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Posted to commits@mxnet.apache.org by GitBox <gi...@apache.org> on 2022/05/10 15:52:36 UTC
[GitHub] [incubator-mxnet] agrabows opened a new pull request, #21024: [FEATURE] Refactor SwapAxis operator.
agrabows opened a new pull request, #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024
## Description ##
SwapAxis operator was implemented without use of NNVM_REGISTER_OP. Refactoring with new API would enable integrating oneDNN's reorder primitive support which would speed up gpt2 model.
## Checklist ##
### Essentials ###
- [x] PR's title starts with a category (e.g. [BUGFIX], [MODEL], [TUTORIAL], [FEATURE], [DOC], etc)
- [x] Changes are complete (i.e. I finished coding on this PR)
- [x] All changes have test coverage
### Changes ###
- [x] Refactor SwapAxis operator with NNVM_REGISTER_OP.
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[GitHub] [incubator-mxnet] agrabows commented on pull request #21024: [FEATURE] Refactor SwapAxis operator.
Posted by GitBox <gi...@apache.org>.
agrabows commented on PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1137131342
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[GitHub] [incubator-mxnet] agrabows commented on pull request #21024: [FEATURE] Refactor SwapAxis operator.
Posted by GitBox <gi...@apache.org>.
agrabows commented on PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1141285111
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[GitHub] [incubator-mxnet] agrabows commented on pull request #21024: [FEATURE] Refactor SwapAxis operator.
Posted by GitBox <gi...@apache.org>.
agrabows commented on PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1135438434
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[GitHub] [incubator-mxnet] bgawrych commented on a diff in pull request #21024: [FEATURE] Refactor SwapAxis operator.
Posted by GitBox <gi...@apache.org>.
bgawrych commented on code in PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#discussion_r871158208
##########
src/operator/swapaxis-inl.h:
##########
@@ -53,223 +53,157 @@ struct SwapAxisParam : public dmlc::Parameter<SwapAxisParam> {
}
};
-template <typename xpu, typename DType>
-class SwapAxisOp : public Operator {
- public:
- explicit SwapAxisOp(SwapAxisParam p) {
- this->param_ = p;
+inline void Reshape2Five(mshadow::Shape<5>* inter_shape,
+ const mxnet::TShape& shape,
+ int dim1,
+ int dim2) {
+ using namespace mshadow;
+ using namespace mshadow::expr;
+ int ndim_in = shape.ndim();
+ int si;
+
+ if (dim1 > dim2) {
+ std::swap(dim1, dim2);
}
- void Reshape2Five(mshadow::Shape<5>* inter_shape,
- const mxnet::TShape& shape,
- int dim1,
- int dim2) {
- using namespace mshadow;
- using namespace mshadow::expr;
- int ndim_in = shape.ndim();
- int si;
-
- if (dim1 > dim2) {
- std::swap(dim1, dim2);
- }
-
- for (si = 0; si < 5; si++) {
- (*inter_shape)[si] = 1;
- }
- // dim_0
- for (si = 0; si < dim1; si++) {
- (*inter_shape)[0] *= shape[si];
- }
- // dim_1
- (*inter_shape)[1] = shape[dim1];
- // dim_2
- for (si = dim1 + 1; si < dim2; si++) {
- (*inter_shape)[2] *= shape[si];
- }
- // dim_3
- (*inter_shape)[3] = shape[dim2];
- // dim_4
- for (si = dim2 + 1; si < ndim_in; si++) {
- (*inter_shape)[4] *= shape[si];
- }
+ for (si = 0; si < 5; si++) {
+ (*inter_shape)[si] = 1;
}
-
- void SwapAxis(mshadow::Stream<xpu>* s,
- const std::vector<TBlob>& in_data,
- const std::vector<TBlob>& out_data,
- const std::vector<OpReqType>& req) {
- using namespace mshadow;
- using namespace mshadow::expr;
-
- TBlob data_in = in_data[swapaxisenum::kData];
- TBlob data_out = out_data[swapaxisenum::kData];
- OpReqType out_req = req[swapaxisenum::kData];
-
- mxnet::TShape shape_in = data_in.shape_;
- mxnet::TShape shape_out = data_out.shape_;
- int axis1 = param_.dim1;
- if (axis1 < 0) {
- axis1 += shape_in.ndim();
- }
- CHECK(axis1 >= 0 && axis1 < shape_in.ndim())
- << "axis1: axis " << param_.dim1 << " is out of bounds for array of ndim "
- << shape_in.ndim();
-
- int axis2 = param_.dim2;
- if (axis2 < 0) {
- axis2 += shape_in.ndim();
- }
- CHECK(axis2 >= 0 && axis2 < shape_in.ndim())
- << "axis2: axis " << param_.dim2 << " is out of bounds for array of ndim "
- << shape_in.ndim();
-
- if (shape_in.Size() == 0U)
- return;
-
- if (axis1 == axis2) {
- if (out_req == kAddTo) {
- mxnet_op::Kernel<mxnet_op::op_with_req<mshadow_op::identity, kAddTo>, xpu>::Launch(
- s, data_out.Size(), data_out.dptr<DType>(), data_in.dptr<DType>());
- } else {
- mxnet_op::copy(s, data_out, data_in);
- }
- return;
- }
-
- Shape<5> inter_shape;
-
- Reshape2Five(&inter_shape, shape_in, axis1, axis2);
-
- Tensor<xpu, 5, DType> inter_data_in = data_in.get_with_shape<xpu, 5, DType>(inter_shape, s);
-
- Shape<5> inter_shape2 = inter_shape;
- std::swap(inter_shape2[1], inter_shape2[3]);
-
- Tensor<xpu, 5, DType> inter_data_out = data_out.get_with_shape<xpu, 5, DType>(inter_shape2, s);
-
- if (out_req == kAddTo) {
- inter_data_out += swapaxis<3, 1>(inter_data_in);
- } else {
- inter_data_out = swapaxis<3, 1>(inter_data_in);
- }
+ // dim_0
+ for (si = 0; si < dim1; si++) {
+ (*inter_shape)[0] *= shape[si];
}
-
- virtual void Forward(const OpContext& ctx,
- const std::vector<TBlob>& in_data,
- const std::vector<OpReqType>& req,
- const std::vector<TBlob>& out_data,
- const std::vector<TBlob>& aux_args) {
- using namespace mshadow;
- Stream<xpu>* s = ctx.get_stream<xpu>();
-
- SwapAxis(s, in_data, out_data, req);
+ // dim_1
+ (*inter_shape)[1] = shape[dim1];
+ // dim_2
+ for (si = dim1 + 1; si < dim2; si++) {
+ (*inter_shape)[2] *= shape[si];
}
-
- virtual void Backward(const OpContext& ctx,
- const std::vector<TBlob>& out_grad,
- const std::vector<TBlob>& in_data,
- const std::vector<TBlob>& out_data,
- const std::vector<OpReqType>& req,
- const std::vector<TBlob>& in_grad,
- const std::vector<TBlob>& aux_args) {
- using namespace mshadow;
- Stream<xpu>* s = ctx.get_stream<xpu>();
-
- SwapAxis(s, out_grad, in_grad, req);
+ // dim_3
+ (*inter_shape)[3] = shape[dim2];
+ // dim_4
+ for (si = dim2 + 1; si < ndim_in; si++) {
+ (*inter_shape)[4] *= shape[si];
}
+}
- SwapAxisParam param_;
-};
-
-template <typename xpu>
-Operator* CreateOp(SwapAxisParam param, int dtype);
-
-#if DMLC_USE_CXX11
-class SwapAxisProp : public OperatorProperty {
- public:
- std::vector<std::string> ListArguments() const override {
- return {"data"};
+template <typename xpu, typename DType>
+void SwapAxis(const nnvm::NodeAttrs& attrs,
+ const OpContext& ctx,
+ const std::vector<TBlob>& in_data,
+ const std::vector<TBlob>& out_data,
+ const std::vector<OpReqType>& req) {
+ using namespace mshadow;
+ using namespace mshadow::expr;
+
+ TBlob data_in = in_data[swapaxisenum::kData];
+ TBlob data_out = out_data[swapaxisenum::kOut];
+ OpReqType out_req = req[swapaxisenum::kData];
Review Comment:
Reqs are connected to outputs so using kOut instead kData would be better
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[GitHub] [incubator-mxnet] agrabows commented on pull request #21024: [FEATURE] Refactor SwapAxis operator.
Posted by GitBox <gi...@apache.org>.
agrabows commented on PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1136935892
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[GitHub] [incubator-mxnet] mxnet-bot commented on pull request #21024: [FEATURE] Refactor SwapAxis operator.
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mxnet-bot commented on PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1134234444
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URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1129657176
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[GitHub] [incubator-mxnet] mxnet-bot commented on pull request #21024: [FEATURE] Refactor SwapAxis operator.
Posted by GitBox <gi...@apache.org>.
mxnet-bot commented on PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1122578231
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[GitHub] [incubator-mxnet] agrabows commented on pull request #21024: [FEATURE] Refactor SwapAxis operator.
Posted by GitBox <gi...@apache.org>.
agrabows commented on PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1140771172
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[GitHub] [incubator-mxnet] agrabows commented on a diff in pull request #21024: [FEATURE] Refactor SwapAxis operator.
Posted by GitBox <gi...@apache.org>.
agrabows commented on code in PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#discussion_r873851715
##########
src/operator/swapaxis-inl.h:
##########
@@ -53,223 +53,157 @@ struct SwapAxisParam : public dmlc::Parameter<SwapAxisParam> {
}
};
-template <typename xpu, typename DType>
-class SwapAxisOp : public Operator {
- public:
- explicit SwapAxisOp(SwapAxisParam p) {
- this->param_ = p;
+inline void Reshape2Five(mshadow::Shape<5>* inter_shape,
+ const mxnet::TShape& shape,
+ int dim1,
+ int dim2) {
+ using namespace mshadow;
+ using namespace mshadow::expr;
+ int ndim_in = shape.ndim();
+ int si;
+
+ if (dim1 > dim2) {
+ std::swap(dim1, dim2);
}
- void Reshape2Five(mshadow::Shape<5>* inter_shape,
- const mxnet::TShape& shape,
- int dim1,
- int dim2) {
- using namespace mshadow;
- using namespace mshadow::expr;
- int ndim_in = shape.ndim();
- int si;
-
- if (dim1 > dim2) {
- std::swap(dim1, dim2);
- }
-
- for (si = 0; si < 5; si++) {
- (*inter_shape)[si] = 1;
- }
- // dim_0
- for (si = 0; si < dim1; si++) {
- (*inter_shape)[0] *= shape[si];
- }
- // dim_1
- (*inter_shape)[1] = shape[dim1];
- // dim_2
- for (si = dim1 + 1; si < dim2; si++) {
- (*inter_shape)[2] *= shape[si];
- }
- // dim_3
- (*inter_shape)[3] = shape[dim2];
- // dim_4
- for (si = dim2 + 1; si < ndim_in; si++) {
- (*inter_shape)[4] *= shape[si];
- }
+ for (si = 0; si < 5; si++) {
+ (*inter_shape)[si] = 1;
}
-
- void SwapAxis(mshadow::Stream<xpu>* s,
- const std::vector<TBlob>& in_data,
- const std::vector<TBlob>& out_data,
- const std::vector<OpReqType>& req) {
- using namespace mshadow;
- using namespace mshadow::expr;
-
- TBlob data_in = in_data[swapaxisenum::kData];
- TBlob data_out = out_data[swapaxisenum::kData];
- OpReqType out_req = req[swapaxisenum::kData];
-
- mxnet::TShape shape_in = data_in.shape_;
- mxnet::TShape shape_out = data_out.shape_;
- int axis1 = param_.dim1;
- if (axis1 < 0) {
- axis1 += shape_in.ndim();
- }
- CHECK(axis1 >= 0 && axis1 < shape_in.ndim())
- << "axis1: axis " << param_.dim1 << " is out of bounds for array of ndim "
- << shape_in.ndim();
-
- int axis2 = param_.dim2;
- if (axis2 < 0) {
- axis2 += shape_in.ndim();
- }
- CHECK(axis2 >= 0 && axis2 < shape_in.ndim())
- << "axis2: axis " << param_.dim2 << " is out of bounds for array of ndim "
- << shape_in.ndim();
-
- if (shape_in.Size() == 0U)
- return;
-
- if (axis1 == axis2) {
- if (out_req == kAddTo) {
- mxnet_op::Kernel<mxnet_op::op_with_req<mshadow_op::identity, kAddTo>, xpu>::Launch(
- s, data_out.Size(), data_out.dptr<DType>(), data_in.dptr<DType>());
- } else {
- mxnet_op::copy(s, data_out, data_in);
- }
- return;
- }
-
- Shape<5> inter_shape;
-
- Reshape2Five(&inter_shape, shape_in, axis1, axis2);
-
- Tensor<xpu, 5, DType> inter_data_in = data_in.get_with_shape<xpu, 5, DType>(inter_shape, s);
-
- Shape<5> inter_shape2 = inter_shape;
- std::swap(inter_shape2[1], inter_shape2[3]);
-
- Tensor<xpu, 5, DType> inter_data_out = data_out.get_with_shape<xpu, 5, DType>(inter_shape2, s);
-
- if (out_req == kAddTo) {
- inter_data_out += swapaxis<3, 1>(inter_data_in);
- } else {
- inter_data_out = swapaxis<3, 1>(inter_data_in);
- }
+ // dim_0
+ for (si = 0; si < dim1; si++) {
+ (*inter_shape)[0] *= shape[si];
}
-
- virtual void Forward(const OpContext& ctx,
- const std::vector<TBlob>& in_data,
- const std::vector<OpReqType>& req,
- const std::vector<TBlob>& out_data,
- const std::vector<TBlob>& aux_args) {
- using namespace mshadow;
- Stream<xpu>* s = ctx.get_stream<xpu>();
-
- SwapAxis(s, in_data, out_data, req);
+ // dim_1
+ (*inter_shape)[1] = shape[dim1];
+ // dim_2
+ for (si = dim1 + 1; si < dim2; si++) {
+ (*inter_shape)[2] *= shape[si];
}
-
- virtual void Backward(const OpContext& ctx,
- const std::vector<TBlob>& out_grad,
- const std::vector<TBlob>& in_data,
- const std::vector<TBlob>& out_data,
- const std::vector<OpReqType>& req,
- const std::vector<TBlob>& in_grad,
- const std::vector<TBlob>& aux_args) {
- using namespace mshadow;
- Stream<xpu>* s = ctx.get_stream<xpu>();
-
- SwapAxis(s, out_grad, in_grad, req);
+ // dim_3
+ (*inter_shape)[3] = shape[dim2];
+ // dim_4
+ for (si = dim2 + 1; si < ndim_in; si++) {
+ (*inter_shape)[4] *= shape[si];
}
+}
- SwapAxisParam param_;
-};
-
-template <typename xpu>
-Operator* CreateOp(SwapAxisParam param, int dtype);
-
-#if DMLC_USE_CXX11
-class SwapAxisProp : public OperatorProperty {
- public:
- std::vector<std::string> ListArguments() const override {
- return {"data"};
+template <typename xpu, typename DType>
+void SwapAxis(const nnvm::NodeAttrs& attrs,
+ const OpContext& ctx,
+ const std::vector<TBlob>& in_data,
+ const std::vector<TBlob>& out_data,
+ const std::vector<OpReqType>& req) {
+ using namespace mshadow;
+ using namespace mshadow::expr;
+
+ TBlob data_in = in_data[swapaxisenum::kData];
+ TBlob data_out = out_data[swapaxisenum::kOut];
+ OpReqType out_req = req[swapaxisenum::kData];
Review Comment:
done
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[GitHub] [incubator-mxnet] agrabows commented on pull request #21024: [FEATURE] Refactor SwapAxis operator.
Posted by GitBox <gi...@apache.org>.
agrabows commented on PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1160137810
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[GitHub] [incubator-mxnet] bgawrych merged pull request #21024: [FEATURE] Refactor SwapAxis operator.
Posted by GitBox <gi...@apache.org>.
bgawrych merged PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024
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[GitHub] [incubator-mxnet] mxnet-bot commented on pull request #21024: [FEATURE] Refactor SwapAxis operator.
Posted by GitBox <gi...@apache.org>.
mxnet-bot commented on PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1137131436
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[GitHub] [incubator-mxnet] agrabows commented on pull request #21024: [FEATURE] Refactor SwapAxis operator.
Posted by GitBox <gi...@apache.org>.
agrabows commented on PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1129657071
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[GitHub] [incubator-mxnet] bgawrych commented on pull request #21024: [FEATURE] Refactor SwapAxis operator.
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bgawrych commented on PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1134234405
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[GitHub] [incubator-mxnet] mxnet-bot commented on pull request #21024: [FEATURE] Refactor SwapAxis operator.
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mxnet-bot commented on PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1141285204
Jenkins CI successfully triggered : [centos-gpu, website, unix-cpu, windows-gpu]
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[GitHub] [incubator-mxnet] mxnet-bot commented on pull request #21024: [FEATURE] Refactor SwapAxis operator.
Posted by GitBox <gi...@apache.org>.
mxnet-bot commented on PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1129833023
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[GitHub] [incubator-mxnet] agrabows commented on pull request #21024: [FEATURE] Refactor SwapAxis operator.
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agrabows commented on PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1129832956
@mxnet-bot run ci [website]
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[GitHub] [incubator-mxnet] mxnet-bot commented on pull request #21024: [FEATURE] Refactor SwapAxis operator.
Posted by GitBox <gi...@apache.org>.
mxnet-bot commented on PR #21024:
URL: https://github.com/apache/incubator-mxnet/pull/21024#issuecomment-1136936025
Jenkins CI successfully triggered : [website, centos-gpu]
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