tensorflow 训练保存的模型注意包含两个部分：网络结构和参数值。
.meta
.meta 文件以 “protocol buffer”格式保存了整个模型的结构图，模型上定义的操作等信息。
查看 meta 文件中所有的操作信息：
# ================================================================ # # 列出 meta 中所有操作 # # ================================================================ # saver = tf.train.import_meta_graph('./my_model_final.ckpt.meta') for op in tf.get_default_graph().get_operations(): print("oprator_name: ", op.name) """ oprator_name: input/X oprator_name: input/y oprator_name: input/is_training oprator_name: hidden1/kernel/Initializer/truncated_normal/shape oprator_name: hidden1/kernel/Initializer/truncated_normal/mean oprator_name: hidden1/kernel/Initializer/truncated_normal/stddev oprator_name: hidden1/kernel/Initializer/truncated_normal/TruncatedNormal oprator_name: hidden1/kernel/Initializer/truncated_normal/mul oprator_name: hidden1/kernel/Initializer/truncated_normal oprator_name: hidden1/kernel oprator_name: hidden1/kernel/Assign oprator_name: hidden1/kernel/read oprator_name: hidden1/bias/Initializer/zeros oprator_name: hidden1/bias oprator_name: hidden1/bias/Assign oprator_name: hidden1/bias/read oprator_name: dnn/hidden1/MatMul oprator_name: dnn/hidden1/BiasAdd oprator_name: batch_normalization/gamma/Initializer/ones oprator_name: batch_normalization/gamma oprator_name: batch_normalization/gamma/Assign oprator_name: batch_normalization/gamma/read oprator_name: batch_normalization/beta/Initializer/zeros oprator_name: batch_normalization/beta oprator_name: batch_normalization/beta/Assign oprator_name: batch_normalization/beta/read oprator_name: batch_normalization/moving_mean/Initializer/zeros oprator_name: batch_normalization/moving_mean oprator_name: batch_normalization/moving_mean/Assign oprator_name: batch_normalization/moving_mean/read oprator_name: batch_normalization/moving_variance/Initializer/ones oprator_name: batch_normalization/moving_variance oprator_name: batch_normalization/moving_variance/Assign oprator_name: batch_normalization/moving_variance/read oprator_name: dnn/batch_normalization/batchnorm/add/y oprator_name: dnn/batch_normalization/batchnorm/add oprator_name: dnn/batch_normalization/batchnorm/Rsqrt oprator_name: dnn/batch_normalization/batchnorm/mul oprator_name: dnn/batch_normalization/batchnorm/mul_1 oprator_name: dnn/batch_normalization/batchnorm/mul_2 oprator_name: dnn/batch_normalization/batchnorm/sub oprator_name: dnn/batch_normalization/batchnorm/add_1 oprator_name: dnn/swish_f32 oprator_name: hidden2/kernel/Initializer/truncated_normal/shape oprator_name: hidden2/kernel/Initializer/truncated_normal/mean oprator_name: hidden2/kernel/Initializer/truncated_normal/stddev oprator_name: hidden2/kernel/Initializer/truncated_normal/TruncatedNormal oprator_name: hidden2/kernel/Initializer/truncated_normal/mul oprator_name: hidden2/kernel/Initializer/truncated_normal oprator_name: hidden2/kernel oprator_name: hidden2/kernel/Assign oprator_name: hidden2/kernel/read oprator_name: hidden2/bias/Initializer/zeros oprator_name: hidden2/bias oprator_name: hidden2/bias/Assign oprator_name: hidden2/bias/read oprator_name: dnn/hidden2/MatMul oprator_name: dnn/hidden2/BiasAdd oprator_name: batch_normalization_1/gamma/Initializer/ones oprator_name: batch_normalization_1/gamma oprator_name: batch_normalization_1/gamma/Assign oprator_name: batch_normalization_1/gamma/read oprator_name: batch_normalization_1/beta/Initializer/zeros oprator_name: batch_normalization_1/beta oprator_name: batch_normalization_1/beta/Assign oprator_name: batch_normalization_1/beta/read oprator_name: batch_normalization_1/moving_mean/Initializer/zeros oprator_name: batch_normalization_1/moving_mean oprator_name: batch_normalization_1/moving_mean/Assign oprator_name: batch_normalization_1/moving_mean/read oprator_name: batch_normalization_1/moving_variance/Initializer/ones oprator_name: batch_normalization_1/moving_variance oprator_name: batch_normalization_1/moving_variance/Assign oprator_name: batch_normalization_1/moving_variance/read oprator_name: dnn/batch_normalization_1/moments/mean/reduction_indices oprator_name: dnn/batch_normalization_1/moments/mean oprator_name: dnn/batch_normalization_1/moments/StopGradient oprator_name: dnn/batch_normalization_1/moments/SquaredDifference oprator_name: dnn/batch_normalization_1/moments/variance/reduction_indices oprator_name: dnn/batch_normalization_1/moments/variance oprator_name: dnn/batch_normalization_1/moments/Squeeze oprator_name: dnn/batch_normalization_1/moments/Squeeze_1 oprator_name: dnn/batch_normalization_1/cond/Switch oprator_name: dnn/batch_normalization_1/cond/switch_t oprator_name: dnn/batch_normalization_1/cond/switch_f oprator_name: dnn/batch_normalization_1/cond/pred_id oprator_name: dnn/batch_normalization_1/cond/Switch_1 oprator_name: dnn/batch_normalization_1/cond/Switch_2 oprator_name: dnn/batch_normalization_1/cond/Merge oprator_name: dnn/batch_normalization_1/cond_1/Switch oprator_name: dnn/batch_normalization_1/cond_1/switch_t oprator_name: dnn/batch_normalization_1/cond_1/switch_f oprator_name: dnn/batch_normalization_1/cond_1/pred_id oprator_name: dnn/batch_normalization_1/cond_1/Switch_1 oprator_name: dnn/batch_normalization_1/cond_1/Switch_2 oprator_name: dnn/batch_normalization_1/cond_1/Merge oprator_name: dnn/batch_normalization_1/cond_2/Switch oprator_name: dnn/batch_normalization_1/cond_2/switch_t oprator_name: dnn/batch_normalization_1/cond_2/switch_f oprator_name: dnn/batch_normalization_1/cond_2/pred_id oprator_name: dnn/batch_normalization_1/cond_2/AssignMovingAvg/decay oprator_name: dnn/batch_normalization_1/cond_2/AssignMovingAvg/sub/Switch oprator_name: dnn/batch_normalization_1/cond_2/AssignMovingAvg/sub/Switch_1 oprator_name: dnn/batch_normalization_1/cond_2/AssignMovingAvg/sub oprator_name: dnn/batch_normalization_1/cond_2/AssignMovingAvg/mul oprator_name: dnn/batch_normalization_1/cond_2/AssignMovingAvg/Switch oprator_name: dnn/batch_normalization_1/cond_2/AssignMovingAvg oprator_name: dnn/batch_normalization_1/cond_2/Switch_1 oprator_name: dnn/batch_normalization_1/cond_2/Merge oprator_name: dnn/batch_normalization_1/cond_3/Switch oprator_name: dnn/batch_normalization_1/cond_3/switch_t oprator_name: dnn/batch_normalization_1/cond_3/switch_f oprator_name: dnn/batch_normalization_1/cond_3/pred_id oprator_name: dnn/batch_normalization_1/cond_3/AssignMovingAvg/decay oprator_name: dnn/batch_normalization_1/cond_3/AssignMovingAvg/sub/Switch oprator_name: dnn/batch_normalization_1/cond_3/AssignMovingAvg/sub/Switch_1 oprator_name: dnn/batch_normalization_1/cond_3/AssignMovingAvg/sub oprator_name: dnn/batch_normalization_1/cond_3/AssignMovingAvg/mul oprator_name: dnn/batch_normalization_1/cond_3/AssignMovingAvg/Switch oprator_name: dnn/batch_normalization_1/cond_3/AssignMovingAvg oprator_name: dnn/batch_normalization_1/cond_3/Switch_1 oprator_name: dnn/batch_normalization_1/cond_3/Merge oprator_name: dnn/batch_normalization_1/batchnorm/add/y oprator_name: dnn/batch_normalization_1/batchnorm/add oprator_name: dnn/batch_normalization_1/batchnorm/Rsqrt oprator_name: dnn/batch_normalization_1/batchnorm/mul oprator_name: dnn/batch_normalization_1/batchnorm/mul_1 oprator_name: dnn/batch_normalization_1/batchnorm/mul_2 oprator_name: dnn/batch_normalization_1/batchnorm/sub oprator_name: dnn/batch_normalization_1/batchnorm/add_1 oprator_name: dnn/Relu oprator_name: output/kernel/Initializer/truncated_normal/shape oprator_name: output/kernel/Initializer/truncated_normal/mean oprator_name: output/kernel/Initializer/truncated_normal/stddev oprator_name: output/kernel/Initializer/truncated_normal/TruncatedNormal oprator_name: output/kernel/Initializer/truncated_normal/mul oprator_name: output/kernel/Initializer/truncated_normal oprator_name: output/kernel oprator_name: output/kernel/Assign oprator_name: output/kernel/read oprator_name: output/bias/Initializer/zeros oprator_name: output/bias oprator_name: output/bias/Assign oprator_name: output/bias/read oprator_name: dnn/output/MatMul oprator_name: dnn/output/BiasAdd oprator_name: loss/softmax_cross_entropy_loss/labels_stop_gradient oprator_name: loss/softmax_cross_entropy_loss/xentropy/Rank oprator_name: loss/softmax_cross_entropy_loss/xentropy/Shape oprator_name: loss/softmax_cross_entropy_loss/xentropy/Rank_1 oprator_name: loss/softmax_cross_entropy_loss/xentropy/Shape_1 oprator_name: loss/softmax_cross_entropy_loss/xentropy/Sub/y oprator_name: loss/softmax_cross_entropy_loss/xentropy/Sub oprator_name: loss/softmax_cross_entropy_loss/xentropy/Slice/begin oprator_name: loss/softmax_cross_entropy_loss/xentropy/Slice/size oprator_name: loss/softmax_cross_entropy_loss/xentropy/Slice oprator_name: loss/softmax_cross_entropy_loss/xentropy/concat/values_0 oprator_name: loss/softmax_cross_entropy_loss/xentropy/concat/axis oprator_name: loss/softmax_cross_entropy_loss/xentropy/concat oprator_name: loss/softmax_cross_entropy_loss/xentropy/Reshape oprator_name: loss/softmax_cross_entropy_loss/xentropy/Rank_2 oprator_name: loss/softmax_cross_entropy_loss/xentropy/Shape_2 oprator_name: loss/softmax_cross_entropy_loss/xentropy/Sub_1/y oprator_name: loss/softmax_cross_entropy_loss/xentropy/Sub_1 oprator_name: loss/softmax_cross_entropy_loss/xentropy/Slice_1/begin oprator_name: loss/softmax_cross_entropy_loss/xentropy/Slice_1/size oprator_name: loss/softmax_cross_entropy_loss/xentropy/Slice_1 oprator_name: loss/softmax_cross_entropy_loss/xentropy/concat_1/values_0 oprator_name: loss/softmax_cross_entropy_loss/xentropy/concat_1/axis oprator_name: loss/softmax_cross_entropy_loss/xentropy/concat_1 oprator_name: loss/softmax_cross_entropy_loss/xentropy/Reshape_1 oprator_name: loss/softmax_cross_entropy_loss/xentropy oprator_name: loss/softmax_cross_entropy_loss/xentropy/Sub_2/y oprator_name: loss/softmax_cross_entropy_loss/xentropy/Sub_2 oprator_name: loss/softmax_cross_entropy_loss/xentropy/Slice_2/begin oprator_name: loss/softmax_cross_entropy_loss/xentropy/Slice_2/size oprator_name: loss/softmax_cross_entropy_loss/xentropy/Slice_2 oprator_name: loss/softmax_cross_entropy_loss/xentropy/Reshape_2 oprator_name: loss/softmax_cross_entropy_loss/assert_broadcastable/weights oprator_name: loss/softmax_cross_entropy_loss/assert_broadcastable/weights/shape oprator_name: loss/softmax_cross_entropy_loss/assert_broadcastable/weights/rank oprator_name: loss/softmax_cross_entropy_loss/assert_broadcastable/values/shape oprator_name: loss/softmax_cross_entropy_loss/assert_broadcastable/values/rank oprator_name: loss/softmax_cross_entropy_loss/assert_broadcastable/static_scalar_check_success oprator_name: loss/softmax_cross_entropy_loss/Cast/x oprator_name: loss/softmax_cross_entropy_loss/Mul oprator_name: loss/softmax_cross_entropy_loss/Const oprator_name: loss/softmax_cross_entropy_loss/Sum oprator_name: loss/softmax_cross_entropy_loss/num_present/Equal/y oprator_name: loss/softmax_cross_entropy_loss/num_present/Equal oprator_name: loss/softmax_cross_entropy_loss/num_present/zeros_like oprator_name: loss/softmax_cross_entropy_loss/num_present/ones_like/Shape oprator_name: loss/softmax_cross_entropy_loss/num_present/ones_like/Const oprator_name: loss/softmax_cross_entropy_loss/num_present/ones_like oprator_name: loss/softmax_cross_entropy_loss/num_present/Select oprator_name: loss/softmax_cross_entropy_loss/num_present/broadcast_weights/assert_broadcastable/weights/shape oprator_name: loss/softmax_cross_entropy_loss/num_present/broadcast_weights/assert_broadcastable/weights/rank oprator_name: loss/softmax_cross_entropy_loss/num_present/broadcast_weights/assert_broadcastable/values/shape oprator_name: loss/softmax_cross_entropy_loss/num_present/broadcast_weights/assert_broadcastable/values/rank oprator_name: loss/softmax_cross_entropy_loss/num_present/broadcast_weights/assert_broadcastable/static_scalar_check_success oprator_name: loss/softmax_cross_entropy_loss/num_present/broadcast_weights/ones_like/Shape oprator_name: loss/softmax_cross_entropy_loss/num_present/broadcast_weights/ones_like/Const oprator_name: loss/softmax_cross_entropy_loss/num_present/broadcast_weights/ones_like oprator_name: loss/softmax_cross_entropy_loss/num_present/broadcast_weights oprator_name: loss/softmax_cross_entropy_loss/num_present/Const oprator_name: loss/softmax_cross_entropy_loss/num_present oprator_name: loss/softmax_cross_entropy_loss/Const_1 oprator_name: loss/softmax_cross_entropy_loss/Sum_1 oprator_name: loss/softmax_cross_entropy_loss/value oprator_name: train/gradients/Shape oprator_name: train/gradients/grad_ys_0 oprator_name: train/gradients/Fill oprator_name: train/gradients/loss/softmax_cross_entropy_loss/value_grad/Shape oprator_name: train/gradients/loss/softmax_cross_entropy_loss/value_grad/Shape_1 oprator_name: train/gradients/loss/softmax_cross_entropy_loss/value_grad/BroadcastGradientArgs oprator_name: train/gradients/loss/softmax_cross_entropy_loss/value_grad/div_no_nan oprator_name: train/gradients/loss/softmax_cross_entropy_loss/value_grad/Sum oprator_name: train/gradients/loss/softmax_cross_entropy_loss/value_grad/Reshape oprator_name: train/gradients/loss/softmax_cross_entropy_loss/value_grad/Neg oprator_name: train/gradients/loss/softmax_cross_entropy_loss/value_grad/div_no_nan_1 oprator_name: train/gradients/loss/softmax_cross_entropy_loss/value_grad/div_no_nan_2 oprator_name: train/gradients/loss/softmax_cross_entropy_loss/value_grad/mul oprator_name: train/gradients/loss/softmax_cross_entropy_loss/value_grad/Sum_1 oprator_name: train/gradients/loss/softmax_cross_entropy_loss/value_grad/Reshape_1 oprator_name: train/gradients/loss/softmax_cross_entropy_loss/value_grad/tuple/group_deps oprator_name: train/gradients/loss/softmax_cross_entropy_loss/value_grad/tuple/control_dependency oprator_name: train/gradients/loss/softmax_cross_entropy_loss/value_grad/tuple/control_dependency_1 oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Sum_1_grad/Reshape/shape oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Sum_1_grad/Reshape oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Sum_1_grad/Const oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Sum_1_grad/Tile oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Sum_grad/Reshape/shape oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Sum_grad/Reshape oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Sum_grad/Shape oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Sum_grad/Tile oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Mul_grad/Shape oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Mul_grad/Shape_1 oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Mul_grad/BroadcastGradientArgs oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Mul_grad/Mul oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Mul_grad/Sum oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Mul_grad/Reshape oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Mul_grad/Mul_1 oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Mul_grad/Sum_1 oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Mul_grad/Reshape_1 oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Mul_grad/tuple/group_deps oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Mul_grad/tuple/control_dependency oprator_name: train/gradients/loss/softmax_cross_entropy_loss/Mul_grad/tuple/control_dependency_1 oprator_name: train/gradients/loss/softmax_cross_entropy_loss/xentropy/Reshape_2_grad/Shape oprator_name: train/gradients/loss/softmax_cross_entropy_loss/xentropy/Reshape_2_grad/Reshape oprator_name: train/gradients/zeros_like oprator_name: train/gradients/loss/softmax_cross_entropy_loss/xentropy_grad/ExpandDims/dim oprator_name: train/gradients/loss/softmax_cross_entropy_loss/xentropy_grad/ExpandDims oprator_name: train/gradients/loss/softmax_cross_entropy_loss/xentropy_grad/mul oprator_name: train/gradients/loss/softmax_cross_entropy_loss/xentropy_grad/LogSoftmax oprator_name: train/gradients/loss/softmax_cross_entropy_loss/xentropy_grad/Neg oprator_name: train/gradients/loss/softmax_cross_entropy_loss/xentropy_grad/ExpandDims_1/dim oprator_name: train/gradients/loss/softmax_cross_entropy_loss/xentropy_grad/ExpandDims_1 oprator_name: train/gradients/loss/softmax_cross_entropy_loss/xentropy_grad/mul_1 oprator_name: train/gradients/loss/softmax_cross_entropy_loss/xentropy_grad/tuple/group_deps oprator_name: train/gradients/loss/softmax_cross_entropy_loss/xentropy_grad/tuple/control_dependency oprator_name: train/gradients/loss/softmax_cross_entropy_loss/xentropy_grad/tuple/control_dependency_1 oprator_name: train/gradients/loss/softmax_cross_entropy_loss/xentropy/Reshape_grad/Shape oprator_name: train/gradients/loss/softmax_cross_entropy_loss/xentropy/Reshape_grad/Reshape oprator_name: train/gradients/dnn/output/BiasAdd_grad/BiasAddGrad oprator_name: train/gradients/dnn/output/BiasAdd_grad/tuple/group_deps oprator_name: train/gradients/dnn/output/BiasAdd_grad/tuple/control_dependency oprator_name: train/gradients/dnn/output/BiasAdd_grad/tuple/control_dependency_1 oprator_name: train/gradients/dnn/output/MatMul_grad/MatMul oprator_name: train/gradients/dnn/output/MatMul_grad/MatMul_1 oprator_name: train/gradients/dnn/output/MatMul_grad/tuple/group_deps oprator_name: train/gradients/dnn/output/MatMul_grad/tuple/control_dependency oprator_name: train/gradients/dnn/output/MatMul_grad/tuple/control_dependency_1 oprator_name: train/gradients/dnn/Relu_grad/ReluGrad oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/add_1_grad/Shape oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/add_1_grad/Shape_1 oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/add_1_grad/BroadcastGradientArgs oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/add_1_grad/Sum oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/add_1_grad/Reshape oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/add_1_grad/Sum_1 oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/add_1_grad/Reshape_1 oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/add_1_grad/tuple/group_deps oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/add_1_grad/tuple/control_dependency oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/add_1_grad/tuple/control_dependency_1 oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_1_grad/Shape oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_1_grad/Shape_1 oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_1_grad/BroadcastGradientArgs oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_1_grad/Mul oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_1_grad/Sum oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_1_grad/Reshape oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_1_grad/Mul_1 oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_1_grad/Sum_1 oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_1_grad/Reshape_1 oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_1_grad/tuple/group_deps oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_1_grad/tuple/control_dependency oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_1_grad/tuple/control_dependency_1 oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/sub_grad/Neg oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/sub_grad/tuple/group_deps oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/sub_grad/tuple/control_dependency oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/sub_grad/tuple/control_dependency_1 oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_2_grad/Mul oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_2_grad/Mul_1 oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_2_grad/tuple/group_deps oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_2_grad/tuple/control_dependency oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_2_grad/tuple/control_dependency_1 oprator_name: train/gradients/dnn/batch_normalization_1/cond/Merge_grad/cond_grad oprator_name: train/gradients/dnn/batch_normalization_1/cond/Merge_grad/tuple/group_deps oprator_name: train/gradients/dnn/batch_normalization_1/cond/Merge_grad/tuple/control_dependency oprator_name: train/gradients/dnn/batch_normalization_1/cond/Merge_grad/tuple/control_dependency_1 oprator_name: train/gradients/AddN oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_grad/Mul oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_grad/Mul_1 oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_grad/tuple/group_deps oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_grad/tuple/control_dependency oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/mul_grad/tuple/control_dependency_1 oprator_name: train/gradients/Switch oprator_name: train/gradients/Identity oprator_name: train/gradients/Shape_1 oprator_name: train/gradients/zeros/Const oprator_name: train/gradients/zeros oprator_name: train/gradients/dnn/batch_normalization_1/cond/Switch_1_grad/cond_grad oprator_name: 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train/gradients/dnn/batch_normalization_1/batchnorm/add_grad/tuple/control_dependency oprator_name: train/gradients/dnn/batch_normalization_1/batchnorm/add_grad/tuple/control_dependency_1 oprator_name: train/gradients/dnn/batch_normalization_1/cond_1/Merge_grad/cond_grad oprator_name: train/gradients/dnn/batch_normalization_1/cond_1/Merge_grad/tuple/group_deps oprator_name: train/gradients/dnn/batch_normalization_1/cond_1/Merge_grad/tuple/control_dependency oprator_name: train/gradients/dnn/batch_normalization_1/cond_1/Merge_grad/tuple/control_dependency_1 oprator_name: train/gradients/Switch_1 oprator_name: train/gradients/Identity_1 oprator_name: train/gradients/Shape_2 oprator_name: train/gradients/zeros_1/Const oprator_name: train/gradients/zeros_1 oprator_name: train/gradients/dnn/batch_normalization_1/cond_1/Switch_1_grad/cond_grad oprator_name: train/gradients/dnn/batch_normalization_1/moments/Squeeze_1_grad/Shape oprator_name: train/gradients/dnn/batch_normalization_1/moments/Squeeze_1_grad/Reshape oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Shape oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Size oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/add oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/mod oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Shape_1 oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/range/start oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/range/delta oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/range oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Fill/value oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Fill oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/DynamicStitch oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Maximum/y oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Maximum oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/floordiv oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Reshape oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Tile oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Shape_2 oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Shape_3 oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Const oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Prod oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Const_1 oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Prod_1 oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Maximum_1/y oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Maximum_1 oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/floordiv_1 oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/Cast oprator_name: train/gradients/dnn/batch_normalization_1/moments/variance_grad/truediv oprator_name: train/gradients/dnn/batch_normalization_1/moments/SquaredDifference_grad/Shape oprator_name: train/gradients/dnn/batch_normalization_1/moments/SquaredDifference_grad/Shape_1 oprator_name: train/gradients/dnn/batch_normalization_1/moments/SquaredDifference_grad/BroadcastGradientArgs oprator_name: train/gradients/dnn/batch_normalization_1/moments/SquaredDifference_grad/scalar oprator_name: train/gradients/dnn/batch_normalization_1/moments/SquaredDifference_grad/Mul oprator_name: train/gradients/dnn/batch_normalization_1/moments/SquaredDifference_grad/sub oprator_name: train/gradients/dnn/batch_normalization_1/moments/SquaredDifference_grad/mul_1 oprator_name: train/gradients/dnn/batch_normalization_1/moments/SquaredDifference_grad/Sum oprator_name: train/gradients/dnn/batch_normalization_1/moments/SquaredDifference_grad/Reshape oprator_name: train/gradients/dnn/batch_normalization_1/moments/SquaredDifference_grad/Sum_1 oprator_name: train/gradients/dnn/batch_normalization_1/moments/SquaredDifference_grad/Reshape_1 oprator_name: train/gradients/dnn/batch_normalization_1/moments/SquaredDifference_grad/Neg oprator_name: train/gradients/dnn/batch_normalization_1/moments/SquaredDifference_grad/tuple/group_deps oprator_name: train/gradients/dnn/batch_normalization_1/moments/SquaredDifference_grad/tuple/control_dependency oprator_name: train/gradients/dnn/batch_normalization_1/moments/SquaredDifference_grad/tuple/control_dependency_1 oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Shape oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Size oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/add oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/mod oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Shape_1 oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/range/start oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/range/delta oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/range oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Fill/value oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Fill oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/DynamicStitch oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Maximum/y oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Maximum oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/floordiv oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Reshape oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Tile oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Shape_2 oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Shape_3 oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Const oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Prod oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Const_1 oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Prod_1 oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Maximum_1/y oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Maximum_1 oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/floordiv_1 oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/Cast oprator_name: train/gradients/dnn/batch_normalization_1/moments/mean_grad/truediv oprator_name: train/gradients/AddN_1 oprator_name: train/gradients/dnn/hidden2/BiasAdd_grad/BiasAddGrad oprator_name: train/gradients/dnn/hidden2/BiasAdd_grad/tuple/group_deps oprator_name: train/gradients/dnn/hidden2/BiasAdd_grad/tuple/control_dependency oprator_name: train/gradients/dnn/hidden2/BiasAdd_grad/tuple/control_dependency_1 oprator_name: train/gradients/dnn/hidden2/MatMul_grad/MatMul oprator_name: train/gradients/dnn/hidden2/MatMul_grad/MatMul_1 oprator_name: train/gradients/dnn/hidden2/MatMul_grad/tuple/group_deps oprator_name: train/gradients/dnn/hidden2/MatMul_grad/tuple/control_dependency oprator_name: train/gradients/dnn/hidden2/MatMul_grad/tuple/control_dependency_1 oprator_name: train/gradients/dnn/swish_f32_grad/SymbolicGradient 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train/gradients/dnn/batch_normalization/batchnorm/mul_1_grad/Shape_1 oprator_name: train/gradients/dnn/batch_normalization/batchnorm/mul_1_grad/BroadcastGradientArgs oprator_name: train/gradients/dnn/batch_normalization/batchnorm/mul_1_grad/Mul oprator_name: train/gradients/dnn/batch_normalization/batchnorm/mul_1_grad/Sum oprator_name: train/gradients/dnn/batch_normalization/batchnorm/mul_1_grad/Reshape oprator_name: train/gradients/dnn/batch_normalization/batchnorm/mul_1_grad/Mul_1 oprator_name: train/gradients/dnn/batch_normalization/batchnorm/mul_1_grad/Sum_1 oprator_name: train/gradients/dnn/batch_normalization/batchnorm/mul_1_grad/Reshape_1 oprator_name: train/gradients/dnn/batch_normalization/batchnorm/mul_1_grad/tuple/group_deps oprator_name: train/gradients/dnn/batch_normalization/batchnorm/mul_1_grad/tuple/control_dependency oprator_name: train/gradients/dnn/batch_normalization/batchnorm/mul_1_grad/tuple/control_dependency_1 oprator_name: 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train/gradients/dnn/batch_normalization/batchnorm/mul_2_grad/tuple/control_dependency oprator_name: train/gradients/dnn/batch_normalization/batchnorm/mul_2_grad/tuple/control_dependency_1 oprator_name: train/gradients/dnn/hidden1/MatMul_grad/MatMul oprator_name: train/gradients/dnn/hidden1/MatMul_grad/MatMul_1 oprator_name: train/gradients/dnn/hidden1/MatMul_grad/tuple/group_deps oprator_name: train/gradients/dnn/hidden1/MatMul_grad/tuple/control_dependency oprator_name: train/gradients/dnn/hidden1/MatMul_grad/tuple/control_dependency_1 oprator_name: train/gradients/AddN_2 oprator_name: train/gradients/dnn/batch_normalization/batchnorm/mul_grad/Mul oprator_name: train/gradients/dnn/batch_normalization/batchnorm/mul_grad/Mul_1 oprator_name: train/gradients/dnn/batch_normalization/batchnorm/mul_grad/tuple/group_deps oprator_name: train/gradients/dnn/batch_normalization/batchnorm/mul_grad/tuple/control_dependency oprator_name: 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oprator_name: eval/ArgMax/dimension oprator_name: eval/ArgMax oprator_name: eval/in_top_k/InTopKV2/k oprator_name: eval/in_top_k/InTopKV2 oprator_name: eval/Cast oprator_name: eval/Const oprator_name: eval/Mean oprator_name: init oprator_name: init_1 oprator_name: group_deps oprator_name: save/filename/input oprator_name: save/filename oprator_name: save/Const oprator_name: save/SaveV2/tensor_names oprator_name: save/SaveV2/shape_and_slices oprator_name: save/SaveV2 oprator_name: save/control_dependency oprator_name: save/RestoreV2/tensor_names oprator_name: save/RestoreV2/shape_and_slices oprator_name: save/RestoreV2 oprator_name: save/Assign oprator_name: save/Assign_1 oprator_name: save/Assign_2 oprator_name: save/Assign_3 oprator_name: save/Assign_4 oprator_name: save/Assign_5 oprator_name: save/Assign_6 oprator_name: save/Assign_7 oprator_name: save/Assign_8 oprator_name: save/Assign_9 oprator_name: save/Assign_10 oprator_name: save/Assign_11 oprator_name: save/Assign_12 oprator_name: save/Assign_13 oprator_name: save/restore_all """