|
|
|
|
@ -35,6 +35,7 @@ limitations under the License. */
|
|
|
|
|
|
|
|
|
|
namespace paddle {
|
|
|
|
|
namespace framework {
|
|
|
|
|
|
|
|
|
|
class Registrar {
|
|
|
|
|
public:
|
|
|
|
|
// In our design, various kinds of classes, e.g., operators and kernels,
|
|
|
|
|
@ -78,7 +79,7 @@ struct OpKernelRegistrarFunctor;
|
|
|
|
|
|
|
|
|
|
template <typename PlaceType, typename T, typename Func>
|
|
|
|
|
inline void RegisterKernelClass(const char* op_type, const char* library_type,
|
|
|
|
|
Func func) {
|
|
|
|
|
int customized_type_value, Func func) {
|
|
|
|
|
std::string library(library_type);
|
|
|
|
|
std::string data_layout = "ANYLAYOUT";
|
|
|
|
|
if (library == "MKLDNN") {
|
|
|
|
|
@ -86,7 +87,7 @@ inline void RegisterKernelClass(const char* op_type, const char* library_type,
|
|
|
|
|
}
|
|
|
|
|
OpKernelType key(ToDataType(std::type_index(typeid(T))), PlaceType(),
|
|
|
|
|
StringToDataLayout(data_layout),
|
|
|
|
|
StringToLibraryType(library_type));
|
|
|
|
|
StringToLibraryType(library_type), customized_type_value);
|
|
|
|
|
OperatorWithKernel::AllOpKernels()[op_type][key] = func;
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
@ -95,22 +96,26 @@ struct OpKernelRegistrarFunctor<PlaceType, false, I, KernelTypes...> {
|
|
|
|
|
using KERNEL_TYPE =
|
|
|
|
|
typename std::tuple_element<I, std::tuple<KernelTypes...>>::type;
|
|
|
|
|
|
|
|
|
|
void operator()(const char* op_type, const char* library_type) const {
|
|
|
|
|
void operator()(const char* op_type, const char* library_type,
|
|
|
|
|
int customized_type_value) const {
|
|
|
|
|
using T = typename KERNEL_TYPE::ELEMENT_TYPE;
|
|
|
|
|
RegisterKernelClass<PlaceType, T>(
|
|
|
|
|
op_type, library_type, [](const framework::ExecutionContext& ctx) {
|
|
|
|
|
op_type, library_type, customized_type_value,
|
|
|
|
|
|
|
|
|
|
[](const framework::ExecutionContext& ctx) {
|
|
|
|
|
KERNEL_TYPE().Compute(ctx);
|
|
|
|
|
});
|
|
|
|
|
constexpr auto size = std::tuple_size<std::tuple<KernelTypes...>>::value;
|
|
|
|
|
OpKernelRegistrarFunctor<PlaceType, I + 1 == size, I + 1, KernelTypes...>
|
|
|
|
|
func;
|
|
|
|
|
func(op_type, library_type);
|
|
|
|
|
func(op_type, library_type, customized_type_value);
|
|
|
|
|
}
|
|
|
|
|
};
|
|
|
|
|
|
|
|
|
|
template <typename PlaceType, size_t I, typename... KernelType>
|
|
|
|
|
struct OpKernelRegistrarFunctor<PlaceType, true, I, KernelType...> {
|
|
|
|
|
void operator()(const char* op_type, const char* library_type) const {}
|
|
|
|
|
void operator()(const char* op_type, const char* library_type,
|
|
|
|
|
int customized_type_value) const {}
|
|
|
|
|
};
|
|
|
|
|
|
|
|
|
|
// User can register many kernel in one place. The data type could be
|
|
|
|
|
@ -118,9 +123,10 @@ struct OpKernelRegistrarFunctor<PlaceType, true, I, KernelType...> {
|
|
|
|
|
template <typename PlaceType, typename... KernelType>
|
|
|
|
|
class OpKernelRegistrar : public Registrar {
|
|
|
|
|
public:
|
|
|
|
|
explicit OpKernelRegistrar(const char* op_type, const char* library_type) {
|
|
|
|
|
explicit OpKernelRegistrar(const char* op_type, const char* library_type,
|
|
|
|
|
int customized_type_value) {
|
|
|
|
|
OpKernelRegistrarFunctor<PlaceType, false, 0, KernelType...> func;
|
|
|
|
|
func(op_type, library_type);
|
|
|
|
|
func(op_type, library_type, customized_type_value);
|
|
|
|
|
}
|
|
|
|
|
};
|
|
|
|
|
|
|
|
|
|
@ -130,17 +136,19 @@ struct OpKernelRegistrarFunctorEx;
|
|
|
|
|
template <typename PlaceType, typename... DataTypeAndKernelType>
|
|
|
|
|
class OpKernelRegistrarEx : public Registrar {
|
|
|
|
|
public:
|
|
|
|
|
explicit OpKernelRegistrarEx(const char* op_type, const char* library_type) {
|
|
|
|
|
explicit OpKernelRegistrarEx(const char* op_type, const char* library_type,
|
|
|
|
|
int customized_type_value) {
|
|
|
|
|
OpKernelRegistrarFunctorEx<PlaceType, false, 0, DataTypeAndKernelType...>
|
|
|
|
|
func;
|
|
|
|
|
func(op_type, library_type);
|
|
|
|
|
func(op_type, library_type, customized_type_value);
|
|
|
|
|
}
|
|
|
|
|
};
|
|
|
|
|
|
|
|
|
|
template <typename PlaceType, size_t I, typename... DataTypeAndKernelType>
|
|
|
|
|
struct OpKernelRegistrarFunctorEx<PlaceType, true, I,
|
|
|
|
|
DataTypeAndKernelType...> {
|
|
|
|
|
void operator()(const char* op_type, const char* library_type) const {}
|
|
|
|
|
void operator()(const char* op_type, const char* library_type,
|
|
|
|
|
int customized_type_value) const {}
|
|
|
|
|
};
|
|
|
|
|
|
|
|
|
|
template <typename PlaceType, size_t I, typename... DataTypeAndKernelType>
|
|
|
|
|
@ -153,18 +161,21 @@ struct OpKernelRegistrarFunctorEx<PlaceType, false, I,
|
|
|
|
|
typename std::tuple_element<I,
|
|
|
|
|
std::tuple<DataTypeAndKernelType...>>::type;
|
|
|
|
|
|
|
|
|
|
void operator()(const char* op_type, const char* library_type) const {
|
|
|
|
|
RegisterKernelClass<PlaceType, T>(op_type, library_type, Functor());
|
|
|
|
|
void operator()(const char* op_type, const char* library_type,
|
|
|
|
|
int customized_type_value) const {
|
|
|
|
|
RegisterKernelClass<PlaceType, T>(op_type, library_type,
|
|
|
|
|
customized_type_value, Functor());
|
|
|
|
|
|
|
|
|
|
constexpr auto size =
|
|
|
|
|
std::tuple_size<std::tuple<DataTypeAndKernelType...>>::value;
|
|
|
|
|
OpKernelRegistrarFunctorEx<PlaceType, I + 2 >= size, I + 2,
|
|
|
|
|
DataTypeAndKernelType...>
|
|
|
|
|
func;
|
|
|
|
|
func(op_type, library_type);
|
|
|
|
|
func(op_type, library_type, customized_type_value);
|
|
|
|
|
}
|
|
|
|
|
};
|
|
|
|
|
|
|
|
|
|
// clang-format off
|
|
|
|
|
/**
|
|
|
|
|
* check if MACRO is used in GLOBAL NAMESPACE.
|
|
|
|
|
*/
|
|
|
|
|
@ -199,42 +210,64 @@ struct OpKernelRegistrarFunctorEx<PlaceType, false, I,
|
|
|
|
|
/**
|
|
|
|
|
* Macro to register OperatorKernel.
|
|
|
|
|
*/
|
|
|
|
|
#define REGISTER_OP_KERNEL(op_type, library_type, place_class, ...) \
|
|
|
|
|
STATIC_ASSERT_GLOBAL_NAMESPACE( \
|
|
|
|
|
__reg_op_kernel_##op_type##_##library_type##__, \
|
|
|
|
|
"REGISTER_OP_KERNEL must be called in global namespace"); \
|
|
|
|
|
static ::paddle::framework::OpKernelRegistrar<place_class, __VA_ARGS__> \
|
|
|
|
|
__op_kernel_registrar_##op_type##_##library_type##__(#op_type, \
|
|
|
|
|
#library_type); \
|
|
|
|
|
int TouchOpKernelRegistrar_##op_type##_##library_type() { \
|
|
|
|
|
__op_kernel_registrar_##op_type##_##library_type##__.Touch(); \
|
|
|
|
|
return 0; \
|
|
|
|
|
#define REGISTER_OP_KERNEL_WITH_CUSTOM_TYPE(op_type, library_type, \
|
|
|
|
|
place_class, customized_name, \
|
|
|
|
|
customized_type_value, ...) \
|
|
|
|
|
STATIC_ASSERT_GLOBAL_NAMESPACE( \
|
|
|
|
|
__reg_op_kernel_##op_type##_##library_type##_##customized_name##__, \
|
|
|
|
|
"REGISTER_OP_KERNEL must be called in " \
|
|
|
|
|
"global namespace"); \
|
|
|
|
|
static ::paddle::framework::OpKernelRegistrar<place_class, \
|
|
|
|
|
__VA_ARGS__> \
|
|
|
|
|
__op_kernel_registrar_##op_type##_##library_type##_##customized_name##__(\
|
|
|
|
|
#op_type, #library_type, customized_type_value); \
|
|
|
|
|
int TouchOpKernelRegistrar_##op_type##_##library_type##_##customized_name() {\
|
|
|
|
|
__op_kernel_registrar_##op_type##_##library_type##_##customized_name##__ \
|
|
|
|
|
.Touch(); \
|
|
|
|
|
return 0; \
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
#define REGISTER_OP_KERNEL(op_type, library_type, place_class, ...) \
|
|
|
|
|
REGISTER_OP_KERNEL_WITH_CUSTOM_TYPE( \
|
|
|
|
|
op_type, library_type, place_class, DEFAULT_TYPE, \
|
|
|
|
|
::paddle::framework::OpKernelType::kDefaultCustomizedTypeValue, \
|
|
|
|
|
__VA_ARGS__)
|
|
|
|
|
|
|
|
|
|
#define REGISTER_OP_CUDA_KERNEL(op_type, ...) \
|
|
|
|
|
REGISTER_OP_KERNEL(op_type, CUDA, ::paddle::platform::CUDAPlace, __VA_ARGS__)
|
|
|
|
|
|
|
|
|
|
#define REGISTER_OP_CPU_KERNEL(op_type, ...) \
|
|
|
|
|
REGISTER_OP_KERNEL(op_type, CPU, ::paddle::platform::CPUPlace, __VA_ARGS__)
|
|
|
|
|
|
|
|
|
|
#define REGISTER_OP_KERNEL_EX(op_type, library_type, place_class, ...) \
|
|
|
|
|
STATIC_ASSERT_GLOBAL_NAMESPACE( \
|
|
|
|
|
__reg_op_kernel_##op_type##_##library_type##__, \
|
|
|
|
|
"REGISTER_OP_KERNEL_EX must be called in global namespace"); \
|
|
|
|
|
static ::paddle::framework::OpKernelRegistrarEx<place_class, __VA_ARGS__> \
|
|
|
|
|
__op_kernel_registrar_##op_type##_##library_type##__(#op_type, \
|
|
|
|
|
#library_type); \
|
|
|
|
|
int TouchOpKernelRegistrar_##op_type##_##library_type() { \
|
|
|
|
|
__op_kernel_registrar_##op_type##_##library_type##__.Touch(); \
|
|
|
|
|
return 0; \
|
|
|
|
|
#define REGISTER_OP_KERNEL_EX(op_type, library_type, place_class, \
|
|
|
|
|
customized_name, \
|
|
|
|
|
customized_type_value, \
|
|
|
|
|
...) \
|
|
|
|
|
STATIC_ASSERT_GLOBAL_NAMESPACE( \
|
|
|
|
|
__reg_op_kernel_##op_type##_##library_type##_##customized_name##__, \
|
|
|
|
|
"REGISTER_OP_KERNEL_EX must be called in " \
|
|
|
|
|
"global namespace"); \
|
|
|
|
|
static ::paddle::framework::OpKernelRegistrarEx<place_class, \
|
|
|
|
|
__VA_ARGS__> \
|
|
|
|
|
__op_kernel_registrar_##op_type##_##library_type##_##customized_name##__(\
|
|
|
|
|
#op_type, #library_type, customized_type_value); \
|
|
|
|
|
int TouchOpKernelRegistrar_##op_type##_##library_type##_##customized_name() {\
|
|
|
|
|
__op_kernel_registrar_##op_type##_##library_type##_##customized_name##__ \
|
|
|
|
|
.Touch(); \
|
|
|
|
|
return 0; \
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
#define REGISTER_OP_CUDA_KERNEL_FUNCTOR(op_type, ...) \
|
|
|
|
|
REGISTER_OP_KERNEL_EX(op_type, CUDA, ::paddle::platform::CUDAPlace, \
|
|
|
|
|
__VA_ARGS__)
|
|
|
|
|
REGISTER_OP_KERNEL_EX( \
|
|
|
|
|
op_type, CUDA, ::paddle::platform::CUDAPlace, DEFAULT_TYPE, \
|
|
|
|
|
::paddle::framework::OpKernelType::kDefaultCustomizedTypeValue, \
|
|
|
|
|
__VA_ARGS__)
|
|
|
|
|
|
|
|
|
|
#define REGISTER_OP_CPU_KERNEL_FUNCTOR(op_type, ...) \
|
|
|
|
|
REGISTER_OP_KERNEL_EX(op_type, CPU, ::paddle::platform::CPUPlace, __VA_ARGS__)
|
|
|
|
|
#define REGISTER_OP_CPU_KERNEL_FUNCTOR(op_type, ...) \
|
|
|
|
|
REGISTER_OP_KERNEL_EX( \
|
|
|
|
|
op_type, CPU, ::paddle::platform::CPUPlace, DEFAULT_TYPE, \
|
|
|
|
|
::paddle::framework::OpKernelType::kDefaultCustomizedTypeValue, \
|
|
|
|
|
__VA_ARGS__)
|
|
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
* Macro to mark what Operator and Kernel
|
|
|
|
|
@ -248,13 +281,19 @@ struct OpKernelRegistrarFunctorEx<PlaceType, false, I,
|
|
|
|
|
extern int TouchOpRegistrar_##op_type(); \
|
|
|
|
|
UNUSED static int use_op_itself_##op_type##_ = TouchOpRegistrar_##op_type()
|
|
|
|
|
|
|
|
|
|
#define USE_OP_DEVICE_KERNEL(op_type, LIBRARY_TYPE) \
|
|
|
|
|
STATIC_ASSERT_GLOBAL_NAMESPACE( \
|
|
|
|
|
__use_op_kernel_##op_type##_##LIBRARY_TYPE##__, \
|
|
|
|
|
"USE_OP_DEVICE_KERNEL must be in global namespace"); \
|
|
|
|
|
extern int TouchOpKernelRegistrar_##op_type##_##LIBRARY_TYPE(); \
|
|
|
|
|
UNUSED static int use_op_kernel_##op_type##_##LIBRARY_TYPE##_ = \
|
|
|
|
|
TouchOpKernelRegistrar_##op_type##_##LIBRARY_TYPE()
|
|
|
|
|
#define USE_OP_DEVICE_KERNEL_WITH_CUSTOM_TYPE(op_type, \
|
|
|
|
|
LIBRARY_TYPE, \
|
|
|
|
|
customized_name) \
|
|
|
|
|
STATIC_ASSERT_GLOBAL_NAMESPACE( \
|
|
|
|
|
__use_op_kernel_##op_type##_##LIBRARY_TYPE##_##customized_name##__, \
|
|
|
|
|
"USE_OP_DEVICE_KERNEL must be in global namespace"); \
|
|
|
|
|
extern int \
|
|
|
|
|
TouchOpKernelRegistrar_##op_type##_##LIBRARY_TYPE##_##customized_name(); \
|
|
|
|
|
UNUSED static int use_op_kernel_##op_type##_##LIBRARY_TYPE##_##DEFAULT_TYPE##_ = /* NOLINT */ \
|
|
|
|
|
TouchOpKernelRegistrar_##op_type##_##LIBRARY_TYPE##_##customized_name()
|
|
|
|
|
|
|
|
|
|
#define USE_OP_DEVICE_KERNEL(op_type, LIBRARY_TYPE) \
|
|
|
|
|
USE_OP_DEVICE_KERNEL_WITH_CUSTOM_TYPE(op_type, LIBRARY_TYPE, DEFAULT_TYPE)
|
|
|
|
|
|
|
|
|
|
// TODO(fengjiayi): The following macros
|
|
|
|
|
// seems ugly, do we have better method?
|
|
|
|
|
@ -280,6 +319,7 @@ struct OpKernelRegistrarFunctorEx<PlaceType, false, I,
|
|
|
|
|
#define USE_OP(op_type) \
|
|
|
|
|
USE_OP_ITSELF(op_type); \
|
|
|
|
|
USE_OP_KERNEL(op_type)
|
|
|
|
|
// clang-format off
|
|
|
|
|
|
|
|
|
|
} // namespace framework
|
|
|
|
|
} // namespace paddle
|
|
|
|
|
|
Yancey1989
7 years ago