forked from jiuyuan/InfiniTensor
76 lines
2.3 KiB
C++
76 lines
2.3 KiB
C++
#pragma once
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#include "core/operator.h"
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namespace infini {
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/**
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* @brief The AllReduce operation is performing reductions on data (sum, min,
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* max, avg, or div) across devices and writing the result in the
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* receive buffers of every rank. For example, in an allreduce operation between
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* k ranks and performing a sum, each rank will provide an array Vk of N values,
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* and receive an identical arrays S of N values, where S[i] =
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* V0[i]+V1[i]+…+Vk-1[i].
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*
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* For more details:
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* https://docs.nvidia.com/deeplearning/nccl/user-guide/docs/usage/collectives.html#allreduce
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*/
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class AllReduceBaseObj : public OperatorObj {
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public:
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/**
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* @brief Construct a new AllReduce base object. Should be called by every
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* child class constructor, but not directly.
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*
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* @param graph The computation graph that this operator belongs to.
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* @param opType The operation type. This param is taken care of by child
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* classes.
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* @param input The input tensor from this rank.
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* @param output The output tensor, same size as input.
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*/
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AllReduceBaseObj(GraphObj *graph, OpType opType, Tensor input,
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Tensor output);
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OP_CLONE(AllReduceBaseObj);
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int numInputs() const override { return 1; }
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int numOutputs() const override { return 1; }
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optional<vector<Shape>> inferShape(const TensorVec &inputs) const override {
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return {{inputs[0]->getDims()}};
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};
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std::string toString() const override;
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private:
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vector<int> getWorkloadVector() const override;
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vector<int> getOpAttrVector() const override;
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vector<DataType> inferDataType(const TensorVec &inputs) const override {
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return {inputs[0]->getDType()};
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};
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};
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class AllReduceSumObj : public AllReduceBaseObj {
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public:
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AllReduceSumObj(GraphObj *graph, Tensor input, Tensor output);
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};
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class AllReduceProdObj : public AllReduceBaseObj {
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public:
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AllReduceProdObj(GraphObj *graph, Tensor input, Tensor output);
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};
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class AllReduceMinObj : public AllReduceBaseObj {
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public:
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AllReduceMinObj(GraphObj *graph, Tensor input, Tensor output);
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};
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class AllReduceMaxObj : public AllReduceBaseObj {
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public:
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AllReduceMaxObj(GraphObj *graph, Tensor input, Tensor output);
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};
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class AllReduceAvgObj : public AllReduceBaseObj {
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public:
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AllReduceAvgObj(GraphObj *graph, Tensor input, Tensor output);
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};
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} // namespace infini
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