pytorch/caffe2/operators/sparse_lp_regularizer_op.h
Jane Xu 71ca600af9 Renaming CAFFE2_API to TORCH_API (#49496)
Summary:
Since caffe2 and torch have been consolidated, CAFFE2_API should be merged with TORCH_API. Addresses a TODO.

Manually edited some references of the removed `CAFFE2_API`:
* `CONTRIBUTING.md`
* `caffe2/proto/CMakeLists.txt`
* `cmake/ProtoBuf.cmake`
* `c10/macros/Export.h`
* `torch/csrc/WindowsTorchApiMacro.h`

Pull Request resolved: https://github.com/pytorch/pytorch/pull/49496

Reviewed By: malfet, samestep

Differential Revision: D25600726

Pulled By: janeyx99

fbshipit-source-id: 7e068d959e397ac183c097d7e9a9afeca5ddd782
2020-12-18 10:54:50 -08:00

43 lines
1.1 KiB
C++

#pragma once
#include "caffe2/core/operator.h"
#include "caffe2/utils/math.h"
namespace caffe2 {
template <typename T, class Context>
class TORCH_API SparseLpRegularizerOp final : public Operator<Context> {
public:
USE_OPERATOR_CONTEXT_FUNCTIONS;
template <class... Args>
explicit SparseLpRegularizerOp(Args&&... args)
: Operator<Context>(std::forward<Args>(args)...),
p_(this->template GetSingleArgument<float>("p", 2.0)),
reg_lambda_(
this->template GetSingleArgument<float>("reg_lambda", 1e-5)) {
CAFFE_ENFORCE(
p_ == 1.0 || p_ == 2.0,
"Sparse Lp regularizer only implemented for p=1 or p=2.");
CAFFE_ENFORCE_GT(
reg_lambda_,
0.0,
"Lambda for sparse Lp regularizer must be greater than 0.");
CAFFE_ENFORCE_LT(
reg_lambda_,
1.0,
"Lambda for sparse Lp regularizer must be less than 1.");
}
bool RunOnDevice() override;
template <typename SIndex>
bool DoRunWithType();
protected:
float p_;
float reg_lambda_;
INPUT_TAGS(PARAM, INDICES);
OUTPUT_TAGS(OUTPUT_PARAM);
};
} // namespace caffe2