math_function.h 3.1 KB
Newer Older
1
/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved.
Q
qijun 已提交
2 3 4 5 6 7 8 9 10 11 12 13 14 15

Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at

    http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License. */

#pragma once
T
tensor-tang 已提交
16
#ifdef PADDLE_WITH_MKLML
Q
qijun 已提交
17 18 19 20 21 22 23 24 25 26 27 28
#include <mkl_cblas.h>
#include <mkl_lapacke.h>
#include <mkl_vml_functions.h>
#endif

#ifdef PADDLE_USE_OPENBLAS
#include <cblas.h>
#include <lapacke.h>
#endif

#ifndef LAPACK_FOUND
extern "C" {
Y
Yu Yang 已提交
29
#include <cblas.h>  // NOLINT
Q
qijun 已提交
30 31 32 33 34 35 36 37 38 39 40 41
int LAPACKE_sgetrf(int matrix_layout, int m, int n, float* a, int lda,
                   int* ipiv);
int LAPACKE_dgetrf(int matrix_layout, int m, int n, double* a, int lda,
                   int* ipiv);
int LAPACKE_sgetri(int matrix_layout, int n, float* a, int lda,
                   const int* ipiv);
int LAPACKE_dgetri(int matrix_layout, int n, double* a, int lda,
                   const int* ipiv);
}
#endif

#include <cmath>
Y
Yu Yang 已提交
42
#include <vector>
Q
qijun 已提交
43

Y
Yi Wang 已提交
44
#include "paddle/fluid/framework/eigen.h"
Y
Yu Yang 已提交
45
#include "paddle/fluid/framework/operator.h"
Y
Yi Wang 已提交
46 47 48 49
#include "paddle/fluid/framework/tensor.h"
#include "paddle/fluid/framework/tensor_util.h"
#include "paddle/fluid/platform/device_context.h"
#include "paddle/fluid/platform/enforce.h"
Q
qijun 已提交
50 51 52 53

namespace paddle {
namespace operators {
namespace math {
Q
QI JUN 已提交
54
template <typename DeviceContext, typename T, int Rank>
55
struct Transpose {
Q
QI JUN 已提交
56 57
  void operator()(const DeviceContext& context, const framework::Tensor& in,
                  framework::Tensor* out, const std::vector<int>& axis);
58 59
};

Q
QI JUN 已提交
60
template <typename DeviceContext, typename T>
Q
qijun 已提交
61
struct SetConstant {
Q
QI JUN 已提交
62 63
  void operator()(const DeviceContext& context, framework::Tensor* tensor,
                  T num);
Q
qijun 已提交
64 65
};

66 67 68 69 70 71 72
template <typename Place>
void set_constant_with_place(const platform::DeviceContext& context,
                             framework::Tensor* tensor, float value);

void set_constant(const platform::DeviceContext& context,
                  framework::Tensor* tensor, float value);

Q
QI JUN 已提交
73
template <typename DeviceContext, typename T>
74
struct RowwiseAdd {
Q
QI JUN 已提交
75 76
  void operator()(const DeviceContext& context, const framework::Tensor& input,
                  const framework::Tensor& vec, framework::Tensor* output);
77 78
};

Q
QI JUN 已提交
79
template <typename DeviceContext, typename T>
80
struct ColwiseSum {
Q
QI JUN 已提交
81 82
  void operator()(const DeviceContext& context, const framework::Tensor& input,
                  framework::Tensor* vec);
83 84
};

C
chengduoZH 已提交
85 86 87 88 89 90 91 92 93 94 95 96
template <typename DeviceContext, typename T>
struct RowwiseSum {
  void operator()(const DeviceContext& context, const framework::Tensor& input,
                  framework::Tensor* vec);
};

template <typename DeviceContext, typename T>
struct RowwiseMean {
  void operator()(const DeviceContext& context, const framework::Tensor& input,
                  framework::Tensor* vec);
};

Q
qijun 已提交
97 98 99
}  // namespace math
}  // namespace operators
}  // namespace paddle