* initial commit * additional data types & tensor type Signed-off-by: raver119 <raver119@gmail.com> * next step Signed-off-by: raver119 <raver119@gmail.com> * missing include * sparse_to_dense Signed-off-by: raver119 <raver119@gmail.com> * few more tests files Signed-off-by: raver119 <raver119@gmail.com> * draft Signed-off-by: raver119 <raver119@gmail.com> * numeric sparse_to_dense Signed-off-by: raver119 <raver119@gmail.com> * comment Signed-off-by: raver119 <raver119@gmail.com> * string sparse_to_dense version Signed-off-by: raver119 <raver119@gmail.com> * CUDA DataBuffer expand Signed-off-by: raver119 <raver119@gmail.com> * few tweaks for CUDA build Signed-off-by: raver119 <raver119@gmail.com> * shape fn for string_split Signed-off-by: raver119 <raver119@gmail.com> * one more comment Signed-off-by: raver119 <raver119@gmail.com> * string_split indices Signed-off-by: raver119 <raver119@gmail.com> * next step Signed-off-by: raver119 <raver119@gmail.com> * test passes Signed-off-by: raver119 <raver119@gmail.com> * few rearrangements for databuffer implementations Signed-off-by: raver119 <raver119@gmail.com> * DataBuffer: move inline methods to common implementations Signed-off-by: raver119 <raver119@gmail.com> * add native DataBuffer to Nd4j presets Signed-off-by: raver119 <raver119@gmail.com> * DataBuffer creation Signed-off-by: raver119 <raver119@gmail.com> * use DataBuffer for allocation Signed-off-by: raver119 <raver119@gmail.com> * cpu databuffer as deallocatable Signed-off-by: raver119 <raver119@gmail.com> * DataBuffer setters for bufers Signed-off-by: raver119 <raver119@gmail.com> * couple of wrappers Signed-off-by: raver119 <raver119@gmail.com> * DataBuffers being passed around Signed-off-by: raver119 <raver119@gmail.com> * Bunch of ByteBuffer-related signatures gone Signed-off-by: raver119 <raver119@gmail.com> * - few more Nd4j signatures removed - minor fix for bfloat16 Signed-off-by: raver119 <raver119@gmail.com> * nullptr pointer is still a pointer, but 0 as address :) Signed-off-by: raver119 <raver119@gmail.com> * one special test Signed-off-by: raver119 <raver119@gmail.com> * empty string array init Signed-off-by: raver119 <raver119@gmail.com> * one more test in cpp Signed-off-by: raver119 <raver119@gmail.com> * memcpy instead of databuffer swap Signed-off-by: raver119 <raver119@gmail.com> * special InteropDataBuffer for front-end languages Signed-off-by: raver119 <raver119@gmail.com> * few tweaks for java Signed-off-by: raver119 <raver119@gmail.com> * pointer/indexer actualization Signed-off-by: raver119 <raver119@gmail.com> * CustomOp returns list for inputArumgents and outputArguments instead of array Signed-off-by: raver119 <raver119@gmail.com> * redundant call Signed-off-by: raver119 <raver119@gmail.com> * print_variable op Signed-off-by: raver119 <raver119@gmail.com> * - view handling (but wrong one) - print_variable java wrapper Signed-off-by: raver119 <raver119@gmail.com> * one more test Signed-off-by: raver119 <raver119@gmail.com> * - empty arrays handling Signed-off-by: raver119 <raver119@gmail.com> * - deserialization works now Signed-off-by: raver119 <raver119@gmail.com> * minor fix Signed-off-by: raver119 <raver119@gmail.com> * meh Signed-off-by: raver119 <raver119@gmail.com> * one more fix Signed-off-by: raver119 <raver119@gmail.com> * initial cuda commit Signed-off-by: raver119 <raver119@gmail.com> * print_variable message validation Signed-off-by: raver119 <raver119@gmail.com> * CUDA views Signed-off-by: raver119 <raver119@gmail.com> * CUDA special buffer size Signed-off-by: raver119 <raver119@gmail.com> * minor update to match master changes Signed-off-by: raver119 <raver119@gmail.com> * - consider arrays always actual on device for CUDA - additional PrintVariable constructor - CudaUtf8Buffer now allocates host buffer by default Signed-off-by: raver119 <raver119@gmail.com> * meh Signed-off-by: raver119 <raver119@gmail.com> * - print_variable now allows print from device Signed-off-by: raver119 <raver119@gmail.com> * InteropDataBuffer data type fix Signed-off-by: raver119 <raver119@gmail.com> * ... Signed-off-by: raver119 <raver119@gmail.com> * disable some debug messages Signed-off-by: raver119 <raver119@gmail.com> * master pulled in Signed-off-by: raver119 <raver119@gmail.com> * couple of new methods for DataBuffer interop Signed-off-by: raver119 <raver119@gmail.com> * java side Signed-off-by: raver119 <raver119@gmail.com> * offsetted constructor Signed-off-by: raver119 <raver119@gmail.com> * new CUDA deallocator Signed-off-by: raver119 <raver119@gmail.com> * CUDA backend torn apart Signed-off-by: raver119 <raver119@gmail.com> * CUDA backend torn apart 2 Signed-off-by: raver119 <raver119@gmail.com> * CUDA backend torn apart 3 Signed-off-by: raver119 <raver119@gmail.com> * - few new tests - few new methods for DataBuffer management Signed-off-by: raver119 <raver119@gmail.com> * few more tests + few more tweaks Signed-off-by: raver119 <raver119@gmail.com> * two failing tests Signed-off-by: raver119 <raver119@gmail.com> * one more test Signed-off-by: raver119 <raver119@gmail.com> * two failing tests pass Signed-off-by: raver119 <raver119@gmail.com> * now we pass DataBuffer to legacy ops too Signed-off-by: raver119 <raver119@gmail.com> * Native DataBuffer for legacy ops, Java side Signed-off-by: raver119 <raver119@gmail.com> * CPU java side update Signed-off-by: raver119 <raver119@gmail.com> * CUDA java side update Signed-off-by: raver119 <raver119@gmail.com> * no more prepare/register action on java side Signed-off-by: raver119 <raver119@gmail.com> * NDArray::prepare/register use now accepts vectors Signed-off-by: raver119 <raver119@gmail.com> * InteropDataBuffer now has few more convenience methods Signed-off-by: raver119 <raver119@gmail.com> * java bindings update Signed-off-by: raver119 <raver119@gmail.com> * tick device in NativeOps Signed-off-by: raver119 <raver119@gmail.com> * Corrected usage of OpaqueBuffer for tests. * Corrected usage of OpaqueBuffer for java tests. * NativeOpsTests fixes. * print_variable now returns scalar Signed-off-by: raver119 <raver119@gmail.com> * one more test Signed-off-by: raver119 <raver119@gmail.com> * compat_string_split fix for CUDA Signed-off-by: raver119 <raver119@gmail.com> * - CUDA execScalar fix - CUDA lazyAllocateHostPointer now checks java indexer/pointer instead of native pointer Signed-off-by: raver119 <raver119@gmail.com> * legacy ops DataBuffer migration prototype Signed-off-by: raver119 <raver119@gmail.com> * ignore device shapeinfo coming from java Signed-off-by: raver119 <raver119@gmail.com> * minor fix Signed-off-by: raver119 <raver119@gmail.com> * minor transformAny fix Signed-off-by: raver119 <raver119@gmail.com> * minor tweak for lazy host allocation Signed-off-by: raver119 <raver119@gmail.com> * - DataBuffer::memcpy method - bitcast now uses memcpy Signed-off-by: raver119 <raver119@gmail.com> * - IndexReduce CUDA dimension buffer fix Signed-off-by: raver119 <raver119@gmail.com> * views for CPU and CUDA Signed-off-by: raver119 <raver119@gmail.com> * less spam Signed-off-by: raver119 <raver119@gmail.com> * optional memory init Signed-off-by: raver119 <raver119@gmail.com> * async memset Signed-off-by: raver119 <raver119@gmail.com> * - SummaryStats CUDA fix - DataBuffer.sameUnderlyingData() impl - execBroadcast fix Signed-off-by: raver119 <raver119@gmail.com> * - reduce3All fix switch to CUDA 10 temporarily Signed-off-by: raver119 <raver119@gmail.com> * CUDA version Signed-off-by: raver119 <raver119@gmail.com> * proper memory deallocator registration Signed-off-by: raver119 <raver119@gmail.com> * HOST_ONLY workspace allocation Signed-off-by: raver119 <raver119@gmail.com> * temp commit Signed-off-by: raver119 <raver119@gmail.com> * few conflicts resolved Signed-off-by: raver119 <raver119@gmail.com> * few minor fixes Signed-off-by: raver119 <raver119@gmail.com> * one more minor fix Signed-off-by: raver119 <raver119@gmail.com> * NDArray permute should operate on JVM primitives Signed-off-by: raver119 <raver119@gmail.com> * - create InteropDataBuffer for shapes as well - update pointers after view creation in Java Signed-off-by: raver119 <raver119@gmail.com> * - addressPointer temporary moved to C++ Signed-off-by: raver119 <raver119@gmail.com> * CUDA: don't account offset twice Signed-off-by: raver119 <raver119@gmail.com> * CUDA: DataBuffer pointer constructor updated Signed-off-by: raver119 <raver119@gmail.com> * CUDA NDArray.unsafeDuplication() simplified Signed-off-by: raver119 <raver119@gmail.com> * CUDA minor workspace-related fixes Signed-off-by: raver119 <raver119@gmail.com> * CPU DataBuffer.reallocate() Signed-off-by: raver119 <raver119@gmail.com> * print_affinity op Signed-off-by: raver119 <raver119@gmail.com> * print_affinity java side Signed-off-by: raver119 <raver119@gmail.com> * CUDA more tweaks for data locality Signed-off-by: raver119 <raver119@gmail.com> * - compat_string_split tweak - CudaUtf8Buffer update Signed-off-by: raver119 <raver119@gmail.com> * INDArray.close() mechanic restored Signed-off-by: raver119 <raver119@gmail.com> * one more test fixed Signed-off-by: raver119 <raver119@gmail.com> * - CUDA DataBuffer.reallocate() updated - cudaMemcpy (synchronous) restored Signed-off-by: raver119 <raver119@gmail.com> * one last fix Signed-off-by: raver119 <raver119@gmail.com> * bad import removed Signed-off-by: raver119 <raver119@gmail.com> * another small fix Signed-off-by: raver119 <raver119@gmail.com> * one special test Signed-off-by: raver119 <raver119@gmail.com> * fix bad databuffer size Signed-off-by: raver119 <raver119@gmail.com> * release primaryBuffer on replace Signed-off-by: raver119 <raver119@gmail.com> * higher timeout Signed-off-by: raver119 <raver119@gmail.com> * disable timeouts Signed-off-by: raver119 <raver119@gmail.com> * dbCreateView now validates offset and length of a view Signed-off-by: raver119 <raver119@gmail.com> * additional validation for dbExpand Signed-off-by: raver119 <raver119@gmail.com> * restore timeout back again Signed-off-by: raver119 <raver119@gmail.com> * smaller distribution for rng test to prevent timeouts Signed-off-by: raver119 <raver119@gmail.com> * CUDA DataBuffer::memcpy now copies to device all the time Signed-off-by: raver119 <raver119@gmail.com> * OpaqueDataBuffer now contains all required methods for interop Signed-off-by: raver119 <raver119@gmail.com> * some javadoc Signed-off-by: raver119 <raver119@gmail.com> * GC on failed allocations Signed-off-by: raver119 <raver119@gmail.com> * minoe memcpu tweak Signed-off-by: raver119 <raver119@gmail.com> * one more bitcast test Signed-off-by: raver119 <raver119@gmail.com> * - NDArray::deviceId() propagation - special multi-threaded test for data locality checks Signed-off-by: raver119 <raver119@gmail.com> * DataBuffer additional syncStream Signed-off-by: raver119 <raver119@gmail.com> * DataBuffer additional syncStream Signed-off-by: raver119 <raver119@gmail.com> * one ignored test Signed-off-by: raver119 <raver119@gmail.com> * skip host alloc for empty arrays Signed-off-by: raver119 <raver119@gmail.com> * ByteBuffer support is back Signed-off-by: raver119 <raver119@gmail.com> * DataBuffer::memcpy minor fix Signed-off-by: raver119 <raver119@gmail.com> * few minor prelu/bp tweaks Signed-off-by: raver119 <raver119@gmail.com> * nullify-related fixes Signed-off-by: raver119 <raver119@gmail.com> * PReLU fixes (#157) Signed-off-by: Alex Black <blacka101@gmail.com> * Build fixed * Fix tests * one more ByteBuffer signature restored Signed-off-by: raver119 <raver119@gmail.com> * nd4j-jdbc-hsql profiles fix Signed-off-by: raver119 <raver119@gmail.com> * nd4j-jdbc-hsql profiles fix Signed-off-by: raver119 <raver119@gmail.com> * PReLU weight init fix Signed-off-by: Alex Black <blacka101@gmail.com> * Small PReLU fix Signed-off-by: Alex Black <blacka101@gmail.com> * - INDArray.migrate() reactivated - DataBuffer::setDeviceId(...) added - InteropDataBuffer Z syncToDevice added for views Signed-off-by: raver119 <raver119@gmail.com> * missed file Signed-off-by: raver119 <raver119@gmail.com> * Small tweak Signed-off-by: Alex Black <blacka101@gmail.com> * cuda 10.2 Signed-off-by: raver119 <raver119@gmail.com> * minor fix Signed-off-by: raver119 <raver119@gmail.com> Co-authored-by: shugeo <sgazeos@gmail.com> Co-authored-by: Alex Black <blacka101@gmail.com> Co-authored-by: Alexander Stoyakin <alexander.stoyakin@gmail.com>
238 lines
7.3 KiB
Plaintext
238 lines
7.3 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 <execution/ContextBuffers.h>
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#include <exceptions/cuda_exception.h>
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#include <logger.h>
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#include <AffinityManager.h>
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#include <cuda.h>
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#include <cuda_runtime_api.h>
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#include <cuda_runtime.h>
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#include <cuda_device_runtime_api.h>
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namespace nd4j {
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ContextBuffers::ContextBuffers() {
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//nd4j_printf("Creating ContextBuffers for device [%i]\n", AffinityManager::currentDeviceId());
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_deviceId = AffinityManager::currentDeviceId();
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}
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ContextBuffers::ContextBuffers(const ContextBuffers &other) {
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release();
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this->_initialized = other._initialized;
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this->_allocated = other._allocated;
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this->_deviceId = other._deviceId;
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this->_specialStream = other._specialStream;
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this->_execStream = other._execStream;
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this->_allocationPointer = other._allocationPointer;
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this->_reductionPointer = other._reductionPointer;
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this->_scalarPointer = other._scalarPointer;
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}
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ContextBuffers& ContextBuffers::operator=(const ContextBuffers& other) {
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release();
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this->_initialized = other._initialized;
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this->_allocated = other._allocated;
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this->_deviceId = other._deviceId;
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this->_specialStream = other._specialStream;
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this->_execStream = other._execStream;
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this->_allocationPointer = other._allocationPointer;
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this->_reductionPointer = other._reductionPointer;
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this->_scalarPointer = other._scalarPointer;
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return *this;
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}
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ContextBuffers& ContextBuffers::operator=(ContextBuffers&& other) {
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release();
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this->_initialized = other._initialized;
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this->_allocated = other._allocated;
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this->_deviceId = other._deviceId;
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this->_specialStream = other._specialStream;
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this->_execStream = other._execStream;
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this->_allocationPointer = other._allocationPointer;
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this->_reductionPointer = other._reductionPointer;
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this->_scalarPointer = other._scalarPointer;
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return *this;
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}
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void ContextBuffers::release() {
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if (_allocated) {
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//nd4j_printf("Releasing ContextBuffers on device [%i]\n", _deviceId);
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if (_allocationPointer != nullptr)
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cudaFree(_allocationPointer);
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if (_scalarPointer != nullptr)
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cudaFree(_scalarPointer);
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if (_allocationPointer != nullptr)
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cudaFree(_reductionPointer);
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auto _cudaStream = reinterpret_cast<cudaStream_t*>(_execStream);
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auto _cudaSpecialStream = reinterpret_cast<cudaStream_t*>(_specialStream);
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cudaStreamSynchronize(*_cudaStream);
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cudaStreamSynchronize(*_cudaSpecialStream);
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cudaStreamDestroy(*_cudaStream);
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cudaStreamDestroy(*_cudaSpecialStream);
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delete _cudaStream;
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delete _cudaSpecialStream;
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//////
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_allocated = false;
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_deviceId = -1;
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this->_specialStream = nullptr;
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this->_execStream = nullptr;
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this->_allocationPointer = nullptr;
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this->_reductionPointer = nullptr;
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this->_scalarPointer = nullptr;
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}
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_initialized = false;
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}
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ContextBuffers::~ContextBuffers() {
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release();
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}
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ContextBuffers::ContextBuffers(void* rPointer, void* sPointer, void* aPointer, bool isOwner) {
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_reductionPointer = rPointer;
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_scalarPointer = sPointer;
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_allocationPointer = aPointer;
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_allocated = isOwner;
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}
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void ContextBuffers::initialize() {
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_deviceId = AffinityManager::currentNativeDeviceId();
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//nd4j_printf("Initializing buffers on deviceId [%i]\n", _deviceId);
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auto res = cudaMalloc(reinterpret_cast<void**>(&_reductionPointer), 1024 * 1024 * 8);
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if (res != 0)
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throw cuda_exception::build("_reductionPointer allocation failed", res);
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res = cudaHostAlloc(reinterpret_cast<void**>(&_scalarPointer), 16, cudaHostAllocDefault);
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if (res != 0)
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throw cuda_exception::build("_scalarPointer allocation failed", res);
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res = cudaMalloc(reinterpret_cast<void**>(&_allocationPointer), 1024 * 1024 * 8);
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if (res != 0)
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throw cuda_exception::build("_allocationPointer allocation failed", res);
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_execStream = new cudaStream_t();
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_specialStream = new cudaStream_t();
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if (nullptr == _execStream || nullptr == _specialStream)
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throw std::runtime_error("Failed to allocate memory for new CUDA stream");
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res = cudaStreamCreate(reinterpret_cast<cudaStream_t*>(_execStream));
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if (res != 0)
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throw cuda_exception::build("Failed to create default CUDA stream with launch context", res);
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res = cudaStreamCreate(reinterpret_cast<cudaStream_t*>(_specialStream));
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if (res != 0)
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throw cuda_exception::build("Failed to create special CUDA stream with launch context", res);
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_allocated = true;
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_initialized = true;
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}
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void* ContextBuffers::reductionBuffer() {
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if (!_initialized)
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initialize();
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return _reductionPointer;
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}
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void* ContextBuffers::scalarBuffer() {
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if (!_initialized)
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initialize();
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return _scalarPointer;
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}
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void* ContextBuffers::allocationBuffer() {
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if (!_initialized)
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initialize();
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return _allocationPointer;
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}
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void ContextBuffers::setReductionBuffer(void* pointer) {
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_reductionPointer = pointer;
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}
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void ContextBuffers::setScalarBuffer(void* pointer) {
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_scalarPointer = pointer;
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}
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void ContextBuffers::setAllocationBuffer(void* pointer) {
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_allocationPointer = pointer;
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}
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void ContextBuffers::triggerOwnership(bool isOwner) {
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_allocated = isOwner;
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}
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int ContextBuffers::deviceId() {
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return _deviceId;
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}
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void* ContextBuffers::execStream() {
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if (!_initialized) {
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//nd4j_printf("execStream not initialized\n", "");
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initialize();
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} else {
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//nd4j_printf("execStream is initialized\n", "");
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}
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return _execStream;
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}
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void* ContextBuffers::specialStream() {
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if (!_initialized) {
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//nd4j_printf("specialStream not initialized\n", "");
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initialize();
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} else {
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//nd4j_printf("specialStream is initialized\n", "");
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}
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return _specialStream;
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}
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bool ContextBuffers::isInitialized() {
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return _initialized;
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}
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sd::ErrorReference* ContextBuffers::errorReference() {
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return &_errorReference;
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}
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}
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