/* Copyright 2017 The TensorFlow 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. ==============================================================================*/ #ifndef TENSORFLOW_COMPILER_XLA_SERVICE_ELEMENTAL_IR_EMITTER_H_ #define TENSORFLOW_COMPILER_XLA_SERVICE_ELEMENTAL_IR_EMITTER_H_ #include #include "llvm/IR/IRBuilder.h" #include "llvm/IR/Module.h" #include "llvm/IR/Value.h" #include "tensorflow/compiler/xla/service/hlo_instruction.h" #include "tensorflow/compiler/xla/service/hlo_module_config.h" #include "tensorflow/compiler/xla/service/llvm_ir/ir_builder_mixin.h" #include "tensorflow/compiler/xla/service/llvm_ir/loop_emitter.h" #include "tensorflow/compiler/xla/statusor.h" namespace xla { class ElementalIrEmitter : public IrBuilderMixin { public: using HloToElementGeneratorMap = std::unordered_map; ElementalIrEmitter(const HloModuleConfig& hlo_module_config, llvm::Module* module, llvm::IRBuilder<>* b) : b_(b), module_(module), hlo_module_config_(hlo_module_config) {} virtual ~ElementalIrEmitter() = default; virtual StatusOr EmitUnaryOp(const HloInstruction* op, llvm::Value* operand_value); virtual StatusOr EmitBinaryOp(const HloInstruction* op, llvm::Value* lhs_value, llvm::Value* rhs_value); // Returns a function to generate an element of the output of `hlo`, given a // map of functions to generate elements of its operands. virtual llvm_ir::ElementGenerator MakeElementGenerator( const HloInstruction* hlo, const HloToElementGeneratorMap& operand_to_generator); llvm::IRBuilder<>* b() { return b_; } // builder() is for IrBuilderMixin. llvm::IRBuilder<>* builder() { return b_; } llvm::Module* module() { return module_; } protected: virtual StatusOr EmitIntegerUnaryOp(const HloInstruction* op, llvm::Value* operand_value); virtual StatusOr EmitFloatUnaryOp(const HloInstruction* op, llvm::Value* operand_value); virtual StatusOr EmitComplexUnaryOp(const HloInstruction* op, llvm::Value* operand_value); llvm::Value* IsZero(llvm::Value* v); llvm::Value* IsIntMinDivisionOverflow(llvm::Value* lhs, llvm::Value* rhs); llvm::Value* GetZero(llvm::Type* type); llvm::Value* GetOne(llvm::Type* type); llvm::Value* GetIntSMin(llvm::Type* type); llvm::Value* GetMinusOne(llvm::Type* type); llvm::Value* EmitIntegerDivide(llvm::Value* lhs, llvm::Value* rhs, bool is_signed); llvm::Value* EmitIntegerRemainder(llvm::Value* lhs, llvm::Value* rhs, bool is_signed); virtual StatusOr EmitIntegerBinaryOp(const HloInstruction* op, llvm::Value* lhs_value, llvm::Value* rhs_value, bool is_signed); virtual StatusOr EmitFloatBinaryOp(const HloInstruction* op, llvm::Value* lhs_value, llvm::Value* rhs_value); virtual StatusOr EmitComplexBinaryOp(const HloInstruction* op, llvm::Value* lhs_value, llvm::Value* rhs_value); virtual llvm::Value* EmitFloatMax(llvm::Value* lhs_value, llvm::Value* rhs_value); virtual llvm::Value* EmitFloatMin(llvm::Value* lhs_value, llvm::Value* rhs_value); llvm::Value* EmitIntegralMax(llvm::Value* lhs_value, llvm::Value* rhs_value, bool is_signed); llvm::Value* EmitIntegralMin(llvm::Value* lhs_value, llvm::Value* rhs_value, bool is_signed); virtual StatusOr EmitErfInv(PrimitiveType prim_type, llvm::Value* value); virtual StatusOr EmitErfcInv(PrimitiveType prim_type, llvm::Value* value); virtual StatusOr EmitAtan2(PrimitiveType prim_type, llvm::Value* lhs, llvm::Value* rhs); virtual StatusOr EmitLog(PrimitiveType prim_type, llvm::Value* value); virtual StatusOr EmitLog1p(PrimitiveType prim_type, llvm::Value* value); virtual StatusOr EmitSin(PrimitiveType prim_type, llvm::Value* value); virtual StatusOr EmitCos(PrimitiveType prim_type, llvm::Value* value); virtual StatusOr EmitExp(PrimitiveType prim_type, llvm::Value* value); virtual StatusOr EmitExpm1(PrimitiveType prim_type, llvm::Value* value); virtual StatusOr EmitPow(PrimitiveType prim_type, llvm::Value* lhs, llvm::Value* rhs); virtual StatusOr EmitTanh(PrimitiveType prim_type, llvm::Value* value); virtual StatusOr EmitReducePrecision(const HloInstruction* hlo, llvm::Value* x); virtual llvm::Value* EmitExtractReal(llvm::Value* value); virtual llvm::Value* EmitExtractImag(llvm::Value* value); // Composes a complex struct. imag may be nullptr for simple cast operations. llvm::Value* EmitComposeComplex(const HloInstruction* op, llvm::Value* real, llvm::Value* imag); // A helper method for MakeElementGenerator. Given an elementwise op `hlo` and // the target array index, computes the source array index of its // `operand_no`-th operand. // // Precondition: `hlo` is an elementwise op. llvm_ir::IrArray::Index ElementwiseSourceIndex( const llvm_ir::IrArray::Index& target_index, const HloInstruction& hlo, int64 operand_no); // Identifier of the thread unique among all threads on the device virtual llvm::Value* EmitThreadId() { return b_->getIntN(128, 0); } StatusOr EmitElementalSelect( const HloInstruction* hlo, const HloToElementGeneratorMap& operand_to_generator, const llvm_ir::IrArray::Index& index); StatusOr EmitElementalClamp( const HloInstruction* hlo, const HloToElementGeneratorMap& operand_to_generator, const llvm_ir::IrArray::Index& index); StatusOr EmitElementalConcatenate( const HloInstruction* hlo, const HloToElementGeneratorMap& operand_to_generator, const llvm_ir::IrArray::Index& target_index); StatusOr EmitElementalDynamicSlice( const HloInstruction* hlo, const HloToElementGeneratorMap& operand_to_generator, const llvm_ir::IrArray::Index& index); StatusOr EmitElementalGather( const HloInstruction* hlo, const HloToElementGeneratorMap& operand_to_generator, const llvm_ir::IrArray::Index& index); StatusOr EmitElementalDynamicUpdateSlice( const HloInstruction* hlo, const HloToElementGeneratorMap& operand_to_generator, const llvm_ir::IrArray::Index& index); StatusOr EmitElementalPad( const HloInstruction* hlo, const HloToElementGeneratorMap& operand_to_generator, const llvm_ir::IrArray::Index& padded_index); StatusOr EmitElementalDot( const HloInstruction* hlo, const HloToElementGeneratorMap& operand_to_generator, const llvm_ir::IrArray::Index& dot_result_index); llvm::IRBuilder<>* const b_; llvm::Module* module_; // The HloModuleConfig which gathers all settings and values which affect the // compiled executable outside of the HLO code itself. const HloModuleConfig& hlo_module_config_; private: // Returns a ElementGenerator for an RNG HloInstruction using the Philox // random number generation algorithm. llvm_ir::ElementGenerator MakePhiloxRngElementGenerator( const HloInstruction* hlo, const HloToElementGeneratorMap& operand_to_generator); // Converts the raw value generated by a random number generation algorithm // to the distribution requested by the RNG HloInstruction. StatusOr ConvertValueForDistribution( const HloInstruction* hlo, const ElementalIrEmitter::HloToElementGeneratorMap& operand_to_generator, const llvm_ir::IrArray::Index& index, llvm::Value* raw_value); }; } // namespace xla #endif // TENSORFLOW_COMPILER_XLA_SERVICE_ELEMENTAL_IR_EMITTER_H_