gradients/NextIteration: (NextIteration): /job:localhost/replica:0/task:0/device:GPU:0
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gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayReadV3/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.449915: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/bidirectional_rnn/fw/fw/while/TensorArrayWrite/TensorArrayWriteV3_grad/TensorArrayReadV3/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/gru/concat_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.453222: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/gru/concat_grad/Rank: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/dense/Tensordot/Reshape_1_grad/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.455691: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/dense/Tensordot/Reshape_1_grad/Shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/truediv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.459828: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/truediv_grad/Shape_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.462310: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/SparseSoftmaxCrossEntropyWithLogits/SparseSoftmaxCrossEntropyWithLogits_grad/ExpandDims/dim: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.465426: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Mean_grad/Maximum/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.468705: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Mean_grad/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.470841: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Mean_grad/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.472947: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Mean_grad/Shape_2: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.475070: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Mean_grad/Reshape/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/b_count_4: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.478499: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/b_count_4: (Const)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:37.480646: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/f_count_3: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/b_count: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.482679: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/b_count: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/f_count: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.484676: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/f_count: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/grad_ys_0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.487888: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/grad_ys_0: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/Shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.489935: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/Shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0
learning_rate/initial_value: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.491915: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] learning_rate/initial_value: (Const)/job:localhost/replica:0/task:0/device:GPU:0
empty_regularize_cost: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.494409: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] empty_regularize_cost: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/train/acc/tags: (Const): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:37.497677: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/train/acc/tags: (Const)/job:localhost/replica:0/task:0/device:CPU:0
net1/train/loss/tags: (Const): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:37.499730: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/train/loss/tags: (Const)/job:localhost/replica:0/task:0/device:CPU:0
Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.502178: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] Const_2: (Const)/job:localhost/replica:0/task:0/device:GPU:0
Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.505487: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0
Sum_1/reduction_indices: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.510749: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] Sum_1/reduction_indices: (Const)/job:localhost/replica:0/task:0/device:GPU:0
Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.512689: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Assert/data_4: (Const): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:37.514541: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Assert/data_4: (Const)/job:localhost/replica:0/task:0/device:CPU:0
SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Assert/data_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:37.518161: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Assert/data_2: (Const)/job:localhost/replica:0/task:0/device:CPU:0
SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Assert/data_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:37.520570: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Assert/data_1: (Const)/job:localhost/replica:0/task:0/device:CPU:0
SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Assert/data_0: (Const): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:37.522983: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Assert/data_0: (Const)/job:localhost/replica:0/task:0/device:CPU:0
SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Const_3: (Const): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:37.525488: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Const_3: (Const)/job:localhost/replica:0/task:0/device:CPU:0
SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Const_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:37.610913: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Const_2: (Const)/job:localhost/replica:0/task:0/device:CPU:0
SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:37.613538: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Const_1: (Const)/job:localhost/replica:0/task:0/device:CPU:0
SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:37.616144: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/assert_equal/Assert/Const: (Const)/job:localhost/replica:0/task:0/device:CPU:0
SparseSoftmaxCrossEntropyWithLogits/assert_equal/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.619892: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/assert_equal/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/strided_slice/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.622370: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/strided_slice/stack_2: (Const)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/strided_slice/stack_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.624979: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/strided_slice/stack_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/strided_slice/stack: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.628880: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/strided_slice/stack: (Const)/job:localhost/replica:0/task:0/device:GPU:0
truediv/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.631344: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] truediv/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:37.633302: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] Sum/reduction_indices: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/ArgMax/dimension: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.635648: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/ArgMax/dimension: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/concat/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.639013: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/concat/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/concat/values_0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.641059: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/concat/values_0: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/Slice/size: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.646794: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/Slice/size: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/Sub/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.650561: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/Sub/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/Rank: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.652532: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/Rank: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/truediv/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.654482: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/truediv/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/concat_2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.656491: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/concat_2/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/Const_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.658724: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/Const_2: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/Reshape_1/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.660903: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/Reshape_1/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/transpose_1/perm: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.663162: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/transpose_1/perm: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.666887: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/concat_1/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/concat/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.669448: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/concat/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/Const_1: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.671670: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/Const_1: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/Const: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.673847: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/GatherV2_1/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:37.676126: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/GatherV2_1/axis: (Const)/job:localhost/replica:0/task:0/device:CPU:0
net1/dense/Tensordot/GatherV2/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:37.678406: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/GatherV2/axis: (Const)/job:localhost/replica:0/task:0/device:CPU:0
net1/dense/Tensordot/range/delta: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.680753: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/range/delta: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/range/start: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.683664: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/range/start: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/Less/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.686073: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/Less/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/GreaterEqual/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.688245: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/GreaterEqual/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/axes: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.692957: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/axes: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/Tensordot/Rank: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.696055: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/Tensordot/Rank: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/bias/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.698547: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/bias/Initializer/zeros: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/kernel/Initializer/random_uniform/max: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.701851: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/kernel/Initializer/random_uniform/max: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/kernel/Initializer/random_uniform/min: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.704816: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/kernel/Initializer/random_uniform/min: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/dense/kernel/Initializer/random_uniform/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.707226: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/dense/kernel/Initializer/random_uniform/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/concat/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.709672: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/concat/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/ReverseV2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:37.711912: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/ReverseV2/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/bw/bw/concat_2/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
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net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/split/split_dim: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.115239: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/split/split_dim: (Const)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:39.117540: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/Const: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat/axis: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.119877: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/gru_cell/concat/axis: (Const)/job:localhost/replica:0/task:0/device:GPU:0
net1/cbhg/gru/bidirectional_rnn/fw/fw/while/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.126609: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] net1/cbhg/gru/bidirectional_rnn/fw/fw/while/add/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/normalize/moments/SquaredDifference_grad/scalar: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.129401: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/normalize/moments/SquaredDifference_grad/scalar: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/conv1d_banks/num_8/normalize/moments/SquaredDifference_grad/scalar: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.133353: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_banks/num_8/normalize/moments/SquaredDifference_grad/scalar: (Const)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:39.136856: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_banks/num_7/normalize/moments/SquaredDifference_grad/scalar: (Const)/job:localhost/replica:0/task:0/device:GPU:0
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2018-10-07 23:16:39.139760: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_banks/num_6/normalize/moments/SquaredDifference_grad/scalar: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/conv1d_banks/num_5/normalize/moments/SquaredDifference_grad/scalar: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.143826: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_banks/num_5/normalize/moments/SquaredDifference_grad/scalar: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/conv1d_banks/num_4/normalize/moments/SquaredDifference_grad/scalar: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.146763: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_banks/num_4/normalize/moments/SquaredDifference_grad/scalar: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/conv1d_banks/num_3/normalize/moments/SquaredDifference_grad/scalar: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.149949: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_banks/num_3/normalize/moments/SquaredDifference_grad/scalar: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/conv1d_banks/num_2/normalize/moments/SquaredDifference_grad/scalar: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.154150: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_banks/num_2/normalize/moments/SquaredDifference_grad/scalar: (Const)/job:localhost/replica:0/task:0/device:GPU:0
gradients/net1/cbhg/conv1d_banks/num_1/normalize/moments/SquaredDifference_grad/scalar: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.157074: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] gradients/net1/cbhg/conv1d_banks/num_1/normalize/moments/SquaredDifference_grad/scalar: (Const)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/Reshape_1/shape: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.160006: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/Reshape_1/shape: (Const)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/Reshape/shape/0: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.163663: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/Reshape/shape/0: (Const)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/strided_slice_1/stack_2: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.166258: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/strided_slice_1/stack_2: (Const)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/add/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.169002: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/add/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/sub/y: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.171392: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/sub/y: (Const)/job:localhost/replica:0/task:0/device:GPU:0
SparseSoftmaxCrossEntropyWithLogits/Rank: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.174787: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] SparseSoftmaxCrossEntropyWithLogits/Rank: (Const)/job:localhost/replica:0/task:0/device:GPU:0
EMA/QueueInput/queue_size_EMA_apply/EMA/QueueInput/queue_size/sub_2/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.177138: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] EMA/QueueInput/queue_size_EMA_apply/EMA/QueueInput/queue_size/sub_2/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0
EMA/QueueInput/queue_size_EMA_apply/EMA/QueueInput/queue_size/sub_1/x: (Const): /job:localhost/replica:0/task:0/device:GPU:0
2018-10-07 23:16:39.179945: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] EMA/QueueInput/queue_size_EMA_apply/EMA/QueueInput/queue_size/sub_1/x: (Const)/job:localhost/replica:0/task:0/device:GPU:0
y_ppgs: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:39.183970: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] y_ppgs: (Placeholder)/job:localhost/replica:0/task:0/device:CPU:0
x_mfccs: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0
2018-10-07 23:16:39.186404: I T:\src\github\tensorflow\tensorflow\core\common_runtime\placer.cc:886] x_mfccs: (Placeholder)/job:localhost/replica:0/task:0/device:CPU:0
[1007 23:16:41 @base.py:203] Initializing the session ...              |78/100[01:45<00:32, 0.68it/s]