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/* ******************************************************************************
*
*
* This program and the accompanying materials are made available under the
* terms of the Apache License, Version 2.0 which is available at
* https://www.apache.org/licenses/LICENSE-2.0.
*
* See the NOTICE file distributed with this work for additional
* information regarding copyright ownership.
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See
* the License for the specific language governing permissions and limitations
* under the License.
*
* SPDX-License-Identifier: Apache-2.0
******************************************************************************/
//
// @author raver119@gmail.com
//
#ifndef SCALAR_CU
#define SCALAR_CU
#include <cuda.h>
#include <cuda_runtime.h>
#include <system/op_boilerplate.h>
#include <types/types.h>
#include <loops/pairwise_instantiations.h>
#include "../../types/types.h"
#include "loops/scalar.h"
using namespace simdOps;
////////////////////////////////////////////////////////////////////////////////
template <typename X, typename Y, typename Z, typename OpType>
SD_KERNEL static void scalarSimpleShaped(
void const* x,
void const* y,
sd::LongType const* xShapeInfo,
void* params,
void* z,
sd::LongType const* zShapeInfo,
sd::LongType* allocationBuffer) {
auto xVals = reinterpret_cast<X const*>(x);
auto scalar = reinterpret_cast<Y const*>(y)[0];
auto pVals = reinterpret_cast<Z*>(params);
auto zVals = reinterpret_cast<Z*>(z);
const int totalThreads = gridDim.x * blockDim.x;
const int tid = blockIdx.x * blockDim.x + threadIdx.x;
__shared__ sd::LongType length;
__shared__ sd::LongType xRank;
__shared__ const sd::LongType* xShapePtr;
__shared__ const sd::LongType* xStridePtr;
__shared__ sd::LongType zRank;
__shared__ const sd::LongType* zShapePtr;
__shared__ const sd::LongType* zStridePtr;
if (threadIdx.x == 0) {
length = shape::length(xShapeInfo);
xRank = shape::rank(xShapeInfo);
xShapePtr = shape::shapeOf(xShapeInfo);
xStridePtr = shape::stride(xShapeInfo);
zRank = shape::rank(zShapeInfo);
zShapePtr = shape::shapeOf(zShapeInfo);
zStridePtr = shape::stride(zShapeInfo);
//need special handling for scalars as strides may not be set for scalars
if(shape::length(xShapeInfo) <= 1 && shape::length(zShapeInfo) <= 1) {
z[0] = OpType::op(x[0], scalar[0], extraParams);
return;
}
}
__syncthreads();
//need special handling for scalars as strides may not be set for scalars
if(shape::length(xShapeInfo) <= 1 && shape::length(zShapeInfo) <= 1) {
return;
}
for (sd::LongType i = tid; i < length; i += totalThreads) {
sd::LongType xCoords[SD_MAX_RANK];
sd::LongType zCoords[SD_MAX_RANK];
sd::LongType xOffset;
sd::LongType zOffset;
INDEX2COORDS(i, xRank, xShapePtr, xCoords);
COORDS2INDEX(xRank, xStridePtr, xCoords, xOffset);
INDEX2COORDS(i, zRank, zShapePtr, zCoords);
COORDS2INDEX(zRank, zStridePtr, zCoords, zOffset);
zVals[zOffset] = OpType::op(xVals[xOffset], scalar, pVals);
}
}
////////////////////////////////////////////////////////////////////////////////
template <typename X, typename Y, typename Z, typename OpType>
SD_KERNEL static void scalarAlongDimension(
void const* x,
sd::LongType const* xShapeInfo,
void* extraParams,
void* z,
sd::LongType const* zShapeInfo,
void const* scalars,
sd::LongType* dimension,
sd::LongType dimensionLength,
sd::LongType const* tadShapeInfo,
sd::LongType const* tadOffsets,
sd::LongType const* tadShapeInfoZ,
sd::LongType const* tadOffsetsZ) {
auto xVals = reinterpret_cast<X const*>(x);
auto zVals = reinterpret_cast<Z*>(z);
auto pVals = reinterpret_cast<Z*>(extraParams);
auto sVals = reinterpret_cast<Y const*>(scalars);
if (tadShapeInfoZ == nullptr) {
tadShapeInfoZ = tadShapeInfo;
tadOffsetsZ = tadOffsets;
}
__shared__ sd::LongType tadLength;
__shared__ sd::LongType numTads;
__shared__ sd::LongType xRank;
__shared__ const sd::LongType* xShapePtr;
__shared__ const sd::LongType* xStridePtr;
__shared__ sd::LongType tadRank;
__shared__ const sd::LongType* tadShapePtr;
__shared__ const sd::LongType* tadStridePtr;
__shared__ sd::LongType tadRankZ;
__shared__ const sd::LongType* tadShapePtrZ;
__shared__ const sd::LongType* tadStridePtrZ;
if (threadIdx.x == 0) {
tadLength = shape::length(tadShapeInfo);
numTads = shape::length(xShapeInfo) / tadLength;
xRank = shape::rank(xShapeInfo);
xShapePtr = shape::shapeOf(xShapeInfo);
xStridePtr = shape::stride(xShapeInfo);
tadRank = shape::rank(tadShapeInfo);
tadShapePtr = shape::shapeOf(tadShapeInfo);
tadStridePtr = shape::stride(tadShapeInfo);
tadRankZ = shape::rank(tadShapeInfoZ);
tadShapePtrZ = shape::shapeOf(tadShapeInfoZ);
tadStridePtrZ = shape::stride(tadShapeInfoZ);
}
__syncthreads();
for (int r = blockIdx.x; r < numTads; r += gridDim.x) {
auto zPart = zVals + tadOffsetsZ[r];
auto xPart = xVals + tadOffsets[r];
auto scalarV = sVals[r];
for (sd::LongType f = threadIdx.x; f < tadLength; f += blockDim.x) {
sd::LongType xCoords[SD_MAX_RANK];
sd::LongType zCoords[SD_MAX_RANK];
sd::LongType xOffset;
sd::LongType zOffset;
INDEX2COORDS(f, tadRank, tadShapePtr, xCoords);
COORDS2INDEX(tadRank, tadStridePtr, xCoords, xOffset);
INDEX2COORDS(f, tadRankZ, tadShapePtrZ, zCoords);
COORDS2INDEX(tadRankZ, tadStridePtrZ, zCoords, zOffset);
zPart[zOffset] = OpType::op(xPart[xOffset], scalarV, pVals);
}
}
}
namespace functions {
namespace scalar {
////////////////////////////////////////////////////////////////////////////////
template <typename X, typename Y, typename Z>
template <typename OpType>
void SD_HOST ScalarTransform<X, Y, Z>::intermediateShaped(
dim3& launchDims,
cudaStream_t* stream,
void const* vx,
sd::LongType const* xShapeInfo,
sd::LongType const* hxShapeInfo, // Unused in the kernel
void* vz,
sd::LongType const* zShapeInfo,
sd::LongType const* hzShapeInfo, // Unused in the kernel
void const* vscalar,
void* vextraParams,
sd::LongType* allocPointer) {
scalarSimpleShaped<X, Y, Z, OpType>
<<<launchDims.x, launchDims.y, launchDims.z, *stream>>>(
vx,
vscalar,
xShapeInfo,
vextraParams,
vz,
zShapeInfo,
allocPointer);
sd::DebugHelper::checkErrorCode(stream, "scalarSimpleShaped(...) failed");
}
////////////////////////////////////////////////////////////////////////////////
template <typename X, typename Y, typename Z>
template <typename OpType>
void SD_HOST ScalarTransform<X, Y, Z>::intermediateAlongDimension(
dim3& launchDims,
cudaStream_t* stream,
void const* x,
sd::LongType const* xShapeInfo,
void* z,
sd::LongType const* zShapeInfo,
void const* scalars,
void* extraParams,
sd::LongType* dimension,
sd::LongType dimensionLength,
sd::LongType const* tadShapeInfo,
sd::LongType const* tadOffsets,
sd::LongType const* tadShapeInfoZ,
sd::LongType const* tadOffsetsZ) {
scalarAlongDimension<X, Y, Z, OpType>
<<<launchDims.x, launchDims.y, launchDims.z, *stream>>>(
x,
xShapeInfo,
extraParams,
z,
zShapeInfo,
scalars,
dimension,
dimensionLength,
tadShapeInfo,
tadOffsets,
tadShapeInfoZ,
tadOffsetsZ);
sd::DebugHelper::checkErrorCode(stream, "scalarAlongDimension(...) failed");
}
////////////////////////////////////////////////////////////////////////////////
template <typename X, typename Y, typename Z>
void ScalarTransform<X, Y, Z>::executeCudaShaped(
dim3& launchDims,
cudaStream_t* stream,
int opNum,
void const* vx,
sd::LongType const* xShapeInfo,
sd::LongType const* hxShapeInfo,
void* vz,
sd::LongType const* zShapeInfo,
sd::LongType const* hzShapeInfo,
void const* vscalar,
void* vextraParams) {
DISPATCH_BY_OPNUM_TTT(
intermediateShaped,
PARAMS(launchDims, stream, vx, xShapeInfo, hxShapeInfo, vz, zShapeInfo, hzShapeInfo, vscalar, vextraParams, nullptr),
SCALAR_OPS);
}
////////////////////////////////////////////////////////////////////////////////
template <typename X, typename Y, typename Z>
void ScalarTransform<X, Y, Z>::executeCudaAlongDimension(
dim3& launchDims,
cudaStream_t* stream,
int opNum,
void const* vx,
sd::LongType const* xShapeInfo,
void* vz,
sd::LongType const* zShapeInfo,
void const* vscalars,
void* vextraParams,
sd::LongType* dimension,
sd::LongType dimensionLength,
sd::LongType const* tadShapeInfo,
sd::LongType const* tadOffsets,
sd::LongType const* tadShapeInfoZ,
sd::LongType const* tadOffsetsZ) {
DISPATCH_BY_OPNUM_TTT(
intermediateAlongDimension,
PARAMS(launchDims, stream, vx, xShapeInfo, vz, zShapeInfo, vscalars, vextraParams, dimension, dimensionLength,
tadShapeInfo, tadOffsets, tadShapeInfoZ, tadOffsetsZ),
SCALAR_OPS);
}
} // namespace scalar
} // namespace functions
#endif // SCALAR_CU