/******************************************************************************* * Copyright (c) 2015-2018 Skymind, Inc. * * 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. * * 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 "../ConstantTadHelper.h" #include #include #include #include #include #include namespace nd4j { ConstantTadHelper::ConstantTadHelper() { auto numDevices = AffinityManager::numberOfDevices(); for (int e = 0; e < numDevices; e++) { std::map pack; _cache.emplace_back(pack); } } ConstantTadHelper* ConstantTadHelper::getInstance() { if (!_INSTANCE) _INSTANCE = new ConstantTadHelper(); return _INSTANCE; } TadPack ConstantTadHelper::tadForDimensions(const Nd4jLong *originalShape, int dimension, const bool keepUnitiesInShape) { return tadForDimensions(originalShape, &dimension, 1, keepUnitiesInShape); } TadPack ConstantTadHelper::tadForDimensions(const Nd4jLong *originalShape, const std::vector &dimensions, const bool keepUnitiesInShape) { return tadForDimensions(originalShape, const_cast(dimensions.data()), dimensions.size(), keepUnitiesInShape); } TadPack ConstantTadHelper::tadForDimensions(const Nd4jLong *originalShape, int* dimensions, int dimLength, const bool keepUnitiesInShape) { TadDescriptor tadDescriptor(originalShape, dimensions, dimLength, keepUnitiesInShape); return tadForDimensions(tadDescriptor); } TadPack ConstantTadHelper::tadForDimensions(ShapeDescriptor &descriptor, std::vector &dimensions, const bool keepUnitiesInShape) { TadDescriptor tadDescriptor(descriptor, dimensions, keepUnitiesInShape); return tadForDimensions(tadDescriptor); } TadPack ConstantTadHelper::tadForDimensions(TadDescriptor &descriptor) { const int deviceId = AffinityManager::currentDeviceId(); std::lock_guard lock(_mutex); if (_cache[deviceId].count(descriptor) == 0) { const auto shapeInfo = descriptor.originalShape().toShapeInfo(); const int rank = shape::rank(shapeInfo); const std::vector dimsToExclude = ShapeUtils::evalDimsToExclude(rank, descriptor.axis()); const Nd4jLong numOfSubArrs = ShapeUtils::getNumOfSubArrs(shapeInfo, dimsToExclude); const int subArrRank = (rank == dimsToExclude.size() || descriptor.areUnitiesinShape()) ? rank : rank - dimsToExclude.size(); auto sPtr = new Nd4jLong[shape::shapeInfoLength(subArrRank)]; auto oPtr = new Nd4jLong[numOfSubArrs]; if (numOfSubArrs > 0) shape::calcSubArrShapeAndOffsets(shapeInfo, numOfSubArrs, dimsToExclude.size(), dimsToExclude.data(), sPtr, oPtr, descriptor.areUnitiesinShape()); Nd4jPointer soPtr; auto res = cudaMalloc(reinterpret_cast(&soPtr), numOfSubArrs * sizeof(Nd4jLong)); if (res != 0) throw cuda_exception::build("Memory allocation for tadOffsets failed", res); res = cudaMemcpy(soPtr, oPtr, numOfSubArrs * sizeof(Nd4jLong), cudaMemcpyHostToDevice); if (res != 0) throw cuda_exception::build("tadOffsets copy failed", res); auto ssPtr = ConstantHelper::getInstance()->replicatePointer(sPtr, shape::shapeInfoByteLength(subArrRank)); ConstantDataBuffer shapesBuffer(sPtr, ssPtr, shape::shapeInfoLength(subArrRank) * sizeof(Nd4jLong), DataType::INT64); ConstantDataBuffer offsetsBuffer(oPtr, soPtr, numOfSubArrs * sizeof(Nd4jLong), DataType::INT64); TadPack t(shapesBuffer, offsetsBuffer, numOfSubArrs); _cache[deviceId][descriptor] = t; TadPack r = _cache[deviceId][descriptor]; delete[] shapeInfo; return r; } else { TadPack r = _cache[deviceId][descriptor]; return r; } } nd4j::ConstantTadHelper* nd4j::ConstantTadHelper::_INSTANCE = 0; }