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