* 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 dynamic_quant_v2_infershape.cpp
* \brief
*/
#include "register/op_impl_registry.h"
#include "error_util.h"
#include "log/log.h"
#include "util/math_util.h"
using namespace ge;
namespace ops {
static const size_t ATTR_INDEX_OF_DST_TYPE = 0;
static const size_t ATTR_INDEX_OF_QUANT_MODE = 2;
static constexpr uint32_t OUTPUT_NUM_DYNAMIC_QUANT_V2 = 3;
static const uint32_t PER_CHANNEL_EXCLUDE_AXES_NUM = 2;
static const std::initializer_list<ge::DataType> DYNAMIC_QUANT_V2_OUT_TYPE_LIST = {
DT_INT8, DT_INT4, DT_HIFLOAT8, DT_FLOAT8_E5M2, DT_FLOAT8_E4M3FN};
static ge::graphStatus CheckComputeNodeNumMerged(const gert::InferShapeContext* context)
{
if (context->GetComputeNodeOutputNum() != OUTPUT_NUM_DYNAMIC_QUANT_V2) {
return GRAPH_FAILED;
}
return GRAPH_SUCCESS;
}
static ge::graphStatus InferShapeCheck(gert::InferShapeContext* context)
{
if (context == nullptr || CheckComputeNodeNumMerged(context) == GRAPH_FAILED) {
return GRAPH_FAILED;
}
for (uint32_t i = 0; i < OUTPUT_NUM_DYNAMIC_QUANT_V2; ++i) {
if (context->GetOutputShape(i) == nullptr) {
return GRAPH_FAILED;
}
}
return GRAPH_SUCCESS;
}
static ge::graphStatus DynamicQuantV2InferShape(gert::InferShapeContext* context)
{
if (InferShapeCheck(context) == GRAPH_FAILED) {
return GRAPH_FAILED;
}
const gert::Shape* xShape = context->GetInputShape(0);
gert::Shape* yShape = context->GetOutputShape(0);
gert::Shape* scaleShape = context->GetOutputShape(1);
gert::Shape* offsetShape = context->GetOutputShape(2);
*yShape = *xShape;
bool isPerTensor = false;
bool isPerChannel = false;
auto* attrs = context->GetAttrs();
if (attrs != nullptr) {
const char* quantModeStr = attrs->GetAttrPointer<char>(ATTR_INDEX_OF_QUANT_MODE);
if (quantModeStr != nullptr) {
isPerTensor = (strcmp(quantModeStr, "pertensor") == 0);
isPerChannel = (strcmp(quantModeStr, "perchannel") == 0);
}
}
if (isPerTensor) {
scaleShape->SetDimNum(1);
offsetShape->SetDimNum(1);
scaleShape->SetDim(0, 1);
offsetShape->SetDim(0, 1);
} else if (isPerChannel) {
int64_t xLastDim = xShape->GetDim(xShape->GetDimNum() - 1);
scaleShape->SetDimNum(xShape->GetDimNum() - 1);
offsetShape->SetDimNum(xShape->GetDimNum() - 1);
for (uint32_t i = 0; i < xShape->GetDimNum() - PER_CHANNEL_EXCLUDE_AXES_NUM; ++i) {
scaleShape->SetDim(i, xShape->GetDim(i));
offsetShape->SetDim(i, xShape->GetDim(i));
}
scaleShape->SetDim(xShape->GetDimNum() - PER_CHANNEL_EXCLUDE_AXES_NUM, xLastDim);
offsetShape->SetDim(xShape->GetDimNum() - PER_CHANNEL_EXCLUDE_AXES_NUM, xLastDim);
} else {
scaleShape->SetDimNum(xShape->GetDimNum() - 1);
offsetShape->SetDimNum(xShape->GetDimNum() - 1);
for (uint32_t i = 0; i < xShape->GetDimNum() - 1; ++i) {
scaleShape->SetDim(i, xShape->GetDim(i));
offsetShape->SetDim(i, xShape->GetDim(i));
}
}
return GRAPH_SUCCESS;
}
static ge::graphStatus DynamicQuantV2InferDataType(gert::InferDataTypeContext* context)
{
if (context == nullptr) {
return GRAPH_FAILED;
}
OP_LOGD(context, "DynamicQuantV2InferDataType begin");
ge::DataType yDtype = ge::DT_INT8;
auto* attrs = context->GetAttrs();
if (attrs != nullptr) {
const int32_t* pDstDtype = attrs->GetAttrPointer<int32_t>(ATTR_INDEX_OF_DST_TYPE);
if (pDstDtype != nullptr) {
int32_t dstDtype = *pDstDtype;
yDtype = static_cast<ge::DataType>(dstDtype);
OP_CHECK_IF(
std::find(DYNAMIC_QUANT_V2_OUT_TYPE_LIST.begin(), DYNAMIC_QUANT_V2_OUT_TYPE_LIST.end(), yDtype) ==
DYNAMIC_QUANT_V2_OUT_TYPE_LIST.end(),
OP_LOGE(context,
"attr dst_type only support 2(int8), 29(int4), 34(hifloat8), 35(float8_e5m2), 36(float8_e4m3fn)"),
return ge::GRAPH_FAILED);
}
}
context->SetOutputDataType(0, yDtype);
context->SetOutputDataType(1, ge::DT_FLOAT);
context->SetOutputDataType(2, ge::DT_FLOAT);
OP_LOGD(context, "DynamicQuantV2InferDataType end");
return GRAPH_SUCCESS;
}
IMPL_OP_INFERSHAPE(DynamicQuantV2).InferShape(DynamicQuantV2InferShape).InferDataType(DynamicQuantV2InferDataType);
}