samskalicky commented on a change in pull request #12430: [MXNET-882] Support 
for N-d arrays added to diag op.
URL: https://github.com/apache/incubator-mxnet/pull/12430#discussion_r217108633
 
 

 ##########
 File path: src/operator/tensor/diag_op-inl.h
 ##########
 @@ -104,42 +143,132 @@ inline bool DiagOpType(const nnvm::NodeAttrs& attrs,
   return (*out_attrs)[0] != -1;
 }
 
-template<int req>
+template<int ndim, int req, bool back>
 struct diag {
   template<typename DType>
-  MSHADOW_XINLINE static void Map(int i, DType* out, const DType* a,
-                                  mshadow::Shape<2> ishape, int k) {
+  MSHADOW_XINLINE static void Map(index_t i, DType* out, const DType* a,
+                                  mshadow::Shape<ndim> oshape,
+                                  mshadow::Shape<ndim> ishape,
+                                  index_t stride, index_t offset,
+                                  index_t base) {
     using namespace mxnet_op;
-    int j = 0;
-    if (k > 0) {
-      j = ravel(mshadow::Shape2(i, i + k), ishape);
-    } else if (k < 0) {
-      j = ravel(mshadow::Shape2(i - k, i), ishape);
+    index_t idx = i / base;
+    index_t j = ravel(unravel(idx, oshape), ishape) + offset + stride * (i - 
idx * base);
+    if (back) {
+      KERNEL_ASSIGN(out[j], req, a[i]);
     } else {
-      j = ravel(mshadow::Shape2(i, i), ishape);
+      KERNEL_ASSIGN(out[i], req, a[j]);
     }
-
-    KERNEL_ASSIGN(out[i], req, a[j]);
   }
 };
 
-template<int req>
+template<int req, bool back>
 struct diag_gen {
   template<typename DType>
-  MSHADOW_XINLINE static void Map(int i, DType* out, const DType* a,
+  MSHADOW_XINLINE static void Map(index_t i, DType* out, const DType* a,
                                   mshadow::Shape<2> oshape, int k) {
     using namespace mxnet_op;
 
     auto j = unravel(i, oshape);
     if (j[1] == (j[0] + k)) {
       auto l = j[0] < j[1] ? j[0] : j[1];
-      KERNEL_ASSIGN(out[i], req, a[l]);
-    } else {
+      if (back) {
+        KERNEL_ASSIGN(out[l], req, a[i]);
+      } else {
+        KERNEL_ASSIGN(out[i], req, a[l]);
+      }
+    } else if (!back) {
       KERNEL_ASSIGN(out[i], req, static_cast<DType>(0));
     }
   }
 };
 
+template<typename xpu, bool back>
+void DiagOpProcess(const TBlob& in_data,
+                   const TBlob& out_data,
+                   const TShape& ishape,
+                   const TShape& oshape,
+                   index_t dsize,
+                   const DiagParam& param,
+                   mxnet_op::Stream<xpu> *s,
+                   const std::vector<OpReqType>& req) {
+  using namespace mxnet_op;
+  using namespace mshadow;
+  if (ishape.ndim() > 1) {
+    // input : (leading + i, body + i, trailing)
+    int x1 = CheckAxis(param.axis1.value(), ishape.ndim());
+    int x2 = CheckAxis(param.axis2.value(), ishape.ndim());
+
+    int idim = ishape.ndim(), odim = oshape.ndim();
 
 Review comment:
   index_t idim

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