* Copyright (c) 2025 Huawei Technologies Co., Ltd.
* This program is free software, you can redistribute it and/or modify it under the terms and conditions of
* CANN Open Software License Agreement Version 2.0 (the "License").
* Please refer to the License for details. You may not use this file except in compliance with the License.
* THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
* INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
* See LICENSE in the root of the software repository for the full text of the License.
*/
* \file mla_preprocess_tiling.h
* \brief
*/
#ifndef OPTILING_PARAMS_PREPROCESS_TILING
#define OPTILING_PARAMS_PREPROCESS_TILING
#include <cstdint>
#include <string>
#include <sstream>
#include "mla_preprocess_tilingdata.h"
#include "op_host/tiling_base.h"
#include "register/op_impl_registry.h"
namespace optiling {
namespace OpParam {
struct MlaPreprocessParam {
enum class QuantMode : uint64_t {
PER_TENSOR_ASYMM_QUANT = 0,
PER_TOKEN_SYMM_QUANT,
PER_TOKEN_ASYMM_QUANT,
NO_QUANT,
};
uint64_t N = 128;
uint64_t headNum = 0;
uint64_t cacheMode = 0;
QuantMode quantMode = QuantMode::PER_TENSOR_ASYMM_QUANT;
uint64_t qLoraRank = 1536;
uint64_t nopeDim = 128;
uint64_t headDimMm2 = 192;
uint64_t hiddenStateMm = 2112;
bool operator==(const MlaPreprocessParam &other) const
{
return N == other.N && headNum == other.headNum && cacheMode == other.cacheMode &&
quantMode == other.quantMode && qLoraRank == other.qLoraRank &&
nopeDim == other.nopeDim && headDimMm2 == other.headDimMm2 &&
hiddenStateMm == other.hiddenStateMm;
}
};
}
struct MlaPreProcessCompileInfo {};
class MlaPreprocessTiling {
public:
optiling::MlaTilingData mlaTilingData;
ge::graphStatus Init(gert::TilingContext *context);
void RmsNormQuantTiling(const uint64_t numTokens, const uint64_t numVectorCore, const uint64_t hiddtenState,
const uint64_t hiddenStateMm);
void RopeConcatTiling(const OpParam::MlaPreprocessParam ¶m, const uint64_t &aicNum);
void EinSumQuantTiling(const OpParam::MlaPreprocessParam ¶m, const uint64_t &aicNum,
const ge::DataType inDtype, const bool doRmsQuant);
void SetTilingKey(const ge::DataType inDtype, const OpParam::MlaPreprocessParam ¶m, const bool doRmsQuant,
gert::TilingContext *context);
void SetMlapoWorkSpace(const ge::DataType inDtype, const OpParam::MlaPreprocessParam ¶m,
uint32_t sysWorkSpaceSize, gert::TilingContext *context);
void PrintTilingData(gert::TilingContext *context);
void PrintFirstTilingData(gert::TilingContext *context);
void PrintLastTilingData(gert::TilingContext *context);
OpParam::MlaPreprocessParam GetParam(gert::TilingContext *context);
};
}
#endif