/* ****************************************************************************** * * * 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 // #include #include #include #include #include #include #include #include using namespace simdOps; ////////////////////////////////////////////////////////////////////////// template static SD_KERNEL void broadcastBoolSimple( void const* x, sd::LongType const* xShapeInfo, void const* y, sd::LongType const* yShapeInfo, void* z, sd::LongType const* zShapeInfo, void* extraParams, sd::LongType* dimension, sd::LongType dimensionLength, sd::LongType const* tadOnlyShapeInfo, sd::LongType const* tadOffsets, sd::LongType const* tadOnlyShapeInfoZ, sd::LongType const* tadOffsetsZ) { functions::broadcast::BroadcastBool::template transformCuda( x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams, dimension, dimensionLength, tadOnlyShapeInfo, tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ); } ////////////////////////////////////////////////////////////////////////// template static SD_KERNEL void broadcastBoolSimple( const void* x, const sd::LongType* xShapeInfo, const void* y, const sd::LongType* yShapeInfo, void* z, const sd::LongType* zShapeInfo, void* extraParams) { functions::broadcast::BroadcastBool::template transformCuda( x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams); } ////////////////////////////////////////////////////////////////////////// template static SD_KERNEL void broadcastBoolInverseSimple( void const* x, sd::LongType const* xShapeInfo, void const* y, sd::LongType const* yShapeInfo, void* z, sd::LongType const* zShapeInfo, void* extraParams, sd::LongType* dimension, sd::LongType dimensionLength, sd::LongType const* tadOnlyShapeInfo, sd::LongType const* tadOffsets, sd::LongType const* tadOnlyShapeInfoZ, sd::LongType const* tadOffsetsZ) { functions::broadcast::BroadcastBool::template transformInverseCuda( x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams, dimension, dimensionLength, tadOnlyShapeInfo, tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ); } namespace functions { namespace broadcast { ////////////////////////////////////////////////////////////////////////// template template SD_HOST void BroadcastBool::intermediateBroadcast( dim3 launchDims, cudaStream_t* stream, void const* x, sd::LongType const* xShapeInfo, void const* y, sd::LongType const* yShapeInfo, void* z, sd::LongType const* zShapeInfo, void* extraParams, sd::LongType* dimension, sd::LongType dimensionLength, sd::LongType const* tadOnlyShapeInfo, sd::LongType const* tadOffsets, sd::LongType const* tadOnlyShapeInfoZ, sd::LongType const* tadOffsetsZ) { broadcastBoolSimple <<>>( x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams, dimension, dimensionLength, tadOnlyShapeInfo, tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ); sd::DebugHelper::checkErrorCode(stream, "intermediateBroadcastBool(...) failed"); } ////////////////////////////////////////////////////////////////////////// template template SD_HOST void BroadcastBool::intermediateBroadcast( dim3 launchDims, cudaStream_t* stream, const void* x, const sd::LongType* xShapeInfo, const void* y, const sd::LongType* yShapeInfo, void* z, const sd::LongType* zShapeInfo, void* extraParams) { broadcastBoolSimple <<>>( x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams); sd::DebugHelper::checkErrorCode(stream, "intermediateBroadcastBool(...) failed"); } ////////////////////////////////////////////////////////////////////////// template SD_HOST void BroadcastBool::execBroadcast( dim3 launchDims, cudaStream_t* stream, int opNum, void const* x, sd::LongType const* xShapeInfo, void const* y, sd::LongType const* yShapeInfo, void* z, sd::LongType const* zShapeInfo, void* extraParams, sd::LongType* dimension, sd::LongType dimensionLength, sd::LongType const* tadOnlyShapeInfo, sd::LongType const* tadOffsets, sd::LongType const* tadOnlyShapeInfoZ, sd::LongType const* tadOffsetsZ) { DISPATCH_BY_OPNUM_TT( intermediateBroadcast, PARAMS(launchDims, stream, x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams, dimension, dimensionLength, tadOnlyShapeInfo, tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ), OPS_A(BROADCAST_BOOL_OPS)); sd::DebugHelper::checkErrorCode(stream, "execBroadcast(...) failed"); } ////////////////////////////////////////////////////////////////////////// template SD_HOST void BroadcastBool::execBroadcast( dim3 launchDims, cudaStream_t* stream, const int opNum, const void* x, const sd::LongType* xShapeInfo, const void* y, const sd::LongType* yShapeInfo, void* z, const sd::LongType* zShapeInfo, void* extraParams) { DISPATCH_BY_OPNUM_TT( intermediateBroadcast, PARAMS(launchDims, stream, x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams), OPS_A(BROADCAST_BOOL_OPS)); DEBUG_KERNEL(stream, opNum); } ////////////////////////////////////////////////////////////////////////// template template SD_HOST void BroadcastBool::intermediateInverseBroadcast( dim3 launchDims, cudaStream_t* stream, void const* x, sd::LongType const* xShapeInfo, void const* y, sd::LongType const* yShapeInfo, void* z, sd::LongType const* zShapeInfo, void* extraParams, sd::LongType* dimension, sd::LongType dimensionLength, sd::LongType const* tadOnlyShapeInfo, sd::LongType const* tadOffsets, sd::LongType const* tadOnlyShapeInfoZ, sd::LongType const* tadOffsetsZ) { broadcastBoolInverseSimple <<>>( x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams, dimension, dimensionLength, tadOnlyShapeInfo, tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ); sd::DebugHelper::checkErrorCode(stream, "intermediateBroadcastBool(...) failed"); } ////////////////////////////////////////////////////////////////////////// template SD_HOST void BroadcastBool::execInverseBroadcast( dim3 launchDims, cudaStream_t* stream, int opNum, void const* x, sd::LongType const* xShapeInfo, void const* y, sd::LongType const* yShapeInfo, void* z, sd::LongType const* zShapeInfo, void* extraParams, sd::LongType* dimension, sd::LongType dimensionLength, sd::LongType const* tadOnlyShapeInfo, sd::LongType const* tadOffsets, sd::LongType const* tadOnlyShapeInfoZ, sd::LongType const* tadOffsetsZ) { DISPATCH_BY_OPNUM_TT( intermediateInverseBroadcast, PARAMS(launchDims, stream, x, xShapeInfo, y, yShapeInfo, z, zShapeInfo, extraParams, dimension, dimensionLength, tadOnlyShapeInfo, tadOffsets, tadOnlyShapeInfoZ, tadOffsetsZ), OPS_A(BROADCAST_BOOL_OPS)); sd::DebugHelper::checkErrorCode(stream, "execInverseBroadcast(...) failed"); } ////////////////////////////////////////////////////////////////////////// template template SD_DEVICE void BroadcastBool::transformInverseCuda( void const* vx, sd::LongType const* xShapeInfo, void const* vy, sd::LongType const* yShapeInfo, void* vz, sd::LongType const* zShapeInfo, void* vextraParams, sd::LongType* dimension, sd::LongType dimensionLength, sd::LongType const* tadOnlyShapeInfo, sd::LongType const* tadOffsets, sd::LongType const* tadOnlyShapeInfoZ, sd::LongType const* tadOffsetsZ) { if (tadOnlyShapeInfoZ == nullptr) { tadOnlyShapeInfoZ = tadOnlyShapeInfo; tadOffsetsZ = tadOffsets; } auto x = reinterpret_cast(vx); auto y = reinterpret_cast(vy); auto z = reinterpret_cast(vz); auto extraParams= reinterpret_cast(vextraParams); __shared__ sd::LongType tadLength; __shared__ int 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(tadOnlyShapeInfo); numTads = shape::length(yShapeInfo) / tadLength; xRank = shape::rank(xShapeInfo); xShapePtr = shape::shapeOf(xShapeInfo); xStridePtr= shape::stride(xShapeInfo); tadRank = shape::rank(tadOnlyShapeInfo); tadShapePtr = shape::shapeOf(tadOnlyShapeInfo); tadStridePtr= shape::stride(tadOnlyShapeInfo); tadRankZ = shape::rank(tadOnlyShapeInfoZ); tadShapePtrZ = shape::shapeOf(tadOnlyShapeInfoZ); tadStridePtrZ= shape::stride(tadOnlyShapeInfoZ); } __syncthreads(); for (int r = blockIdx.x; r < numTads; r += gridDim.x) { auto rZ = z + tadOffsetsZ[r]; auto rY = y + tadOffsets[r]; for (sd::LongType i = threadIdx.x; i < tadLength; i += blockDim.x) { sd::LongType coordsX[SD_MAX_RANK]; sd::LongType coordsY[SD_MAX_RANK]; sd::LongType coordsZ[SD_MAX_RANK]; sd::LongType xOffset; sd::LongType yOffset; sd::LongType zOffset; // for x INDEX2COORDS(i, xRank, xShapePtr, coordsX); COORDS2INDEX(xRank, xStridePtr, coordsX, xOffset); // for y (tad) INDEX2COORDS(i, tadRank, tadShapePtr, coordsY); COORDS2INDEX(tadRank, tadStridePtr, coordsY, yOffset); // for z (tadZ) INDEX2COORDS(i, tadRankZ, tadShapePtrZ, coordsZ); COORDS2INDEX(tadRankZ, tadStridePtrZ, coordsZ, zOffset); rZ[zOffset] = OpType::op(x[xOffset], rY[yOffset], extraParams); } } } ////////////////////////////////////////////////////////////////////////// template template SD_DEVICE void BroadcastBool::transformCuda( void const* vx, sd::LongType const* xShapeInfo, void const* vy, sd::LongType const* yShapeInfo, void* vz, sd::LongType const* zShapeInfo, void* vextraParams, sd::LongType* dimension, sd::LongType dimensionLength, sd::LongType const* tadOnlyShapeInfo, sd::LongType const* tadOffsets, sd::LongType const* tadOnlyShapeInfoZ, sd::LongType const* tadOffsetsZ) { if (tadOnlyShapeInfoZ == nullptr) { tadOnlyShapeInfoZ = tadOnlyShapeInfo; tadOffsetsZ = tadOffsets; } auto x = reinterpret_cast(vx); auto y = reinterpret_cast(vy); auto z = reinterpret_cast(vz); auto extraParams= reinterpret_cast(vextraParams); __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 yRank; __shared__ const sd::LongType* yShapePtr; __shared__ const sd::LongType* yStridePtr; __shared__ sd::LongType zRank; __shared__ const sd::LongType* zShapePtr; __shared__ const sd::LongType* zStridePtr; if (threadIdx.x == 0) { tadLength = shape::length(tadOnlyShapeInfo); numTads = shape::length(xShapeInfo) / tadLength; xRank = shape::rank(tadOnlyShapeInfo); xShapePtr = shape::shapeOf(tadOnlyShapeInfo); xStridePtr= shape::stride(tadOnlyShapeInfo); yRank = shape::rank(yShapeInfo); yShapePtr = shape::shapeOf(yShapeInfo); yStridePtr= shape::stride(yShapeInfo); zRank = shape::rank(tadOnlyShapeInfoZ); zShapePtr = shape::shapeOf(tadOnlyShapeInfoZ); zStridePtr= shape::stride(tadOnlyShapeInfoZ); } __syncthreads(); for (sd::LongType r = blockIdx.x; r < numTads; r += gridDim.x) { auto rX = x + tadOffsets[r]; auto rZ = z + tadOffsetsZ[r]; for (sd::LongType i = threadIdx.x; i < tadLength; i += blockDim.x) { sd::LongType coordsX[SD_MAX_RANK]; sd::LongType coordsY[SD_MAX_RANK]; sd::LongType coordsZ[SD_MAX_RANK]; sd::LongType xOffset; sd::LongType yOffset; sd::LongType zOffset; INDEX2COORDS(i, xRank, xShapePtr, coordsX); COORDS2INDEX(xRank, xStridePtr, coordsX, xOffset); INDEX2COORDS(i, yRank, yShapePtr, coordsY); COORDS2INDEX(yRank, yStridePtr, coordsY, yOffset); INDEX2COORDS(i, zRank, zShapePtr, coordsZ); COORDS2INDEX(zRank, zStridePtr, coordsZ, zOffset); rZ[zOffset] = OpType::op(rX[xOffset], y[yOffset], extraParams); } } } ////////////////////////////////////////////////////////////////////////// template template SD_DEVICE void BroadcastBool::transformCuda( const void* vx, const sd::LongType* xShapeInfo, const void* vy, const sd::LongType* yShapeInfo, void* vz, const sd::LongType* zShapeInfo, void* vextraParams) { const auto x = reinterpret_cast(vx); const auto y = reinterpret_cast(vy); auto z = reinterpret_cast(vz); auto extraParams = reinterpret_cast(vextraParams); __shared__ sd::LongType zLen; __shared__ int xRank, yRank, zRank; __shared__ bool xzSameOffsets, yzSameOffsets; // We'll store stride data for each shape in shared mem __shared__ const sd::LongType* xStridePtr; __shared__ const sd::LongType* yStridePtr; __shared__ const sd::LongType* zStridePtr; __shared__ const sd::LongType* xShapePtr; __shared__ const sd::LongType* yShapePtr; __shared__ const sd::LongType* zShapePtr; if (threadIdx.x == 0) { zLen = shape::length(zShapeInfo); xRank = shape::rank(xShapeInfo); yRank = shape::rank(yShapeInfo); zRank = shape::rank(zShapeInfo); xShapePtr = shape::shapeOf(xShapeInfo); yShapePtr = shape::shapeOf(yShapeInfo); zShapePtr = shape::shapeOf(zShapeInfo); xStridePtr = shape::stride(xShapeInfo); yStridePtr = shape::stride(yShapeInfo); zStridePtr = shape::stride(zShapeInfo); xzSameOffsets = shape::haveSameShapeAndStrides(xShapeInfo, zShapeInfo); yzSameOffsets = shape::haveSameShapeAndStrides(yShapeInfo, zShapeInfo); } __syncthreads(); const auto tid = blockIdx.x * blockDim.x + threadIdx.x; const auto totalThreads = blockDim.x * gridDim.x; for (sd::LongType i2 = tid; i2 < zLen; i2 += totalThreads) { sd::LongType coords[SD_MAX_RANK]; INDEX2COORDS(i2, zRank, zShapePtr, coords); sd::LongType zOffset; COORDS2INDEX(zRank, zStridePtr, coords, zOffset); sd::LongType xOffset; if (xzSameOffsets) { xOffset = zOffset; } else { COORDS2INDEX(xRank, xStridePtr, coords, xOffset); } sd::LongType yOffset; if (yzSameOffsets) { yOffset = zOffset; } else { COORDS2INDEX(yRank, yStridePtr, coords, yOffset); } z[zOffset] = OpType::op(x[xOffset], y[yOffset], extraParams); } } // build the class BUILD_DOUBLE_TEMPLATE( class BroadcastBool, , SD_COMMON_TYPES, SD_BOOL_TYPES); } // namespace broadcast } // namespace functions