gemm.h 1.66 KB
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/*!
 * \file tl/op/gemm.h
 * \brief Define gemm operator.
 *
 */

#ifndef TVM_TL_OP_GEMM_H_
#define TVM_TL_OP_GEMM_H_

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#include "operator.h"
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namespace tvm {
namespace tl {

using namespace tir;

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enum class GemmWarpPolicy {
  kSquare = 0,
  kFullRow = 1,
  kFullCol = 2,
};
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class GemmNode : public TileOperatorNode {
public:
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  bool CheckWGMMA() const;
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  Array<PrimExpr> call_args;
  tir::Buffer A, B, C;
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  // pointer to the A, B, C
  PrimExpr Aptr, Bptr, Cptr;
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  bool trans_A, trans_B;
  int M, N, K;
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  int stride_A, stride_B;
  int offset_A, offset_B;
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  bool clear_accum = false;
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  // k_pack please ref to bitblas/tl/mfma_macro_generator.py::k_pack
  // only will be enabled under cdna mfma instructions
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  int kPack = 1;
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  int wg_wait = 0;
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  GemmWarpPolicy policy;

  static constexpr const char *_type_key = "tl.Gemm";
  TVM_DECLARE_FINAL_OBJECT_INFO(GemmNode, TileOperatorNode);

  Stmt Lower(const LowerArgs &T, arith::Analyzer *analyzer) const override;
  LayoutMap InferLayout(const LayoutInferArgs &T,
                        InferLevel level) const override;

  TileOperator Clone() const;

private:
  // Target GEMM instruction
  enum class GemmInst { kMMA, kWGMMA, kUTCMMA, kMFMA };
  GemmInst GetGemmInst(int block_size, Target target) const;

  std::pair<int, int> ComputeWarpPartition(int num_warps, GemmInst gemm_inst,
                                           Target target) const;

  mutable bool completed_ = false;
};

class Gemm : public TileOperator {
public:
  TVM_DEFINE_OBJECT_REF_METHODS(Gemm, TileOperator, GemmNode);
  TVM_DLL Gemm(Array<PrimExpr> args, BufferMap vmap);
  static const Op &Get();
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};

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} // namespace tl
} // namespace tvm
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#endif //  TVM_TL_OP_GEMM_H_