* 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.
*/
#include "optimize/task_generator/split_group_partitioner.h"
#include <queue>
#include "graph/ascendc_ir/utils/asc_graph_utils.h"
#include "graph/symbolizer/symbolic_utils.h"
#include "graph/utils/graph_utils.h"
#include "ascir_ops.h"
#include "platform/platform_factory.h"
namespace optimize {
namespace {
constexpr uint32_t kMaxOutputNum = 48U;
constexpr int32_t kAlignment = 32;
constexpr int32_t kMinSizeForSmallTail = kAlignment * 2;
}
SplitGroupPartitioner::SplitGroupPartitioner(af::AscNodePtr split_node, size_t split_dim)
: split_node_(std::move(split_node)), split_dim_(split_dim) {}
Status SplitGroupPartitioner::Initialize() {
constexpr uint32_t kLargeOutputNum = 512;
const auto &output_attr = split_node_->outputs[0].attr;
dtype_size_ = ge::GetSizeByDataType(output_attr.dtype);
GE_ASSERT_TRUE(dtype_size_ > 0, "unsupported dtype: %d, size = %ld", static_cast<int32_t>(output_attr.dtype),
dtype_size_);
auto platform = PlatformFactory::GetInstance().GetPlatform();
GE_ASSERT_NOTNULL(platform);
group_type_to_limit_[kGroupTypeDefault] = kMaxBlockSize / dtype_size_;
group_type_to_limit_[kGroupTypeAligned] = kMaxBlockSize / dtype_size_;
group_type_to_limit_[kGroupTypeSmallTail] = kMaxBlockSizeForSmallTail;
const uint32_t num_outputs = split_node_->outputs().size();
const uint32_t kMinGroupNum = 2U;
max_output_num_per_group_ = num_outputs / kMinGroupNum;
if (num_outputs % kMinGroupNum != 0) {
max_output_num_per_group_ += 1;
}
const uint32_t max_output_num = num_outputs >= kLargeOutputNum ? kMaxOutputNum : 16U;
max_output_num_per_group_ = std::min(max_output_num_per_group_, max_output_num);
GELOGI("input_num = %u, max_output_num_per_group_ = %u", num_outputs, max_output_num_per_group_);
return ge::SUCCESS;
}
Status SplitGroupPartitioner::PartitionGroups([[maybe_unused]]const std::vector<SplitGroup> &groups) {
GE_ASSERT_SUCCESS(Initialize());
return ge::SUCCESS;
}
}