112 lines
4.7 KiB
Plaintext
112 lines
4.7 KiB
Plaintext
/*******************************************************************************
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* Copyright (c) 2015-2018 Skymind, Inc.
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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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* 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, WITHOUT
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* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
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* 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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#include "../ConstantTadHelper.h"
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#include <TAD.h>
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#include <ConstantHelper.h>
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#include <AffinityManager.h>
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#include <exceptions/cuda_exception.h>
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#include <execution/LaunchContext.h>
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#include <ShapeUtils.h>
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namespace nd4j {
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ConstantTadHelper::ConstantTadHelper() {
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auto numDevices = AffinityManager::numberOfDevices();
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for (int e = 0; e < numDevices; e++) {
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std::map<TadDescriptor, TadPack> pack;
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_cache.emplace_back(pack);
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}
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}
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ConstantTadHelper* ConstantTadHelper::getInstance() {
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if (!_INSTANCE)
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_INSTANCE = new ConstantTadHelper();
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return _INSTANCE;
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}
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TadPack ConstantTadHelper::tadForDimensions(const Nd4jLong *originalShape, int dimension, const bool keepUnitiesInShape) {
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return tadForDimensions(originalShape, &dimension, 1, keepUnitiesInShape);
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}
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TadPack ConstantTadHelper::tadForDimensions(const Nd4jLong *originalShape, const std::vector<int> &dimensions, const bool keepUnitiesInShape) {
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return tadForDimensions(originalShape, const_cast<int *>(dimensions.data()), dimensions.size(), keepUnitiesInShape);
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}
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TadPack ConstantTadHelper::tadForDimensions(const Nd4jLong *originalShape, int* dimensions, int dimLength, const bool keepUnitiesInShape) {
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TadDescriptor tadDescriptor(originalShape, dimensions, dimLength, keepUnitiesInShape);
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return tadForDimensions(tadDescriptor);
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}
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TadPack ConstantTadHelper::tadForDimensions(ShapeDescriptor &descriptor, std::vector<int> &dimensions, const bool keepUnitiesInShape) {
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TadDescriptor tadDescriptor(descriptor, dimensions, keepUnitiesInShape);
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return tadForDimensions(tadDescriptor);
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}
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TadPack ConstantTadHelper::tadForDimensions(TadDescriptor &descriptor) {
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const int deviceId = AffinityManager::currentDeviceId();
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std::lock_guard<std::mutex> lock(_mutex);
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if (_cache[deviceId].count(descriptor) == 0) {
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const auto shapeInfo = descriptor.originalShape().toShapeInfo();
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const int rank = shape::rank(shapeInfo);
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const std::vector<int> dimsToExclude = ShapeUtils::evalDimsToExclude(rank, descriptor.axis());
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const Nd4jLong numOfSubArrs = ShapeUtils::getNumOfSubArrs(shapeInfo, dimsToExclude);
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const int subArrRank = (rank == dimsToExclude.size() || descriptor.areUnitiesinShape()) ? rank : rank - dimsToExclude.size();
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auto sPtr = new Nd4jLong[shape::shapeInfoLength(subArrRank)];
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auto oPtr = new Nd4jLong[numOfSubArrs];
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if (numOfSubArrs > 0)
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shape::calcSubArrShapeAndOffsets(shapeInfo, numOfSubArrs, dimsToExclude.size(), dimsToExclude.data(), sPtr, oPtr, descriptor.areUnitiesinShape());
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Nd4jPointer soPtr;
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auto res = cudaMalloc(reinterpret_cast<void**>(&soPtr), numOfSubArrs * sizeof(Nd4jLong));
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if (res != 0)
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throw cuda_exception::build("Memory allocation for tadOffsets failed", res);
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res = cudaMemcpy(soPtr, oPtr, numOfSubArrs * sizeof(Nd4jLong), cudaMemcpyHostToDevice);
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if (res != 0)
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throw cuda_exception::build("tadOffsets copy failed", res);
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auto ssPtr = ConstantHelper::getInstance()->replicatePointer(sPtr, shape::shapeInfoByteLength(subArrRank));
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ConstantDataBuffer shapesBuffer(sPtr, ssPtr, shape::shapeInfoLength(subArrRank) * sizeof(Nd4jLong), DataType::INT64);
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ConstantDataBuffer offsetsBuffer(oPtr, soPtr, numOfSubArrs * sizeof(Nd4jLong), DataType::INT64);
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TadPack t(shapesBuffer, offsetsBuffer, numOfSubArrs);
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_cache[deviceId][descriptor] = t;
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TadPack r = _cache[deviceId][descriptor];
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delete[] shapeInfo;
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return r;
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} else {
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TadPack r = _cache[deviceId][descriptor];
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return r;
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}
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}
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nd4j::ConstantTadHelper* nd4j::ConstantTadHelper::_INSTANCE = 0;
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} |