* Copyright (c) Huawei Technologies Co., Ltd. 2024. All rights reserved.
*/
#include "roiaware_pool3d_tiling.h"
#include "register/op_def_registry.h"
#include "tiling/platform/platform_ascendc.h"
#include "tiling/tiling_api.h"
using namespace ge;
using namespace std;
namespace {
const uint32_t INPUT_ROIS = 0;
const uint32_t INPUT_PTS = 1;
const uint32_t INPUT_PTS_FEATRUE = 2;
const uint32_t INPUT_MODE = 0;
const uint32_t MAX_PTS_PER_VOXEL = 1;
const uint32_t OUT_X = 2;
const uint32_t OUT_Y = 3;
const uint32_t OUT_Z = 4;
const uint32_t BOX_SIZE_DIM = 0;
const uint32_t PTS_SIZE_DIM = 0;
const uint32_t CHANNEL_DIM = 1;
const uint32_t OUPUT_ARGMAX = 0;
const uint32_t PTS_IDX_OF_VOXEL = 1;
const uint32_t POOL_FEATURES = 2;
const uint32_t WORKSAPCE_16MBYTE_SIZE = 16 * 1024 * 1024;
}
namespace optiling {
static ge::graphStatus TilingFuncForRoiawarePool3d(gert::TilingContext *context) {
RoiawarePool3dTilingData tiling;
if (context == nullptr) {
return ge::GRAPH_FAILED;
}
auto roisTensorPtr = context->GetInputTensor(INPUT_ROIS);
auto ptsTensorPtr = context->GetInputTensor(INPUT_PTS);
auto ptsFeaturePtr = context->GetInputTensor(INPUT_PTS_FEATRUE);
if (roisTensorPtr == nullptr || ptsTensorPtr == nullptr || ptsFeaturePtr == nullptr) {
return ge::GRAPH_FAILED;
}
auto platformInfoptr = context->GetPlatformInfo();
if (platformInfoptr == nullptr) {
return ge::GRAPH_FAILED;
}
auto ascendplatformInfo = platform_ascendc::PlatformAscendC(platformInfoptr);
uint64_t ub_total_size;
ascendplatformInfo.GetCoreMemSize(platform_ascendc::CoreMemType::UB, ub_total_size);
uint32_t coreNum = ascendplatformInfo.GetCoreNumAiv();
context->SetBlockDim(coreNum);
if (coreNum == 0) {
return ge::GRAPH_FAILED;
}
auto attrs = context->GetAttrs();
if (attrs == nullptr) {
return ge::GRAPH_FAILED;
}
auto roiShape = roisTensorPtr->GetStorageShape();
auto ptsShape = ptsTensorPtr->GetStorageShape();
auto ptsFeatureShape = ptsFeaturePtr->GetStorageShape();
uint32_t boxNum = roiShape.GetDim(BOX_SIZE_DIM);
uint32_t ptsNum = ptsShape.GetDim(PTS_SIZE_DIM);
uint32_t channelNum = ptsFeatureShape.GetDim(CHANNEL_DIM);
uint32_t mode = *(attrs->GetAttrPointer<uint32_t>(INPUT_MODE));
uint32_t maxPtsPerVoxel = *(attrs->GetAttrPointer<uint32_t>(MAX_PTS_PER_VOXEL));
uint32_t outx = *(attrs->GetAttrPointer<uint32_t>(OUT_X));
uint32_t outy = *(attrs->GetAttrPointer<uint32_t>(OUT_Y));
uint32_t outz = *(attrs->GetAttrPointer<uint32_t>(OUT_Z));
uint32_t coreBoxNums = boxNum / coreNum;
uint32_t coreBoxTail = boxNum % coreNum;
tiling.set_coreBoxNums(coreBoxNums);
tiling.set_coreBoxTail(coreBoxTail);
tiling.set_boxNum(boxNum);
tiling.set_ptsNum(ptsNum);
tiling.set_channelNum(channelNum);
tiling.set_maxPtsPerVoxel(maxPtsPerVoxel);
tiling.set_outx(outx);
tiling.set_outy(outy);
tiling.set_outz(outz);
tiling.set_mode(mode);
tiling.set_coreNum(coreNum);
if (context->GetRawTilingData() == nullptr) {
return ge::GRAPH_FAILED;
}
tiling.SaveToBuffer(context->GetRawTilingData()->GetData(), context->GetRawTilingData()->GetCapacity());
context->GetRawTilingData()->SetDataSize(tiling.GetDataSize());
size_t *currentWorkspace = context->GetWorkspaceSizes(1);
if (currentWorkspace == nullptr) {
return ge::GRAPH_FAILED;
}
currentWorkspace[0] = WORKSAPCE_16MBYTE_SIZE;
return ge::GRAPH_SUCCESS;
}
}
namespace ge {
static ge::graphStatus InferShapeForRoiawarePool3d(gert::InferShapeContext *context) {
const gert::Shape *box_shape = context->GetInputShape(INPUT_ROIS);
const gert::Shape *feature_shape = context->GetInputShape(INPUT_PTS_FEATRUE);
if (box_shape == nullptr || feature_shape == nullptr) {
return ge::GRAPH_FAILED;
}
uint32_t box_num = box_shape->GetDim(BOX_SIZE_DIM);
uint32_t channel_num = feature_shape->GetDim(CHANNEL_DIM);
auto attrsPtr = context->GetAttrs();
if (attrsPtr == nullptr) {
return ge::GRAPH_FAILED;
}
uint32_t maxPtsPerVoxel = *(attrsPtr->GetAttrPointer<uint32_t>(MAX_PTS_PER_VOXEL));
uint32_t outx = *(attrsPtr->GetAttrPointer<uint32_t>(OUT_X));
uint32_t outy = *(attrsPtr->GetAttrPointer<uint32_t>(OUT_Y));
uint32_t outz = *(attrsPtr->GetAttrPointer<uint32_t>(OUT_Z));
gert::Shape *argmax_shape = context->GetOutputShape(OUPUT_ARGMAX);
gert::Shape *pts_idx_of_voxel_shape = context->GetOutputShape(PTS_IDX_OF_VOXEL);
gert::Shape *pooled_features_shape = context->GetOutputShape(POOL_FEATURES);
*argmax_shape = {box_num, outx, outy, outz, channel_num};
*pts_idx_of_voxel_shape = {box_num, outx, outy, outz, maxPtsPerVoxel};
*pooled_features_shape = {box_num, outx, outy, outz, channel_num};
return GRAPH_SUCCESS;
}
static ge::graphStatus InferDataTypeForRoiawarePool3d(gert::InferDataTypeContext *context) {
auto input_dtype = context->GetInputDataType(INPUT_ROIS);
context->SetOutputDataType(OUPUT_ARGMAX, ge::DT_INT32);
context->SetOutputDataType(PTS_IDX_OF_VOXEL, ge::DT_INT32);
context->SetOutputDataType(POOL_FEATURES, input_dtype);
return GRAPH_SUCCESS;
}
}
namespace ops {
class RoiawarePool3d : public OpDef {
public:
explicit RoiawarePool3d(const char *name) : OpDef(name) {
this->Input("rois")
.ParamType(REQUIRED)
.DataType({ge::DT_FLOAT})
.Format({ge::FORMAT_ND})
.UnknownShapeFormat({ge::FORMAT_ND})
.AutoContiguous();
this->Input("pts")
.ParamType(REQUIRED)
.DataType({ge::DT_FLOAT})
.Format({ge::FORMAT_ND})
.UnknownShapeFormat({ge::FORMAT_ND})
.AutoContiguous();
this->Input("pts_feature")
.ParamType(REQUIRED)
.DataType({ge::DT_FLOAT})
.Format({ge::FORMAT_ND})
.UnknownShapeFormat({ge::FORMAT_ND})
.AutoContiguous();
this->Attr("mode").AttrType(REQUIRED).Int();
this->Attr("max_pts_each_voxel").AttrType(REQUIRED).Int();
this->Attr("outx").AttrType(REQUIRED).Int();
this->Attr("outy").AttrType(REQUIRED).Int();
this->Attr("outz").AttrType(REQUIRED).Int();
this->Output("argmax")
.ParamType(REQUIRED)
.DataType({ge::DT_INT32})
.Format({ge::FORMAT_ND})
.UnknownShapeFormat({ge::FORMAT_ND});
this->Output("pts_idx_of_voxels")
.ParamType(REQUIRED)
.DataType({ge::DT_INT32})
.Format({ge::FORMAT_ND})
.UnknownShapeFormat({ge::FORMAT_ND});
this->Output("pooled_features")
.ParamType(REQUIRED)
.DataType({ge::DT_FLOAT})
.Format({ge::FORMAT_ND})
.UnknownShapeFormat({ge::FORMAT_ND});
this->SetInferShape(ge::InferShapeForRoiawarePool3d).SetInferDataType(ge::InferDataTypeForRoiawarePool3d);
this->AICore().SetTiling(optiling::TilingFuncForRoiawarePool3d);
this->AICore().AddConfig("ascend910b");
this->AICore().AddConfig("ascend910_93");
#if __DRIVING_HOST_AICORE__ == 310
this->AICore().AddConfig("ascend950");
#endif
}
};
OP_ADD(RoiawarePool3d);
}