| /* |
| * 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_ |