larroy commented on a change in pull request #15625: Minor refactor of fully 
connected.
URL: https://github.com/apache/incubator-mxnet/pull/15625#discussion_r307627817
 
 

 ##########
 File path: src/operator/nn/fully_connected-inl.h
 ##########
 @@ -134,59 +159,52 @@ void FCBackward(const OpContext &ctx, const 
FullyConnectedParam &param,
   using namespace mshadow::expr;
   // TODO(bing): check the BLAS Handle, be careful
   //  maybe need blas handle from context
-  Stream<xpu> *s = ctx.get_stream<xpu>();
-  const mxnet::TShape& ishape = in_data[fullc::kData].shape_;
-  const mxnet::TShape& oshape = out_grad[fullc::kOut].shape_;
-
-  Tensor<xpu, 2, DType> wmat = in_data[fullc::kWeight].get<xpu, 2, DType>(s);
-  Tensor<xpu, 2, DType> data, grad, gdata;
+  Stream<xpu> *stream = ctx.get_stream<xpu>();
+  Tensor<xpu, 2, DType> wmat = in_data[fullc::kWeight].get<xpu, 2, 
DType>(stream);
+  Tensor<xpu, 2, DType> x, y_grad, x_grad;
   if (!param.flatten) {
-    data = in_data[fullc::kData].get_with_shape<xpu, 2, DType>(
 
 Review comment:
   I don't think data is a good variable name. Are you against this rename? 
Could you be specific?

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