op_registry.h 10.0 KB
Newer Older
S
superjomn 已提交
1 2 3 4 5 6 7 8 9 10 11 12 13 14
// Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.
//
// 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.

S
superjomn 已提交
15
#pragma once
S
superjomn 已提交
16 17 18
#include <memory>
#include <string>
#include <unordered_map>
S
superjomn 已提交
19 20 21
#include "paddle/fluid/lite/core/kernel.h"
#include "paddle/fluid/lite/core/op_lite.h"
#include "paddle/fluid/lite/core/target_wrapper.h"
S
superjomn 已提交
22 23 24 25 26 27 28 29
#include "paddle/fluid/lite/utils/all.h"

namespace paddle {
namespace lite {

using KernelFunc = std::function<void()>;
using KernelFuncCreator = std::function<std::unique_ptr<KernelFunc>()>;

30
class LiteOpRegistry final : public Factory<OpLite, std::shared_ptr<OpLite>> {
S
superjomn 已提交
31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46
 public:
  static LiteOpRegistry &Global() {
    static auto *x = new LiteOpRegistry;
    return *x;
  }

 private:
  LiteOpRegistry() = default;
};

template <typename OpClass>
class OpLiteRegistor : public Registor<OpClass> {
 public:
  OpLiteRegistor(const std::string &op_type)
      : Registor<OpClass>([&] {
          LiteOpRegistry::Global().Register(
S
superjomn 已提交
47 48
              op_type, [op_type]() -> std::unique_ptr<OpLite> {
                return std::unique_ptr<OpLite>(new OpClass(op_type));
S
superjomn 已提交
49 50 51 52
              });
        }) {}
};

S
superjomn 已提交
53
template <TargetType Target, PrecisionType Precision, DataLayoutType Layout>
54
using KernelRegistryForTarget =
S
superjomn 已提交
55
    Factory<KernelLite<Target, Precision, Layout>, std::unique_ptr<KernelBase>>;
S
superjomn 已提交
56 57 58

class KernelRegistry final {
 public:
S
superjomn 已提交
59
  using any_kernel_registor_t =
S
superjomn 已提交
60 61 62 63 64 65 66 67 68 69 70 71 72 73
      variant<KernelRegistryForTarget<TARGET(kCUDA), PRECISION(kFloat),
                                      DATALAYOUT(kNCHW)> *,  //
              KernelRegistryForTarget<TARGET(kCUDA), PRECISION(kInt8),
                                      DATALAYOUT(kNCHW)> *,  //
              KernelRegistryForTarget<TARGET(kX86), PRECISION(kFloat),
                                      DATALAYOUT(kNCHW)> *,  //
              KernelRegistryForTarget<TARGET(kX86), PRECISION(kInt8),
                                      DATALAYOUT(kNCHW)> *,  //
              KernelRegistryForTarget<TARGET(kHost), PRECISION(kFloat),
                                      DATALAYOUT(kNCHW)> *,  //
              KernelRegistryForTarget<TARGET(kHost), PRECISION(kAny),
                                      DATALAYOUT(kAny)> *,  //
              KernelRegistryForTarget<TARGET(kCUDA), PRECISION(kAny),
                                      DATALAYOUT(kAny)> *  //
S
superjomn 已提交
74
              >;
S
superjomn 已提交
75

S
superjomn 已提交
76
  KernelRegistry();
S
superjomn 已提交
77

S
superjomn 已提交
78
  static KernelRegistry &Global();
S
superjomn 已提交
79

S
superjomn 已提交
80
  template <TargetType Target, PrecisionType Precision, DataLayoutType Layout>
S
superjomn 已提交
81
  void Register(const std::string &name,
S
superjomn 已提交
82 83
                typename KernelRegistryForTarget<Target, Precision,
                                                 Layout>::creator_t &&creator) {
S
Superjomn 已提交
84 85 86
    VLOG(3) << "register for " << TargetToStr(Target) << ":"
            << PrecisionToStr(Precision) << "//"
            << GetKernelOffset<Target, Precision, Layout>();
S
superjomn 已提交
87 88 89 90 91
    using kernel_registor_t =
        KernelRegistryForTarget<Target, Precision, Layout>;
    auto &varient = registries_[GetKernelOffset<Target, Precision, Layout>()];
    varient.template get<kernel_registor_t *>()->Register(name,
                                                          std::move(creator));
S
superjomn 已提交
92 93
  }

S
superjomn 已提交
94
  template <TargetType Target, PrecisionType Precision, DataLayoutType Layout>
95
  std::list<std::unique_ptr<KernelBase>> Create(const std::string &op_type) {
S
superjomn 已提交
96 97 98
    using kernel_registor_t =
        KernelRegistryForTarget<Target, Precision, Layout>;
    return registries_[GetKernelOffset<Target, Precision, Layout>()]
S
update  
superjomn 已提交
99
        .template get<kernel_registor_t *>()
100
        ->Creates(op_type);
S
update  
superjomn 已提交
101 102
  }

103 104
  std::list<std::unique_ptr<KernelBase>> Create(const std::string &op_type,
                                                TargetType target,
S
superjomn 已提交
105 106
                                                PrecisionType precision,
                                                DataLayoutType layout);
S
update  
superjomn 已提交
107

S
superjomn 已提交
108
  // Get a kernel registry offset in all the registries.
S
superjomn 已提交
109 110 111 112 113 114 115 116 117
  template <TargetType Target, PrecisionType Precision, DataLayoutType Layout>
  static int GetKernelOffset() {
    CHECK_LT(static_cast<int>(Target), static_cast<int>(TARGET(NUM)));
    CHECK_LT(static_cast<int>(Precision), static_cast<int>(PRECISION(NUM)));
    CHECK_LT(static_cast<int>(Layout), static_cast<int>(DATALAYOUT(NUM)));
    return static_cast<int>(Target) * static_cast<int>(PRECISION(NUM)) *
               static_cast<int>(DATALAYOUT(NUM)) +                            //
           static_cast<int>(Precision) * static_cast<int>(DATALAYOUT(NUM)) +  //
           static_cast<int>(Layout);
S
superjomn 已提交
118 119
  }

S
superjomn 已提交
120 121 122 123
  std::string DebugString() const {
    std::stringstream ss;

    ss << "KernelCreator<host, float>:" << std::endl;
S
superjomn 已提交
124 125 126 127
    ss << registries_[GetKernelOffset<TARGET(kHost), PRECISION(kFloat),
                                      DATALAYOUT(kAny)>()]
              .get<KernelRegistryForTarget<TARGET(kHost), PRECISION(kFloat),
                                           DATALAYOUT(kNCHW)> *>()
S
superjomn 已提交
128 129 130 131 132
              ->DebugString();
    ss << std::endl;
    return ss.str();
  }

S
superjomn 已提交
133
 private:
S
superjomn 已提交
134 135 136 137
  mutable std::array<any_kernel_registor_t,
                     static_cast<int>(TARGET(NUM)) *
                         static_cast<int>(PRECISION(NUM)) *
                         static_cast<int>(DATALAYOUT(NUM))>
S
superjomn 已提交
138
      registries_;
S
superjomn 已提交
139 140
};

S
superjomn 已提交
141 142
template <TargetType target, PrecisionType precision, DataLayoutType layout,
          typename KernelType>
S
superjomn 已提交
143 144
class KernelRegistor : public lite::Registor<KernelType> {
 public:
S
superjomn 已提交
145 146
  KernelRegistor(const std::string &op_type, const std::string &alias)
      : Registor<KernelType>([=] {
S
Superjomn 已提交
147 148 149
          VLOG(3) << "Register kernel " << op_type << " for "
                  << TargetToStr(target) << " " << PrecisionToStr(precision)
                  << " " << DataLayoutToStr(layout) << " alias " << alias;
S
superjomn 已提交
150 151
          KernelRegistry::Global().Register<target, precision, layout>(
              op_type, [=]() -> std::unique_ptr<KernelType> {
S
superjomn 已提交
152 153
                std::unique_ptr<KernelType> x(new KernelType);
                x->set_op_type(op_type);
S
superjomn 已提交
154
                x->set_alias(alias);
S
superjomn 已提交
155
                return x;
S
superjomn 已提交
156 157 158 159 160 161 162 163 164 165 166 167
              });
        }) {}
};

}  // namespace lite
}  // namespace paddle

// Operator registry
#define LITE_OP_REGISTER_INSTANCE(op_type__) op_type__##__registry__instance__
#define LITE_OP_REGISTER_FAKE(op_type__) op_type__##__registry__
#define REGISTER_LITE_OP(op_type__, OpClass)                              \
  static paddle::lite::OpLiteRegistor<OpClass> LITE_OP_REGISTER_INSTANCE( \
S
superjomn 已提交
168 169 170 171
      op_type__)(#op_type__);                                             \
  int touch_op_##op_type__() {                                            \
    return LITE_OP_REGISTER_INSTANCE(op_type__).Touch();                  \
  }
S
superjomn 已提交
172

S
superjomn 已提交
173 174 175 176
#define USE_LITE_OP(op_type__)                                   \
  extern int touch_op_##op_type__();                             \
  int LITE_OP_REGISTER_FAKE(op_type__) __attribute__((unused)) = \
      touch_op_##op_type__();
S
superjomn 已提交
177 178 179

// Kernel registry
#define LITE_KERNEL_REGISTER(op_type__, target__, precision__) \
S
superjomn 已提交
180
  op_type__##__##target__##__##precision__##__registor__
181
#define LITE_KERNEL_REGISTER_INSTANCE(op_type__, target__, precision__, \
S
superjomn 已提交
182
                                      layout__, alias__)                \
183 184 185 186
  op_type__##__##target__##__##precision__##__registor__instance__##alias__
#define LITE_KERNEL_REGISTER_FAKE(op_type__, target__, precision__, alias__) \
  LITE_KERNEL_REGISTER_INSTANCE(op_type__, target__, precision__, alias__)

S
superjomn 已提交
187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218
#define REGISTER_LITE_KERNEL(op_type__, target__, precision__, layout__,      \
                             KernelClass, alias__)                            \
  static paddle::lite::KernelRegistor<TARGET(target__),                       \
                                      PRECISION(precision__),                 \
                                      DATALAYOUT(layout__), KernelClass>      \
      LITE_KERNEL_REGISTER_INSTANCE(op_type__, target__, precision__,         \
                                    layout__, alias__)(#op_type__, #alias__); \
  static KernelClass LITE_KERNEL_INSTANCE(op_type__, target__, precision__,   \
                                          layout__, alias__);                 \
  int touch_##op_type__##target__##precision__##layout__##alias__() {         \
    LITE_KERNEL_INSTANCE(op_type__, target__, precision__, layout__, alias__) \
        .Touch();                                                             \
    return 0;                                                                 \
  }                                                                           \
  static bool LITE_KERNEL_PARAM_INSTANCE(op_type__, target__, precision__,    \
                                         layout__, alias__)                   \
      __attribute__((unused)) = paddle::lite::ParamTypeRegistry::NewInstance< \
          TARGET(target__), PRECISION(precision__), DATALAYOUT(layout__)>(    \
          #op_type__ "/" #alias__)

#define USE_LITE_KERNEL(op_type__, target__, precision__, layout__, alias__) \
  extern int touch_##op_type__##target__##precision__##layout__##alias__();  \
  int op_type__##target__##precision__##layout__##alias__                    \
      __attribute__((unused)) =                                              \
          touch_##op_type__##target__##precision__##layout__##alias__();

#define LITE_KERNEL_INSTANCE(op_type__, target__, precision__, layout__, \
                             alias__)                                    \
  op_type__##target__##precision__##layout__##alias__
#define LITE_KERNEL_PARAM_INSTANCE(op_type__, target__, precision__, layout__, \
                                   alias__)                                    \
  op_type__##target__##precision__##layout__##alias__##param_register