gyshi commented on a change in pull request #16257: [Numpy]  add numpy op 
bitwise_xor, hsplit, moveaxis, rot90
URL: https://github.com/apache/incubator-mxnet/pull/16257#discussion_r329309474
 
 

 ##########
 File path: src/operator/numpy/np_matrix_op.cc
 ##########
 @@ -612,5 +614,215 @@ NNVM_REGISTER_OP(_backward_npi_flip)
 })
 .set_attr<FCompute>("FCompute<cpu>", NumpyFlipForward<cpu>);
 
+bool NumpyMoveaxisShape(const nnvm::NodeAttrs& attrs,
+                        mxnet::ShapeVector *in_attrs,
+                        mxnet::ShapeVector *out_attrs) {
+  const NumpyMoveaxisParam& param = 
nnvm::get<NumpyMoveaxisParam>(attrs.parsed);
+  CHECK_EQ(in_attrs->size(), 1U);
+  CHECK_EQ(out_attrs->size(), 1U);
+  mxnet::TShape& shp = (*in_attrs)[0];
+  CHECK_LE(shp.ndim(), 6) << "Transpose support at most 6 dimensions";
+  CHECK_EQ(param.source.ndim(), param.destination.ndim())
+    << "source and destination not equal.";
+  mxnet::TShape ret(shp.ndim(), -1);
+  mxnet::TShape axes(shp.ndim(), -1);
+  std::vector<bool> state_axes(shp.ndim(), false);
+  mxnet::TShape real_src(param.source.ndim(), -1);
+  mxnet::TShape real_des(param.destination.ndim(), -1);
+  for (int i = 0; i < param.source.ndim(); ++i) {
+    if (param.source[i] >= 0) {
+      CHECK_LT(static_cast<size_t>(param.source[i]), shp.ndim());
+      real_src[i] = param.source[i];
+    } else {
+      CHECK_LT(param.source[i] + shp.ndim(), shp.ndim());
+      real_src[i] = param.source[i] + shp.ndim();
+    }
+    if (param.destination[i] >= 0) {
+      CHECK_LT(static_cast<size_t>(param.destination[i]), shp.ndim());
+      real_des[i] = param.destination[i];
+    } else {
+      CHECK_LT(param.destination[i] + shp.ndim(), shp.ndim());
+      real_des[i] = param.destination[i] + shp.ndim();
+    }
+  }
+  if (shp.ndim() > 1) {
+    for (int i = 0; i < param.source.ndim() - 1; ++i) {
+      for (int j = i + 1; j < param.source.ndim(); ++j) {
+        CHECK_NE(real_src[i], real_src[j])
+          << "repeated axis in `source` argument";
+        CHECK_NE(real_des[i], real_des[j])
+          << "repeated axis in `destination` argument";
+      }
+    }
+  }
+  for (int i = 0; i < param.source.ndim(); ++i) {
+    axes[real_des[i]] = real_src[i];
+    state_axes[real_src[i]] = true;
+  }
+  for (int i = 0; i < axes.ndim(); ++i) {
+    if (axes[i] < 0) {
+      for (int j = 0; j < axes.ndim(); ++j) {
+        if (state_axes[j] == false) {
+          axes[i] = j;
+          state_axes[j] = true;
+          break;
+        }
+      }
+    }
+  }
 
 Review comment:
   i think it is not redundant logic, because i want to record historical 
information. 

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