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multinode_testcases.cpp
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383 lines (303 loc) · 17.7 KB
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/*
* SPDX-FileCopyrightText: Copyright (c) 2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
* SPDX-License-Identifier: Apache-2.0
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://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.
*/
#include <cuda.h>
#include "testcase.h"
#include "memcpy.h"
#include "common.h"
#include "output.h"
#ifdef MULTINODE
#include <mpi.h>
#include "multinode_memcpy.h"
// DtoD Read test - copy from dst to src (backwards) using src contxt
void MultinodeDeviceToDeviceReadCE::run(unsigned long long size, unsigned long long loopCount) {
PeerValueMatrix<double> bandwidthValues(worldSize, worldSize, key);
MemcpyOperation memcpyInstance(loopCount, new MemcpyInitiatorCE(), new NodeHelperMulti(), PREFER_DST_CONTEXT);
for (int srcDeviceId = 0; srcDeviceId < worldSize; srcDeviceId++) {
for (int peerDeviceId = 0; peerDeviceId < worldSize; peerDeviceId++) {
if (peerDeviceId == srcDeviceId) {
continue;
}
MultinodeDeviceBufferUnicast srcNode(size, srcDeviceId);
MultinodeDeviceBufferUnicast peerNode(size, peerDeviceId);
// swap src and peer nodes, but use srcNodes (the copy's destination) context
bandwidthValues.value(srcDeviceId, peerDeviceId) = memcpyInstance.doMemcpy(peerNode, srcNode);
}
}
output->addTestcaseResults(bandwidthValues, "memcpy CE GPU(row) -> GPU(column) bandwidth (GB/s)");
}
// DtoD Write test - copy from src to dst using src context
void MultinodeDeviceToDeviceWriteCE::run(unsigned long long size, unsigned long long loopCount) {
PeerValueMatrix<double> bandwidthValues(worldSize, worldSize, key);
MemcpyOperation memcpyInstance(loopCount, new MemcpyInitiatorCE(), new NodeHelperMulti());
for (int srcDeviceId = 0; srcDeviceId < worldSize; srcDeviceId++) {
for (int peerDeviceId = 0; peerDeviceId < worldSize; peerDeviceId++) {
if (peerDeviceId == srcDeviceId) {
continue;
}
MultinodeDeviceBufferUnicast srcNode(size, srcDeviceId);
MultinodeDeviceBufferUnicast peerNode(size, peerDeviceId);
bandwidthValues.value(srcDeviceId, peerDeviceId) = memcpyInstance.doMemcpy(srcNode, peerNode);
}
}
output->addTestcaseResults(bandwidthValues, "memcpy CE GPU(row) <- GPU(column) bandwidth (GB/s)");
}
// DtoD Bidir Read test - copy from dst to src (backwards) using src contxt
void MultinodeDeviceToDeviceBidirReadCE::run(unsigned long long size, unsigned long long loopCount) {
MemcpyOperation memcpyInstance(loopCount, new MemcpyInitiatorCE(), new NodeHelperMulti(), PREFER_DST_CONTEXT, MemcpyOperation::VECTOR_BW);
PeerValueMatrix<double> bandwidthValuesRead1(worldSize, worldSize, key + "_read1");
PeerValueMatrix<double> bandwidthValuesRead2(worldSize, worldSize, key + "_read2");
PeerValueMatrix<double> bandwidthValuesTotal(worldSize, worldSize, key + "_total");
for (int srcDeviceId = 0; srcDeviceId < worldSize; srcDeviceId++) {
for (int peerDeviceId = 0; peerDeviceId < worldSize; peerDeviceId++) {
if (peerDeviceId == srcDeviceId) {
continue;
}
// Double the size of the interference copy to ensure it interferes correctly
MultinodeDeviceBufferUnicast src1(size, srcDeviceId), src2(size, srcDeviceId);
MultinodeDeviceBufferUnicast peer1(size, peerDeviceId), peer2(size, peerDeviceId);
// swap src and peer nodes, but use srcNodes (the copy's destination) context
std::vector<const MemcpyBuffer*> srcNodes = {&peer1, &src2};
std::vector<const MemcpyBuffer*> peerNodes = {&src1, &peer2};
auto results = memcpyInstance.doMemcpyVector(srcNodes, peerNodes);
bandwidthValuesRead1.value(srcDeviceId, peerDeviceId) = results[0];
bandwidthValuesRead2.value(srcDeviceId, peerDeviceId) = results[1];
bandwidthValuesTotal.value(srcDeviceId, peerDeviceId) = results[0] + results[1];
}
}
output->addTestcaseResults(bandwidthValuesRead1, "memcpy CE CPU(row) <-> GPU(column) Read1 bandwidth (GB/s)");
output->addTestcaseResults(bandwidthValuesRead2, "memcpy CE CPU(row) <-> GPU(column) Read2 bandwidth (GB/s)");
output->addTestcaseResults(bandwidthValuesTotal, "memcpy CE CPU(row) <-> GPU(column) Total bandwidth (GB/s)");
}
// DtoD Bidir Write test - copy from src to dst using src context
void MultinodeDeviceToDeviceBidirWriteCE::run(unsigned long long size, unsigned long long loopCount) {
MemcpyOperation memcpyInstance(loopCount, new MemcpyInitiatorCE(), new NodeHelperMulti(), PREFER_SRC_CONTEXT, MemcpyOperation::VECTOR_BW);
PeerValueMatrix<double> bandwidthValuesWrite1(worldSize, worldSize, key + "_write1");
PeerValueMatrix<double> bandwidthValuesWrite2(worldSize, worldSize, key + "_write2");
PeerValueMatrix<double> bandwidthValuesTotal(worldSize, worldSize, key + "_total");
for (int srcDeviceId = 0; srcDeviceId < worldSize; srcDeviceId++) {
for (int peerDeviceId = 0; peerDeviceId < worldSize; peerDeviceId++) {
if (peerDeviceId == srcDeviceId) {
continue;
}
// Double the size of the interference copy to ensure it interferes correctly
MultinodeDeviceBufferUnicast src1(size, srcDeviceId), src2(size, srcDeviceId);
MultinodeDeviceBufferUnicast peer1(size, peerDeviceId), peer2(size, peerDeviceId);
std::vector<const MemcpyBuffer*> srcNodes = {&src1, &peer2};
std::vector<const MemcpyBuffer*> peerNodes = {&peer1, &src2};
auto results = memcpyInstance.doMemcpyVector(srcNodes, peerNodes);
bandwidthValuesWrite1.value(srcDeviceId, peerDeviceId) = results[0];
bandwidthValuesWrite2.value(srcDeviceId, peerDeviceId) = results[1];
bandwidthValuesTotal.value(srcDeviceId, peerDeviceId) = results[0] + results[1];
}
}
output->addTestcaseResults(bandwidthValuesWrite1, "memcpy CE CPU(row) <-> GPU(column) Read1 bandwidth (GB/s)");
output->addTestcaseResults(bandwidthValuesWrite2, "memcpy CE CPU(row) <-> GPU(column) Read2 bandwidth (GB/s)");
output->addTestcaseResults(bandwidthValuesTotal, "memcpy CE CPU(row) <-> GPU(column) Total bandwidth (GB/s)");
}
// DtoD Read test - copy from dst to src (backwards) using src contxt
void MultinodeDeviceToDeviceReadSM::run(unsigned long long size, unsigned long long loopCount) {
PeerValueMatrix<double> bandwidthValues(worldSize, worldSize, key);
MemcpyOperation memcpyInstance(loopCount, new MemcpyInitiatorSM(), new NodeHelperMulti(), PREFER_DST_CONTEXT);
for (int srcDeviceId = 0; srcDeviceId < worldSize; srcDeviceId++) {
for (int peerDeviceId = 0; peerDeviceId < worldSize; peerDeviceId++) {
if (peerDeviceId == srcDeviceId) {
continue;
}
MultinodeDeviceBufferUnicast srcNode(size, srcDeviceId);
MultinodeDeviceBufferUnicast peerNode(size, peerDeviceId);
// swap src and peer nodes, but use srcNodes (the copy's destination) context
bandwidthValues.value(srcDeviceId, peerDeviceId) = memcpyInstance.doMemcpy(peerNode, srcNode);
}
}
output->addTestcaseResults(bandwidthValues, "memcpy CE GPU(row) -> GPU(column) bandwidth (GB/s)");
}
// DtoD Write test - copy from src to dst using src context
void MultinodeDeviceToDeviceWriteSM::run(unsigned long long size, unsigned long long loopCount) {
PeerValueMatrix<double> bandwidthValues(worldSize, worldSize, key);
MemcpyOperation memcpyInstance(loopCount, new MemcpyInitiatorSM(), new NodeHelperMulti());
for (int srcDeviceId = 0; srcDeviceId < worldSize; srcDeviceId++) {
for (int peerDeviceId = 0; peerDeviceId < worldSize; peerDeviceId++) {
if (peerDeviceId == srcDeviceId) {
continue;
}
MultinodeDeviceBufferUnicast srcNode(size, srcDeviceId);
MultinodeDeviceBufferUnicast peerNode(size, peerDeviceId);
bandwidthValues.value(srcDeviceId, peerDeviceId) = memcpyInstance.doMemcpy(srcNode, peerNode);
}
}
output->addTestcaseResults(bandwidthValues, "memcpy SM GPU(row) <- GPU(column) bandwidth (GB/s)");
}
// DtoD Bidir Read test - copy from dst to src (backwards) using src contxt
void MultinodeDeviceToDeviceBidirReadSM::run(unsigned long long size, unsigned long long loopCount) {
MemcpyOperation memcpyInstance(loopCount, new MemcpyInitiatorSM(), new NodeHelperMulti(), PREFER_DST_CONTEXT, MemcpyOperation::VECTOR_BW);
PeerValueMatrix<double> bandwidthValuesRead1(worldSize, worldSize, key + "_read1");
PeerValueMatrix<double> bandwidthValuesRead2(worldSize, worldSize, key + "_read2");
PeerValueMatrix<double> bandwidthValuesTotal(worldSize, worldSize, key + "_total");
for (int srcDeviceId = 0; srcDeviceId < worldSize; srcDeviceId++) {
for (int peerDeviceId = 0; peerDeviceId < worldSize; peerDeviceId++) {
if (peerDeviceId == srcDeviceId) {
continue;
}
MultinodeDeviceBufferUnicast src1(size, srcDeviceId), src2(size, srcDeviceId);
MultinodeDeviceBufferUnicast peer1(size, peerDeviceId), peer2(size, peerDeviceId);
// swap src and peer nodes, but use srcNodes (the copy's destination) context
std::vector<const MemcpyBuffer*> srcNodes = {&peer1, &src2};
std::vector<const MemcpyBuffer*> peerNodes = {&src1, &peer2};
auto results = memcpyInstance.doMemcpyVector(srcNodes, peerNodes);
bandwidthValuesRead1.value(srcDeviceId, peerDeviceId) = results[0];
bandwidthValuesRead2.value(srcDeviceId, peerDeviceId) = results[1];
bandwidthValuesTotal.value(srcDeviceId, peerDeviceId) = results[0] + results[1];
}
}
output->addTestcaseResults(bandwidthValuesRead1, "memcpy SM CPU(row) <-> GPU(column) Read1 bandwidth (GB/s)");
output->addTestcaseResults(bandwidthValuesRead2, "memcpy SM CPU(row) <-> GPU(column) Read2 bandwidth (GB/s)");
output->addTestcaseResults(bandwidthValuesTotal, "memcpy SM CPU(row) <-> GPU(column) Total bandwidth (GB/s)");
}
// DtoD Bidir Write test - copy from src to dst using src context
void MultinodeDeviceToDeviceBidirWriteSM::run(unsigned long long size, unsigned long long loopCount) {
MemcpyOperation memcpyInstance(loopCount, new MemcpyInitiatorSM(), new NodeHelperMulti(), PREFER_SRC_CONTEXT, MemcpyOperation::VECTOR_BW);
PeerValueMatrix<double> bandwidthValuesWrite1(worldSize, worldSize, key + "_write1");
PeerValueMatrix<double> bandwidthValuesWrite2(worldSize, worldSize, key + "_write2");
PeerValueMatrix<double> bandwidthValuesTotal(worldSize, worldSize, key + "_total");
for (int srcDeviceId = 0; srcDeviceId < worldSize; srcDeviceId++) {
for (int peerDeviceId = 0; peerDeviceId < worldSize; peerDeviceId++) {
if (peerDeviceId == srcDeviceId) {
continue;
}
MultinodeDeviceBufferUnicast src1(size, srcDeviceId), src2(size, srcDeviceId);
MultinodeDeviceBufferUnicast peer1(size, peerDeviceId), peer2(size, peerDeviceId);
std::vector<const MemcpyBuffer*> srcNodes = {&src1, &peer2};
std::vector<const MemcpyBuffer*> peerNodes = {&peer1, &src2};
auto results = memcpyInstance.doMemcpyVector(srcNodes, peerNodes);
bandwidthValuesWrite1.value(srcDeviceId, peerDeviceId) = results[0];
bandwidthValuesWrite2.value(srcDeviceId, peerDeviceId) = results[1];
bandwidthValuesTotal.value(srcDeviceId, peerDeviceId) = results[0] + results[1];
}
}
output->addTestcaseResults(bandwidthValuesWrite1, "memcpy SM CPU(row) <-> GPU(column) Write1 bandwidth (GB/s)");
output->addTestcaseResults(bandwidthValuesWrite2, "memcpy SM CPU(row) <-> GPU(column) Write2 bandwidth (GB/s)");
output->addTestcaseResults(bandwidthValuesTotal, "memcpy SM CPU(row) <-> GPU(column) Total bandwidth (GB/s)");
}
void MultinodeAllToOneWriteSM::run(unsigned long long size, unsigned long long loopCount) {
PeerValueMatrix<double> bandwidthValues(1, worldSize, key);
MemcpyOperation memcpyInstance(loopCount, new MemcpyInitiatorSM(), new NodeHelperMulti(), PREFER_SRC_CONTEXT, MemcpyOperation::SUM_BW);
for (int dstDeviceId = 0; dstDeviceId < worldSize; dstDeviceId++) {
std::vector<const MemcpyBuffer*> srcNodes;
std::vector<const MemcpyBuffer*> dstNodes;
for (int srcDeviceId = 0; srcDeviceId < worldSize; srcDeviceId++) {
if (dstDeviceId == srcDeviceId) {
continue;
}
srcNodes.push_back(new MultinodeDeviceBufferLocal(size, srcDeviceId));
dstNodes.push_back(new MultinodeDeviceBufferUnicast(size, dstDeviceId));
}
bandwidthValues.value(0, dstDeviceId) = memcpyInstance.doMemcpy(srcNodes, dstNodes);
for (auto node : dstNodes) {
delete node;
}
for (auto node : srcNodes) {
delete node;
}
}
output->addTestcaseResults(bandwidthValues, "memcpy SM All Gpus -> GPU(column) total bandwidth (GB/s)");
}
void MultinodeAllFromOneReadSM::run(unsigned long long size, unsigned long long loopCount) {
PeerValueMatrix<double> bandwidthValues(1, worldSize, key);
MemcpyOperation memcpyInstance(loopCount, new MemcpyInitiatorSM(), new NodeHelperMulti(), PREFER_DST_CONTEXT, MemcpyOperation::SUM_BW);
for (int srcDeviceId = 0; srcDeviceId < worldSize; srcDeviceId++) {
std::vector<const MemcpyBuffer*> srcNodes;
std::vector<const MemcpyBuffer*> dstNodes;
for (int dstDeviceId = 0; dstDeviceId < worldSize; dstDeviceId++) {
if (dstDeviceId == srcDeviceId) {
continue;
}
srcNodes.push_back(new MultinodeDeviceBufferUnicast(size, srcDeviceId));
dstNodes.push_back(new MultinodeDeviceBufferLocal(size, dstDeviceId));
}
bandwidthValues.value(0, srcDeviceId) = memcpyInstance.doMemcpy(srcNodes, dstNodes);
for (auto node : dstNodes) {
delete node;
}
for (auto node : srcNodes) {
delete node;
}
}
output->addTestcaseResults(bandwidthValues, "memcpy SM All Gpus <- GPU(column) total bandwidth (GB/s)");
}
void MultinodeBroadcastOneToAllSM::run(unsigned long long size, unsigned long long loopCount) {
PeerValueMatrix<double> bandwidthValues(1, worldSize, key);
MemcpyOperation memcpyInstance(loopCount, new MemcpyInitiatorMulticastWrite(), new NodeHelperMulti(), PREFER_DST_CONTEXT, MemcpyOperation::SUM_BW);
for (int dstDeviceId = 0; dstDeviceId < worldSize; dstDeviceId++) {
std::vector<const MemcpyBuffer*> srcNodes;
std::vector<const MemcpyBuffer*> dstNodes;
srcNodes.push_back(new MultinodeDeviceBufferLocal(size, dstDeviceId));
dstNodes.push_back(new MultinodeDeviceBufferMulticast(size, dstDeviceId));
bandwidthValues.value(0, dstDeviceId) = memcpyInstance.doMemcpy(srcNodes, dstNodes);
for (auto node : dstNodes) {
delete node;
}
for (auto node : srcNodes) {
delete node;
}
}
output->addTestcaseResults(bandwidthValues, "multicast SM GPU(column) -> All Gpus total bandwidth (GB/s)");
}
void MultinodeBroadcastAllToAllSM::run(unsigned long long size, unsigned long long loopCount) {
PeerValueMatrix<double> bandwidthValues(1, 1, key);
MemcpyOperation memcpyInstance(loopCount, new MemcpyInitiatorMulticastWrite(), new NodeHelperMulti(), PREFER_DST_CONTEXT, MemcpyOperation::SUM_BW);
std::vector<const MemcpyBuffer*> srcNodes;
std::vector<const MemcpyBuffer*> dstNodes;
for (int dstDeviceId = 0; dstDeviceId < worldSize; dstDeviceId++) {
srcNodes.push_back(new MultinodeDeviceBufferLocal(size, dstDeviceId));
dstNodes.push_back(new MultinodeDeviceBufferMulticast(size, dstDeviceId));
}
bandwidthValues.value(0, 0) = memcpyInstance.doMemcpy(srcNodes, dstNodes);
for (auto node : dstNodes) {
delete node;
}
for (auto node : srcNodes) {
delete node;
}
output->addTestcaseResults(bandwidthValues, "multicast SM All -> All Gpus total bandwidth (GB/s)");
}
void MultinodeBisectWriteCE::run(unsigned long long size, unsigned long long loopCount) {
PeerValueMatrix<double> bandwidthValues(worldSize, 1, key);
MemcpyOperation memcpyInstance(loopCount, new MemcpyInitiatorCE(), new NodeHelperMulti(), PREFER_SRC_CONTEXT, MemcpyOperation::VECTOR_BW);
std::vector<std::string> rowLabels;
std::vector<const MemcpyBuffer*> srcNodes, dstNodes;
for (int i = 0; i < worldSize; i++) {
int peer = (i + worldSize / 2) % worldSize;
srcNodes.push_back(new MultinodeDeviceBufferUnicast(size, i));
dstNodes.push_back(new MultinodeDeviceBufferUnicast(size, peer));
std::stringstream s;
s << getPaddedProcessId(i) << "->" << getPaddedProcessId(peer);
rowLabels.push_back(s.str());
}
auto results = memcpyInstance.doMemcpyVector(dstNodes, srcNodes);
for (int i = 0; i < results.size(); i++) {
bandwidthValues.value(i, 0) = results[i];
}
bandwidthValues.setRowLabels(rowLabels);
for (auto node : dstNodes) {
delete node;
}
for (auto node : srcNodes) {
delete node;
}
output->addTestcaseResults(bandwidthValues, "Bisect benchmarking, simultaneous write CE BW");
}
#endif