* Copyright (c) 2026 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 stateless_random_tiling_arch35.cpp
* \brief Tiling implementation for stateless_random operator on arch35
*/
#include "stateless_random_tiling_arch35.h"
#include "log/log.h"
#include "platform/platform_ascendc.h"
#include "op_host/math_tiling_templates_registry.h"
#include "../../../random_common/op_host/arch35/random_tiling_base.h"
namespace optiling {
static constexpr uint16_t INPUT_IDX_SHAPE = 0;
static constexpr uint16_t INPUT_IDX_SEED = 1;
static constexpr uint16_t INPUT_IDX_OFFSET = 2;
static constexpr uint16_t INPUT_IDX_FROM = 3;
static constexpr uint16_t INPUT_IDX_TO = 4;
static constexpr uint16_t OUTPUT_IDX_Y = 0;
static constexpr uint16_t ATTR_IDX_MAX_RANGE_MODE = 1;
static constexpr int64_t DCACHE_SIZE = 32 * 1024;
static constexpr int64_t CORE_ALIGN_SIZE = 256;
static constexpr int64_t OFFSET_LIMIT = 4;
static constexpr int64_t MAX_NDIM = 8;
static constexpr int64_t MAX_RANGE = static_cast<int64_t>(UINT32_MAX);
static constexpr int64_t RAND_INT64_THRESHOLD = 268435456LL;
static constexpr int32_t FLOAT16_DIGITS = 11;
static constexpr int32_t BF16_DIGITS = 8;
static constexpr uint32_t UNROLL_2 = 2;
static constexpr uint32_t UNROLL_4 = 4;
static void GetMinAndMaxByDtype(ge::DataType dtype, int64_t& dtypeMin, int64_t& dtypeMax)
{
switch (dtype) {
case ge::DT_INT8:
dtypeMin = static_cast<int64_t>(std::numeric_limits<int8_t>::min());
dtypeMax = static_cast<int64_t>(std::numeric_limits<int8_t>::max());
break;
case ge::DT_UINT8:
dtypeMin = static_cast<int64_t>(std::numeric_limits<uint8_t>::min());
dtypeMax = static_cast<int64_t>(std::numeric_limits<uint8_t>::max());
break;
case ge::DT_INT16:
dtypeMin = static_cast<int64_t>(std::numeric_limits<int16_t>::min());
dtypeMax = static_cast<int64_t>(std::numeric_limits<int16_t>::max());
break;
case ge::DT_INT32:
dtypeMin = static_cast<int64_t>(std::numeric_limits<int32_t>::min());
dtypeMax = static_cast<int64_t>(std::numeric_limits<int32_t>::max());
break;
case ge::DT_INT64:
dtypeMin = static_cast<int64_t>(std::numeric_limits<int64_t>::min());
dtypeMax = static_cast<int64_t>(std::numeric_limits<int64_t>::max());
break;
case ge::DT_FLOAT:
dtypeMin = -(1L << std::numeric_limits<float>::digits);
dtypeMax = (1L << std::numeric_limits<float>::digits);
break;
case ge::DT_FLOAT16:
dtypeMin = -(1L << FLOAT16_DIGITS);
dtypeMax = (1L << FLOAT16_DIGITS);
break;
case ge::DT_BF16:
dtypeMin = -(1L << BF16_DIGITS);
dtypeMax = (1L << BF16_DIGITS);
break;
case ge::DT_BOOL:
dtypeMin = 0;
dtypeMax = 1;
break;
default:
dtypeMin = 0;
dtypeMax = 0;
break;
}
}
OpTilingConfig StatelessRandomTiling::BuildOpConfig()
{
OpTilingConfig config;
config.inputCheckRules = {
{INPUT_IDX_SHAPE, {{ge::DT_INT64}, -1, {1}, nullptr}},
{INPUT_IDX_SEED, {{ge::DT_INT64}, 1, {}, nullptr}},
{INPUT_IDX_OFFSET, {{ge::DT_INT64}, 1, {}, nullptr}}};
config.outputCheckRules = {
{OUTPUT_IDX_Y,
{{ge::DT_FLOAT, ge::DT_FLOAT16, ge::DT_BF16, ge::DT_INT64, ge::DT_INT32, ge::DT_INT16, ge::DT_INT8,
ge::DT_UINT8, ge::DT_BOOL},
-1,
{0, 1, 2, 3, 4, 5, 6, 7, 8},
nullptr}}};
config.getOutputSize = [](gert::TilingContext* ctx, int64_t& shapeSize) -> ge::graphStatus {
auto outputShape = ctx->GetOutputShape(OUTPUT_IDX_Y);
OP_CHECK_NULL_WITH_CONTEXT(ctx, outputShape);
shapeSize = outputShape->GetStorageShape().GetShapeSize();
return ge::GRAPH_SUCCESS;
};
config.getSeedAndOffset = [](gert::TilingContext* , int64_t& seed, int64_t& offset) -> ge::graphStatus {
seed = 0;
offset = 0;
return ge::GRAPH_SUCCESS;
};
config.kernelMode = RandomKernelMode::SIMT;
config.DcacheSize = DCACHE_SIZE;
config.isNeedSyncAll = false;
config.coreAlignSize = CORE_ALIGN_SIZE;
config.enableSplitBlocks = true;
return config;
}
ge::graphStatus StatelessRandomTiling::BeforeProcess()
{
auto fromTensor = context_->GetOptionalInputTensor(INPUT_IDX_FROM);
auto toTensor = context_->GetOptionalInputTensor(INPUT_IDX_TO);
auto outputDesc = context_->GetOutputDesc(OUTPUT_IDX_Y);
OP_CHECK_NULL_WITH_CONTEXT(context_, outputDesc);
auto outputDtype = outputDesc->GetDataType();
if ((fromTensor == nullptr) && (toTensor == nullptr)) {
config_.unrollFactor = (outputDtype == ge::DT_INT64) ? UNROLL_2 : UNROLL_4;
} else if (fromTensor == nullptr) {
auto toData = toTensor->GetData<int64_t>();
OP_CHECK_NULL_WITH_CONTEXT(context_, toData);
config_.unrollFactor = (toData[0] >= RAND_INT64_THRESHOLD) ? UNROLL_2 : UNROLL_4;
} else if (toTensor == nullptr) {
int64_t dtypeMin = 0;
int64_t dtypeMax = 0;
GetMinAndMaxByDtype(outputDtype, dtypeMin, dtypeMax);
auto fromData = fromTensor->GetData<int64_t>();
OP_CHECK_NULL_WITH_CONTEXT(context_, fromData);
config_.unrollFactor =
((static_cast<uint64_t>(dtypeMax) + 1 - fromData[0]) >= RAND_INT64_THRESHOLD) ? UNROLL_2 : UNROLL_4;
} else {
auto fromData = fromTensor->GetData<int64_t>();
OP_CHECK_NULL_WITH_CONTEXT(context_, fromData);
auto toData = toTensor->GetData<int64_t>();
OP_CHECK_NULL_WITH_CONTEXT(context_, toData);
config_.unrollFactor = ((toData[0] - fromData[0]) >= RAND_INT64_THRESHOLD) ? UNROLL_2 : UNROLL_4;
}
return ge::GRAPH_SUCCESS;
}
ge::graphStatus StatelessRandomTiling::UniqueProcess()
{
simtTilingData_.ubSize = ubSize_;
auto outputDesc = context_->GetOutputDesc(OUTPUT_IDX_Y);
OP_CHECK_NULL_WITH_CONTEXT(context_, outputDesc);
auto outputDtype = outputDesc->GetDataType();
int64_t dtypeMin = 0;
int64_t dtypeMax = 0;
int64_t from = 0;
uint64_t range = 0;
auto fromTensor = context_->GetOptionalInputTensor(INPUT_IDX_FROM);
auto toTensor = context_->GetOptionalInputTensor(INPUT_IDX_TO);
if ((fromTensor == nullptr) && (toTensor == nullptr)) {
GetMinAndMaxByDtype(outputDtype, dtypeMin, dtypeMax);
from = 0;
range = static_cast<uint64_t>(dtypeMax) + 1;
} else if (fromTensor == nullptr) {
auto toData = toTensor->GetData<int64_t>();
OP_CHECK_NULL_WITH_CONTEXT(context_, toData);
from = 0;
range = toData[0];
} else if (toTensor == nullptr) {
GetMinAndMaxByDtype(outputDtype, dtypeMin, dtypeMax);
auto fromData = fromTensor->GetData<int64_t>();
OP_CHECK_NULL_WITH_CONTEXT(context_, fromData);
from = fromData[0];
range = static_cast<uint64_t>(dtypeMax) + 1 - fromData[0];
} else {
auto fromData = fromTensor->GetData<int64_t>();
OP_CHECK_NULL_WITH_CONTEXT(context_, fromData);
auto toData = toTensor->GetData<int64_t>();
OP_CHECK_NULL_WITH_CONTEXT(context_, toData);
from = fromData[0];
range = toData[0] - fromData[0];
}
simtTilingData_.from = from;
simtTilingData_.range = range;
simtTilingData_.extraInt64Param1 = config_.unrollFactor;
return ge::GRAPH_SUCCESS;
}
static ge::graphStatus Tiling4StatelessRandom(gert::TilingContext* context)
{
OP_LOGD(context->GetNodeName(), "Tiling4StatelessRandom running stateless_random tiling.");
StatelessRandomTiling tiling(context);
return tiling.DoTiling();
}
static ge::graphStatus TilingPrepare4StatelessRandom(gert::TilingParseContext* context)
{
return RandomTilingParseArch35(context, "StatelessRandom");
}
IMPL_OP_OPTILING(StatelessRandom)
.Tiling(Tiling4StatelessRandom)
.TilingParse<RandomOperatorCompileInfo>(TilingPrepare4StatelessRandom)
.TilingInputsDataDependency({INPUT_IDX_FROM, INPUT_IDX_TO});
}