forked from jiuyuan/InfiniTensor
89 lines
3.4 KiB
C++
89 lines
3.4 KiB
C++
#pragma once
|
|
#include "core/operator.h"
|
|
|
|
namespace infini {
|
|
/**
|
|
* @brief Base class of **binary** element-wise operators.
|
|
* Unary operators like activations are not the derived classes of
|
|
* ElementWiseObj.
|
|
*
|
|
*/
|
|
class ElementWiseObj : public OperatorObj {
|
|
public:
|
|
/**
|
|
* @brief Construct a new ElementWise object
|
|
*
|
|
* @param type Operator type.
|
|
* @param graph The computation graph that this operator belongs to.
|
|
* @param input0 The first input tensor.
|
|
* @param input1 The second input tensor.
|
|
* @param output The output tensor.
|
|
*/
|
|
ElementWiseObj(OpType type, GraphObj *graph, Tensor input0, Tensor input1,
|
|
Tensor output);
|
|
optional<vector<Shape>> inferShape(const TensorVec &inputs) const override;
|
|
|
|
std::string toString() const override;
|
|
int numInputs() const override { return 2; }
|
|
int numOutputs() const override { return 1; }
|
|
|
|
private:
|
|
vector<int> getWorkloadVector() const override;
|
|
vector<int> getOpAttrVector() const override;
|
|
};
|
|
|
|
class MSELossObj : public OperatorObj {
|
|
public:
|
|
enum Reduction { None = 0, Sum, Mean };
|
|
MSELossObj(GraphObj *graph, Tensor input0, Tensor input1,
|
|
Reduction reduction, Tensor output);
|
|
OP_CLONE(MSELossObj);
|
|
optional<vector<Shape>> inferShape(const TensorVec &inputs) const override;
|
|
|
|
Reduction getReduction() const { return reductionMode; }
|
|
std::string toString() const override;
|
|
int numInputs() const override { return 2; }
|
|
int numOutputs() const override { return 1; }
|
|
|
|
private:
|
|
Reduction reductionMode;
|
|
vector<int> getWorkloadVector() const override;
|
|
vector<int> getOpAttrVector() const override;
|
|
};
|
|
|
|
#define DEFINE_ELEMENT_WISE_OBJ(prefix, type) \
|
|
class prefix##Obj : public ElementWiseObj { \
|
|
public: \
|
|
prefix##Obj(GraphObj *graph, Tensor input0, Tensor input1, \
|
|
Tensor output) \
|
|
: ElementWiseObj(type, graph, input0, input1, output) {} \
|
|
OP_CLONE(prefix##Obj); \
|
|
};
|
|
|
|
DEFINE_ELEMENT_WISE_OBJ(Add, OpType::Add)
|
|
DEFINE_ELEMENT_WISE_OBJ(Sub, OpType::Sub)
|
|
DEFINE_ELEMENT_WISE_OBJ(Mul, OpType::Mul)
|
|
DEFINE_ELEMENT_WISE_OBJ(Div, OpType::Div)
|
|
DEFINE_ELEMENT_WISE_OBJ(Pow, OpType::Pow)
|
|
DEFINE_ELEMENT_WISE_OBJ(Maximum, OpType::Max)
|
|
DEFINE_ELEMENT_WISE_OBJ(Minimum, OpType::Min)
|
|
DEFINE_ELEMENT_WISE_OBJ(Power, OpType::Pow)
|
|
DEFINE_ELEMENT_WISE_OBJ(FloorDiv, OpType::FloorDiv)
|
|
DEFINE_ELEMENT_WISE_OBJ(FloorMod, OpType::FloorMod)
|
|
DEFINE_ELEMENT_WISE_OBJ(SquaredDifference, OpType::SquaredDifference)
|
|
DEFINE_ELEMENT_WISE_OBJ(Equal, OpType::Equal)
|
|
DEFINE_ELEMENT_WISE_OBJ(GreaterThan, OpType::Greater)
|
|
DEFINE_ELEMENT_WISE_OBJ(GreaterEqual, OpType::GreaterOrEqual)
|
|
DEFINE_ELEMENT_WISE_OBJ(LessThan, OpType::Less)
|
|
DEFINE_ELEMENT_WISE_OBJ(LessEqual, OpType::LessOrEqual)
|
|
DEFINE_ELEMENT_WISE_OBJ(And, OpType::And)
|
|
DEFINE_ELEMENT_WISE_OBJ(Or, OpType::Or)
|
|
DEFINE_ELEMENT_WISE_OBJ(Xor, OpType::Xor)
|
|
DEFINE_ELEMENT_WISE_OBJ(Not, OpType::Not)
|
|
DEFINE_ELEMENT_WISE_OBJ(BitAnd, OpType::BitwiseAnd)
|
|
DEFINE_ELEMENT_WISE_OBJ(BitOr, OpType::BitwiseOr)
|
|
DEFINE_ELEMENT_WISE_OBJ(BitXor, OpType::BitwiseXor)
|
|
DEFINE_ELEMENT_WISE_OBJ(BitNot, OpType::BitwiseNot)
|
|
DEFINE_ELEMENT_WISE_OBJ(BitLeftShift, OpType::BitShift)
|
|
}; // namespace infini
|