Files
pytorch/caffe2/operators/normalize_l1_op.cc
Nikita Shulga a9b0a921d5 Disable avoid-non-const-global-variables lint check (#62008)
Summary:
As GoogleTest `TEST` macro is non-compliant with it as well as `DEFINE_DISPATCH`

All changes but the ones to `.clang-tidy` are generated using following script:
```
for i in `find . -type f -iname "*.c*" -or -iname "*.h"|xargs grep cppcoreguidelines-avoid-non-const-global-variables|cut -f1 -d:|sort|uniq`;  do sed -i "/\/\/ NOLINTNEXTLINE(cppcoreguidelines-avoid-non-const-global-variables)/d" $i; done
```

Pull Request resolved: https://github.com/pytorch/pytorch/pull/62008

Reviewed By: driazati, r-barnes

Differential Revision: D29838584

Pulled By: malfet

fbshipit-source-id: 1b2f8602c945bd4ce50a9bfdd204755556e31d13
2021-07-22 18:04:40 -07:00

42 lines
1.1 KiB
C++

#include "caffe2/operators/normalize_l1_op.h"
#include "caffe2/core/tensor.h"
#include "caffe2/utils/eigen_utils.h"
namespace caffe2 {
template <typename T, class Context>
void NormalizeL1Op<T, Context>::DoNormalize(
const T* xData,
T* yData,
const int m,
const int n,
const int sf) {
using InnerStride = Eigen::InnerStride<Eigen::Dynamic>;
using StridedVec =
Eigen::Map<Eigen::Matrix<T, 1, Eigen::Dynamic>, 0, InnerStride>;
using ConstStridedVec =
Eigen::Map<const Eigen::Matrix<T, 1, Eigen::Dynamic>, 0, InnerStride>;
for (int i = 0; i < n; ++i) {
auto base = (i / sf) * sf * m + (i % sf);
ConstStridedVec xVec(xData + base, 1, m, InnerStride(sf));
auto norm = xVec.template lpNorm<1>();
if (norm != 0) {
StridedVec yVec(yData + base, 1, m, InnerStride(sf));
yVec = xVec / norm;
}
}
};
REGISTER_CPU_OPERATOR(NormalizeL1, NormalizeL1Op<float, CPUContext>);
OPERATOR_SCHEMA(NormalizeL1)
.NumInputs(1)
.NumOutputs(1)
.Arg("axis", "axis to normalize")
.SetDoc(R"DOC(
Given a matrix, apply L1-normalization along the specified axis.
)DOC");
} // namespace caffe2