InfiniTensor/include/operators/split.h

52 lines
1.8 KiB
C++

#pragma once
#include "core/operator.h"
namespace infini {
/**
* @brief Split a tensor into multiple ones.
*
*/
class SplitObj : public OperatorObj {
int dim, num; // split dim;Average split num or outputs size
vector<int> ratio; // output dim ratio
public:
/**
* @brief Construct a new Split object.
*
* @param graph The computation graph that this operator belongs to.
* @param input The input tensor.
* @param outputs The output tensors after splitting.
* @param dim The dimension to split.
* @param num The number of output tensors. The input tensor is split into
* `num` evenly chunk along dimension `dim. The last chunk will be smaller
* if the input tensor cannot be evenly split.
*/
SplitObj(GraphObj *graph, Tensor input, std::optional<TensorVec> outputs,
int dim, int num);
/**
* @brief Construct a new Split object.
*
* @param graph The computation graph that this operator belongs to.
* @param input The input tensor.
* @param outputs The output tensors after splitting.
* @param dim The dimension to split.
* @param ratio The size of dimension `dim` for the output tensors after
* splitting.
*/
SplitObj(GraphObj *graph, Tensor input, std::optional<TensorVec> outputs,
int dim, const vector<int> &ratio);
OP_CLONE(SplitObj);
optional<vector<Shape>> inferShape(const TensorVec &inputs) override;
std::string toString() const override;
int numInputs() const override { return 1; }
int numOutputs() const override { return num; }
int getDim() const { return dim; }
private:
vector<int> getWorkloadVector() const override;
vector<int> getOpAttrVector() const override;
};
} // namespace infini