blob: 363494e0fda46bc901d09b4a718ae67db0a846a0 [file]
/*
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you 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.
*/
#ifndef TVM_TARGET_DATATYPE_REGISTRY_H_
#define TVM_TARGET_DATATYPE_REGISTRY_H_
#include <tvm/ffi/function.h>
#include <string>
#include <unordered_map>
namespace tvm {
namespace datatype {
/*!
* \brief Registry for custom datatypes.
*
* Adding custom datatypes currently requires two steps:
* 1. Register the datatype with the registry via a call to
* datatype::Registry::Register. This can also be done in Python
* directly---see the TVM globals registered in the corresponding .cc file.
* Currently, user should manually choose a type name and a type code,
* ensuring that neither conflict with existing types.
* 2. Register the lowering functions needed to
* lower the custom datatype. In general, these will look like:
* For Casts: tvm.datatype.lower.<target>.Cast.<type>.<src_type>
* Example: tvm.datatype.lower.llvm.Cast.myfloat.float for a Cast from
* float to myfloat.
* For intrinsic Calls: tvm.datatype.lower.<target>.Call.intrin.<name>.<type>
* Example: tvm.datatype.lower.llvm.Call.intrin.sqrt.myfloat
* For other ops: tvm.datatype.lower.<target>.<op>.<type>
* Examples: tvm.datatype.lower.llvm.Add.myfloat
* tvm.datatype.lower.llvm.FloatImm.posit
*/
class Registry {
public:
/*!
* \brief Get the global custom datatype registry singleton
*/
static Registry* Global();
/*!
* \brief Register custom datatype
* Register a custom datatype with the given type name and type code. Currently, the type code is
* manually allocated by the user, and the user must ensure that no two custom types share the
* same code. Generally, this should be straightforward, as the user will be manually registering
* all of their custom types.
* \param type_name The name of the type, e.g. "posites2"
* \param type_code The type code, which should be greater than TVMArgTypeCode::kTVMExtEnd
*/
void Register(const std::string& type_name, uint8_t type_code);
/*!
* \brief Get type code from type name
* \param type_name The type name
* \return The type code
*/
uint8_t GetTypeCode(const std::string& type_name);
/*!
* \brief Get type name from type code
* \param type_code The type code
* \return The type name
*/
std::string GetTypeName(uint8_t type_code);
/*!
* \brief Get bool representing whether type is registered, given the type code
* \param type_code The type code
* \return bool representing whether the type is registered
*/
inline bool GetTypeRegistered(uint8_t type_code) {
return code_to_name_.find(type_code) != code_to_name_.end();
}
/*!
* \brief Get bool representing whether type is registered, given the type name
* \param type_name The type name
* \return bool representing whether the type is registered
*/
inline bool GetTypeRegistered(std::string type_name) {
return name_to_code_.find(type_name) != name_to_code_.end();
}
private:
// TODO(gus) is there a typedef for the code?
std::unordered_map<uint8_t, std::string> code_to_name_;
std::unordered_map<std::string, uint8_t> name_to_code_;
};
/*!
* \brief Convert scalar value to a custom datatype format
* \param type_code The custom datatype to convert to, specified by type code
* \param value The floating point value to convert
* \return The value, encoded in the bits of a uint64_t
*/
uint64_t ConvertConstScalar(uint8_t type_code, double value);
/*!
* \brief Get a function returning the minimum value for a datatype.
* \param type_code The datatype
* \return Function which takes the width of the datatype and returns the min value
*/
std::optional<tvm::ffi::Function> GetMinFunc(uint8_t type_code);
/*!
* \brief Get lowering function for Cast ops
* \param target The target we are lowering to, e.g. "llvm"
* \param type_code The datatype being cast to
* \param src_type_code The datatype being cast from
* \return Lowering function for Cast ops for the provided target, type, and source type
*/
std::optional<tvm::ffi::Function> GetCastLowerFunc(const std::string& target, uint8_t type_code,
uint8_t src_type_code);
/*!
* \brief Get lowering function for FloatImms
* \param target The target we are lowering to, e.g. "llvm"
* \param type_code The datatype of the FloatImm
* \return Lowering function for FloatImms for the provided target and type
*/
std::optional<tvm::ffi::Function> GetFloatImmLowerFunc(const std::string& target,
uint8_t type_code);
/*!
* \brief Get lowering function for intrinsic Calls/pure intrinsic Calls
* \param target The target we are lowering to, e.g. "llvm"
* \param type_code The datatype of the Call
* \param name The intrinsic name
* \return Lowering function for intrinsic Calls for the provided target and type
*/
std::optional<tvm::ffi::Function> GetIntrinLowerFunc(const std::string& target,
const std::string& name, uint8_t type_code);
/*!
* \brief Get lowering function for other ops
* \param target The target we are lowering to, e.g. "llvm"
* \param type_code The datatype of the op
* \return Lowering function for other ops for the provided target and type
*/
#define DEFINE_GET_LOWER_FUNC_(OP) \
inline std::optional<tvm::ffi::Function> Get##OP##LowerFunc(const std::string& target, \
uint8_t type_code) { \
return tvm::ffi::Function::GetGlobal("tvm.datatype.lower." + target + "." #OP "." + \
datatype::Registry::Global()->GetTypeName(type_code)); \
}
DEFINE_GET_LOWER_FUNC_(Add)
DEFINE_GET_LOWER_FUNC_(Sub)
DEFINE_GET_LOWER_FUNC_(Mul)
DEFINE_GET_LOWER_FUNC_(Div)
DEFINE_GET_LOWER_FUNC_(Mod)
DEFINE_GET_LOWER_FUNC_(Min)
DEFINE_GET_LOWER_FUNC_(Max)
DEFINE_GET_LOWER_FUNC_(EQ)
DEFINE_GET_LOWER_FUNC_(NE)
DEFINE_GET_LOWER_FUNC_(LT)
DEFINE_GET_LOWER_FUNC_(LE)
DEFINE_GET_LOWER_FUNC_(GT)
DEFINE_GET_LOWER_FUNC_(GE)
// Later changes may need to add more lowering functions as we support workloads with more ops.
} // namespace datatype
} // namespace tvm
#endif // TVM_TARGET_DATATYPE_REGISTRY_H_