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