larroy commented on a change in pull request #15625: Minor refactor of fully 
connected.
URL: https://github.com/apache/incubator-mxnet/pull/15625#discussion_r307627450
 
 

 ##########
 File path: src/operator/nn/fully_connected-inl.h
 ##########
 @@ -75,6 +75,38 @@ struct FullyConnectedParam : public 
dmlc::Parameter<FullyConnectedParam> {
   }
 };
 
+/**
+ * Flatten additional dimensions after the first
+ * @tparam xpu
+ * @tparam DType
+ * @param tblob
+ * @param ctx
+ * @return 2 Dimensional Tensor with upper shapes collapsed
+ */
+template<typename xpu, typename DType>
+Tensor<xpu, 2, DType> FlattenAs2DTail(const TBlob& tblob, const OpContext& 
ctx) {
+  const TShape& shape = tblob.shape_;
+  Stream<xpu> *stream = ctx.get_stream<xpu>();
+  return tblob.get_with_shape<xpu, 2, DType>(
+      Shape2(shape[0], shape.ProdShape(1, shape.ndim())), stream);
+}
+
+/**
+ * Flatten dimensions except last
+ * @tparam xpu
+ * @tparam DType
+ * @param tblob
+ * @param ctx
+ * @return 2 Dimensional tensor with front shapes collapsed
+ */
+template<typename xpu, typename DType>
+Tensor<xpu, 2, DType> FlattenAs2DHead(const TBlob& tblob, const OpContext& 
ctx) {
 
 Review comment:
   Please suggest a better name.

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