/******************************************************************************* * 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 // @author Yurii Shyrma (iuriish@yahoo.com) // #include "../DataBuffer.h" #include #include #include #include #include #include namespace nd4j { void DataBuffer::expand(const uint64_t size) { if (size > _lenInBytes) { // allocate new buffer int8_t *newBuffer = nullptr; int8_t *newSpecialBuffer = nullptr; ALLOCATE_SPECIAL(newSpecialBuffer, _workspace, size, int8_t); // copy data from existing buffer if (_primaryBuffer != nullptr) { // there's non-zero chance that primary buffer doesn't exist yet ALLOCATE(newBuffer, _workspace, size, int8_t); std::memcpy(newBuffer, _primaryBuffer, _lenInBytes); if (_isOwnerPrimary) { auto ipb = reinterpret_cast(_primaryBuffer); RELEASE(ipb, _workspace); } _primaryBuffer = newBuffer; _isOwnerPrimary = true; } cudaMemcpy(newSpecialBuffer, _specialBuffer, _lenInBytes, cudaMemcpyDeviceToDevice); if (_isOwnerSpecial) { auto isb = reinterpret_cast(_specialBuffer); RELEASE_SPECIAL(isb, _workspace); } _specialBuffer = newSpecialBuffer; _lenInBytes = size; _isOwnerSpecial = true; } } //////////////////////////////////////////////////////////////////////// void DataBuffer::allocateSpecial() { if (_specialBuffer == nullptr && getLenInBytes() > 0) { auto deviceId = nd4j::AffinityManager::currentDeviceId(); if (_workspace == nullptr) if (!nd4j::memory::MemoryCounter::getInstance()->validate(getLenInBytes())) throw nd4j::allocation_exception::build("Requested amount exceeds device limits", nd4j::memory::MemoryCounter::getInstance()->deviceLimit(deviceId), getLenInBytes()); ALLOCATE_SPECIAL(_specialBuffer, _workspace, getLenInBytes(), int8_t); _isOwnerSpecial = true; if (_workspace == nullptr) { nd4j::memory::MemoryCounter::getInstance()->countIn(deviceId, getLenInBytes()); nd4j::memory::MemoryCounter::getInstance()->countIn(nd4j::memory::MemoryType::DEVICE, getLenInBytes()); } } } //////////////////////////////////////////////////////////////////////// void DataBuffer::syncToPrimary(const LaunchContext* context, const bool forceSync) { if(isPrimaryActual() && !forceSync) { return; } allocatePrimary(); auto res = cudaStreamSynchronize(*context->getCudaStream()); if (res != 0) throw cuda_exception::build("DataBuffer::syncToPrimary failed to to some previous kernel failre", res); res = cudaMemcpy(_primaryBuffer, _specialBuffer, getLenInBytes(), cudaMemcpyDeviceToHost); if (res != 0) throw cuda_exception::build("DataBuffer::syncToPrimary cudaMemcpy failed", res); readPrimary(); } //////////////////////////////////////////////////////////////////////// void DataBuffer::syncToSpecial(const bool forceSync) { // in this case there's nothing to do here if (_primaryBuffer == nullptr) return; if(isSpecialActual() && !forceSync) { return; } allocateSpecial(); auto res = cudaMemcpy(_specialBuffer, _primaryBuffer, getLenInBytes(), cudaMemcpyHostToDevice); if (res != 0) throw cuda_exception::build("DataBuffer::syncToSpecial cudaMemcpy failed", res); readSpecial(); } //////////////////////////////////////////////////////////////////////// void DataBuffer::deleteSpecial() { if(_isOwnerSpecial && _specialBuffer != nullptr && getLenInBytes() != 0) { auto p = reinterpret_cast(_specialBuffer); RELEASE_SPECIAL(p, _workspace); _specialBuffer = nullptr; _isOwnerSpecial = false; } } //////////////////////////////////////////////////////////////////////// void DataBuffer::setCountersToZero() { _counter.store(0L); _writePrimary.store(0L); _writeSpecial.store(0L); _readPrimary.store(0L); _readSpecial.store(0L); } //////////////////////////////////////////////////////////////////////// void DataBuffer::copyCounters(const DataBuffer& other) { _counter.store(other._counter); _writePrimary.store(other._readSpecial); _writeSpecial.store(other._readPrimary); _readPrimary.store(other._writeSpecial); _readSpecial.store(other._writePrimary); } //////////////////////////////////////////////////////////////////////// void DataBuffer::copyBufferFrom(const DataBuffer& other, size_t sizeToCopyinBytes, const Nd4jLong offsetThis, const Nd4jLong offsetOther) { // copies only to special buffer if(other._primaryBuffer == nullptr && other._specialBuffer == nullptr) return; if(sizeToCopyinBytes == 0) sizeToCopyinBytes = other.getLenInBytes(); if(sizeToCopyinBytes == 0) return; if(other.isPrimaryActual()) { auto res = cudaMemcpy(static_cast(_specialBuffer) + offsetThis * DataTypeUtils::sizeOfElement(_dataType), static_cast(other._primaryBuffer) + offsetOther * DataTypeUtils::sizeOfElement(other._dataType), sizeToCopyinBytes, cudaMemcpyHostToDevice); if (res != 0) throw cuda_exception::build("DataBuffer::copyBufferFrom: cudaMemcpy_cudaMemcpyHostToDevice failed!", res); other.readPrimary(); } else { auto res = cudaMemcpy(static_cast(_specialBuffer) + offsetThis * DataTypeUtils::sizeOfElement(_dataType), static_cast(other._specialBuffer) + offsetOther * DataTypeUtils::sizeOfElement(other._dataType), sizeToCopyinBytes, cudaMemcpyDeviceToDevice); if (res != 0) throw cuda_exception::build("DataBuffer::copyBufferFrom: cudaMemcpy_cudaMemcpyDeviceToDevice failed!", res); other.readSpecial(); } writeSpecial(); } //////////////////////////////////////////////////////////////////////// void DataBuffer::copyBufferFromHost(const void* hostBuffer, size_t sizeToCopyinBytes, const Nd4jLong offsetThis, const Nd4jLong offsetHostBuffer) { // copies only to special buffer if(hostBuffer == nullptr) return; if(sizeToCopyinBytes == 0) sizeToCopyinBytes = getLenInBytes(); if(sizeToCopyinBytes == 0) return; auto res = cudaMemcpy(static_cast(_specialBuffer) + offsetThis * DataTypeUtils::sizeOfElement(_dataType), static_cast(hostBuffer) + offsetHostBuffer * DataTypeUtils::sizeOfElement(_dataType), sizeToCopyinBytes, cudaMemcpyHostToDevice); if (res != 0) throw cuda_exception::build("DataBuffer::copyBufferFromHost: cudaMemcpy_cudaMemcpyHostToDevice failed!", res); writeSpecial(); } //////////////////////////////////////////////////////////////////////// void DataBuffer::setSpecial(void* special, const bool isOwnerSpecial) { deleteSpecial(); _specialBuffer = special; _isOwnerSpecial = isOwnerSpecial; } //////////////////////////////////////////////////////////////////////// void DataBuffer::allocateBuffers(const bool allocBoth) { // always allocate special buffer only (cuda case) allocateSpecial(); if(allocBoth) allocatePrimary(); } //////////////////////////////////////////////////////////////////////// void DataBuffer::setToZeroBuffers(const bool both) { cudaMemsetAsync(special(), 0, getLenInBytes(), *LaunchContext::defaultContext()->getCudaStream()); auto res = cudaStreamSynchronize(*LaunchContext::defaultContext()->getCudaStream()); if (res != 0) throw cuda_exception::build("DataBuffer::setToZeroBuffers: streamSync failed!", res); writeSpecial(); if(both) { memset(primary(), 0, getLenInBytes()); readPrimary(); } } ///////////////////////// void DataBuffer::memcpy(const DataBuffer &dst, const DataBuffer &src) { if (src._lenInBytes > dst._lenInBytes) throw std::runtime_error("DataBuffer::memcpy: Source data buffer is larger than destination"); int res = 0; if (src.isSpecialActual()) { res = cudaMemcpyAsync(dst._specialBuffer, src._specialBuffer, src.getLenInBytes(), cudaMemcpyDeviceToDevice, *LaunchContext::defaultContext()->getCudaStream()); } else if (src.isPrimaryActual()) { res = cudaMemcpyAsync(dst._specialBuffer, src._primaryBuffer, src.getLenInBytes(), cudaMemcpyHostToDevice, *LaunchContext::defaultContext()->getCudaStream()); } if (res != 0) throw cuda_exception::build("DataBuffer::memcpy: cudaMemcpyAsync failed!", res); res = cudaStreamSynchronize(*LaunchContext::defaultContext()->getCudaStream()); if (res != 0) throw cuda_exception::build("DataBuffer::memcpy: streamSync failed!", res); dst.writeSpecial(); } //////////////////////////////////////////////////////////////////////// void DataBuffer::migrate() { memory::Workspace* newWorkspace = nullptr; void* newBuffer; ALLOCATE_SPECIAL(newBuffer, newWorkspace, getLenInBytes(), int8_t); auto res = cudaMemcpy(newBuffer, _specialBuffer, getLenInBytes(), cudaMemcpyDeviceToDevice); if (res != 0) throw cuda_exception::build("DataBuffer::migrate: cudaMemcpyAsync failed!", res); if (_isOwnerSpecial) { // now we're releasing original buffer RELEASE_SPECIAL(_specialBuffer, _workspace); } _isOwnerSpecial = true; _specialBuffer = newBuffer; } //////////////////////////////////////////////////////////////////////// void DataBuffer::writePrimary() const {_writePrimary = ++_counter; } void DataBuffer::writeSpecial() const { _writeSpecial = ++_counter; } void DataBuffer::readPrimary() const { _readPrimary = ++_counter; } void DataBuffer::readSpecial() const { _readSpecial = ++_counter; } bool DataBuffer::isPrimaryActual() const { return (_writePrimary.load() > _writeSpecial.load() || _readPrimary.load() > _writeSpecial.load()); } bool DataBuffer::isSpecialActual() const { return (_writeSpecial.load() > _writePrimary.load() || _readSpecial.load() > _writePrimary.load()); } }