cavis/libnd4j/include/helpers/cuda/ConstantHelper.cu

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/*******************************************************************************
* 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 <exceptions/cuda_exception.h>
#include <ConstantHelper.h>
#include <DataTypeUtils.h>
#include <execution/LaunchContext.h>
#include <specials.h>
#include <logger.h>
#include <cuda_runtime.h>
#include <cuda.h>
#define CONSTANT_LIMIT 49152
__constant__ char deviceConstantMemory[CONSTANT_LIMIT];
namespace nd4j {
static void* getConstantSpace() {
Nd4jPointer dConstAddr;
auto dZ = cudaGetSymbolAddress(reinterpret_cast<void **>(&dConstAddr), deviceConstantMemory);
if (dZ != 0)
throw cuda_exception::build("cudaGetSymbolAddress(...) failed", dZ);
return dConstAddr;
}
int ConstantHelper::getCurrentDevice() {
int dev = 0;
auto res = cudaGetDevice(&dev);
if (res != 0)
throw cuda_exception::build("cudaGetDevice failed", res);
return dev;
}
int ConstantHelper::getNumberOfDevices() {
int dev = 0;
auto res = cudaGetDeviceCount(&dev);
if (res != 0)
throw cuda_exception::build("cudaGetDeviceCount failed", res);
return dev;
}
ConstantHelper::ConstantHelper() {
auto initialDevice = getCurrentDevice();
auto numDevices = getNumberOfDevices();
_devicePointers.resize(numDevices);
_deviceOffsets.resize(numDevices);
_cache.resize(numDevices);
_counters.resize(numDevices);
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// filling all pointers
for (int e = 0; e < numDevices; e++) {
auto res = cudaSetDevice(e);
if (res != 0)
throw cuda_exception::build("cudaSetDevice failed", res);
auto constant = getConstantSpace();
std::map<ConstantDescriptor, ConstantHolder> devCache;
_devicePointers[e] = constant;
_deviceOffsets[e] = 0;
_cache[e] = devCache;
_counters[e] = 0L;
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}
//
auto res = cudaSetDevice(initialDevice);
if (res != 0)
throw cuda_exception::build("Final cudaSetDevice failed", res);
}
ConstantHelper* ConstantHelper::getInstance() {
if (!_INSTANCE)
_INSTANCE = new nd4j::ConstantHelper();
return _INSTANCE;
}
void* ConstantHelper::replicatePointer(void *src, size_t numBytes, memory::Workspace *workspace) {
_mutex.lock();
auto deviceId = getCurrentDevice();
Nd4jPointer constantPtr = nullptr;
Nd4jLong constantOffset = 0L;
if (_devicePointers[deviceId] == 0) {
auto constant = getConstantSpace();
// filling default ptr, which will be 0 probably
_devicePointers[deviceId] = constant;
_deviceOffsets[deviceId] = 0;
constantPtr = constant;
} else {
constantPtr = _devicePointers[deviceId];
constantOffset = _deviceOffsets[deviceId];
}
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if (constantOffset + numBytes >= CONSTANT_LIMIT) {
int8_t *ptr = nullptr;
ALLOCATE_SPECIAL(ptr, workspace, numBytes, int8_t);
auto res = cudaMemcpy(ptr, src, numBytes, cudaMemcpyHostToDevice);
if (res != 0)
throw cuda_exception::build("cudaMemcpy failed", res);
_mutex.unlock();
return ptr;
} else {
auto originalBytes = numBytes;
auto rem = numBytes % 8;
if (rem != 0)
numBytes += 8 - rem;
_deviceOffsets[deviceId] += numBytes;
auto res = cudaMemcpyToSymbol(deviceConstantMemory, const_cast<const void *>(src), originalBytes, constantOffset, cudaMemcpyHostToDevice);
if (res != 0)
throw cuda_exception::build("cudaMemcpyToSymbol failed", res);
_mutex.unlock();
return reinterpret_cast<int8_t *>(constantPtr) + constantOffset;
}
}
ConstantDataBuffer* ConstantHelper::constantBuffer(const ConstantDescriptor &descriptor, nd4j::DataType dataType) {
const auto deviceId = getCurrentDevice();
if (_cache[deviceId].count(descriptor) == 0) {
ConstantHolder holder;
_cache[deviceId][descriptor] = holder;
}
ConstantHolder* holder = &_cache[deviceId][descriptor];
if (holder->hasBuffer(dataType)) {
return holder->getConstantDataBuffer(dataType);
} else {
auto numBytes = descriptor.length() * DataTypeUtils::sizeOf(dataType);
auto cbuff = new int8_t[numBytes];
_counters[deviceId] += numBytes;
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// create buffer with this dtype
if (descriptor.isFloat()) {
BUILD_DOUBLE_SELECTOR(nd4j::DataType::DOUBLE, dataType, nd4j::SpecialTypeConverter::convertGeneric, (nullptr, const_cast<double *>(descriptor.floatValues().data()), descriptor.length(), cbuff), (nd4j::DataType::DOUBLE, double), LIBND4J_TYPES);
} else if (descriptor.isInteger()) {
BUILD_DOUBLE_SELECTOR(nd4j::DataType::INT64, dataType, nd4j::SpecialTypeConverter::convertGeneric, (nullptr, const_cast<Nd4jLong *>(descriptor.integerValues().data()), descriptor.length(), cbuff), (nd4j::DataType::INT64, Nd4jLong), LIBND4J_TYPES);
}
auto dbuff = replicatePointer(cbuff, descriptor.length() * DataTypeUtils::sizeOf(dataType));
ConstantDataBuffer dataBuffer(cbuff, dbuff, descriptor.length(), DataTypeUtils::sizeOf(dataType));
holder->addBuffer(dataBuffer, dataType);
return holder->getConstantDataBuffer(dataType);
}
}
Nd4jLong ConstantHelper::getCachedAmount(int deviceId) {
int numDevices = getNumberOfDevices();
if (deviceId > numDevices || deviceId < 0)
return 0L;
else
return _counters[deviceId];
}
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nd4j::ConstantHelper* nd4j::ConstantHelper::_INSTANCE = 0;
}