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/*************************************************************************
* Copyright (c) 2016-2020, NVIDIA CORPORATION. All rights reserved.
* Modifications Copyright (c) 2019-2020 Advanced Micro Devices, Inc. All rights reserved.
*
* See LICENSE.txt for license information
************************************************************************/
#include <sched.h>
#include <fcntl.h>
#include <unistd.h>
#include <hip/hip_runtime.h>
#include <string.h>
#include <errno.h>
#include <assert.h>
#include <dlfcn.h>
#include <sys/types.h>
#include <sys/stat.h>
#include <unistd.h>
#include <cstdio>
#include <iostream>
#include <cstring>
#include "comm.h"
#include "net.h"
#include "graph.h"
#include <sys/time.h>
#include <numaif.h>
#include <sys/socket.h>
#include <netinet/in.h>
#include <arpa/inet.h>
#include <numa.h>
#include <list>
#include <iterator>
struct ibtestProxyArgs {
proxyProgressFunc_t progress;
struct ncclChannel* channel;
struct ncclConnector* connector;
int sliceSteps;
int chunkSteps;
int nsteps;
uint64_t opCount;
int protocol;
ncclDataType_t dtype;
ncclRedOp_t redOp;
int state; // add component before this line -- it is left out during initialization
// Internal state
uint64_t head;
uint64_t tail;
uint64_t end;
void* requests[NCCL_STEPS];
int idle;
// Element linking
pthread_mutex_t mutex;
struct ibtestProxyArgs* next;
struct ibtestProxyArgs* nextPeer;
};
ncclResult_t initNet();
char* getCmdOption(char ** begin, char ** end, const std::string & option) {
char ** itr = std::find(begin, end, option);
if (itr != end && ++itr != end)
{
return *itr;
}
return 0;
}
bool cmdOptionExists(char** begin, char** end, const std::string& option) {
return std::find(begin, end, option) != end;
}
#define DEFAULT_BUFFSIZE (1LL << 22) /* 4MiB */
#define SLICE_STEPS 4
#define DEFAULT_CYCLES 4000
#define VEGA_GPU_RTC_FREQUENCY 2.5E7
#define ENABLE_VALIDATION
#define USE_UNROLL 8
typedef ulong2 Pack128;
__device__
inline __attribute((always_inline))
long long int __rtc64() {
#if __HIP__
return (long long int) __builtin_amdgcn_s_memrealtime();
#else
return (long long int) __clock_u64();
#endif
}
inline __device__ void Fetch128(Pack128& v, const Pack128* p) {
v.x = p->x;
v.y = p->y;
}
inline __device__ void Store128(Pack128* p, Pack128& v) {
p->x = v.x;
p->y = v.y;
}
template<int UNROLL, bool SINK>
inline __device__ void DataSourceOrSink(const int w, const int nw, const int t,
Pack128* buff, const int Npack, uint64_t seq, uint64_t *error) {
const int inc = nw * UNROLL * WARP_SIZE;
int offset = w * UNROLL * WARP_SIZE + t;
Pack128* src = buff + offset;
uint64_t x = (uint64_t)(offset) + (seq<<32);
uint64_t y = seq + (((uint64_t)(offset))<<32);
while (offset < Npack) {
Pack128 vals[UNROLL];
if (SINK) {
for (int u = 0; u < UNROLL; ++u) Fetch128(vals[u], src + u*WARP_SIZE);
for (int u = 0; u < UNROLL; ++u) {
if (vals[u].x != x++ || vals[u].y != y++ ) {
__atomic_fetch_add(error, 1, __ATOMIC_SEQ_CST);
}
}
} else {
for (int u = 0; u < UNROLL; ++u) {
vals[u].x = x++;
vals[u].y = y++;
}
for (int u = 0; u < UNROLL; ++u) Store128(src + u*WARP_SIZE, vals[u]);
}
src += inc;
offset += inc;
}
}
__global__ void DataSinkKernel(const uint64_t end, Pack128* data, uint64_t* recv_head, uint64_t* recv_tail, uint64_t* mismatch, uint64_t *sink_cycle, uint64_t *sink_bytes) {
const int N = DEFAULT_BUFFSIZE*SLICE_STEPS/NCCL_STEPS/sizeof(Pack128);
Pack128* recvBuff[NCCL_STEPS];
const int tid = threadIdx.x;
uint64_t tail = LOAD(recv_tail);
__shared__ uint64_t error;
const int w = tid / WARP_SIZE;
const int nw = blockDim.x / WARP_SIZE;
const int t = tid % WARP_SIZE;
uint64_t t0;
if (tid == 0) error = 0;
__syncthreads();
for (int i = 0; i < NCCL_STEPS; i++)
recvBuff[i] = data + (i/SLICE_STEPS)*N;
do {
if (tid == 0) while (LOAD(recv_head) < tail + SLICE_STEPS);
__syncthreads();
if (tid == 0) t0 = __rtc64();
#ifdef ENABLE_VALIDATION
Pack128* d = recvBuff[tail%NCCL_STEPS];
DataSourceOrSink<USE_UNROLL, 1>(w, nw, t, recvBuff[tail%NCCL_STEPS], N, tail, &error);
__syncthreads();
#endif
tail += SLICE_STEPS;
if (tid == 0) {
STORE(recv_tail, tail);
*sink_cycle += (__rtc64() - t0);
*sink_bytes += N;
}
} while (tail < end);
if (tid == 0) STORE(mismatch, error);
}
__global__ void DataSourceKernel(const uint64_t end, Pack128* data, uint64_t* send_head, uint64_t* send_tail, uint64_t *source_cycle, uint64_t *source_bytes) {
const int N = DEFAULT_BUFFSIZE*SLICE_STEPS/NCCL_STEPS/sizeof(Pack128);
Pack128* sendBuff[NCCL_STEPS];
const int tid = threadIdx.x;
uint64_t head = LOAD(send_head);
const int w = tid / WARP_SIZE;
const int nw = blockDim.x / WARP_SIZE;
const int t = tid % WARP_SIZE;
uint64_t t0;
for (int i = 0; i < NCCL_STEPS; i++)
sendBuff[i] = data + (i/SLICE_STEPS)*N;
do {
if (tid == 0) while (LOAD(send_tail) + NCCL_STEPS < head + SLICE_STEPS);
__syncthreads();
if (tid == 0) t0 = __rtc64();
DataSourceOrSink<USE_UNROLL, 0>(w, nw, t, sendBuff[head%NCCL_STEPS], N, head, 0);
__syncthreads();
head += SLICE_STEPS;
if (tid == 0) {
STORE(send_head, head);
*source_cycle += (__rtc64() - t0);
*source_bytes += N;
}
} while (head < end);
}
class sendrecvChannel {
protected:
int id;
hipStream_t stream;
public:
sendrecvChannel(int id) : id(id) {
hipStreamCreate(&stream);
}
virtual ~sendrecvChannel() {
hipStreamDestroy(stream);
}
virtual void launchKernel(uint64_t end) = 0;
virtual void printProgress(uint64_t total_time) = 0;
virtual bool netProxy() = 0;
};
class sendChannel : public sendrecvChannel {
private:
struct sockaddr_in netConnectAddr;
void* netSendComm;
int netSendDev;
char *sendDevBuffer;
char *sendHostBuffer, *d_sendHostBuffer;
void *sendDevHandle;
void *sendHostHandle;
int sendBuffSize;
uint64_t *sendHead, *sendTail, *sourceCycle, *sourceBytes;
struct timeval send_tvs;
uint64_t send_sizes;
int send_active_req;
float send_bw_cumulative;
int send_bw_count;
uint64_t send_byte;
bool runSend;
bool use_gdr_read;
int sliceSteps;
struct ibtestProxyArgs args;
ncclResult_t connect(char* ip, uint16_t port) {
inet_pton(AF_INET, ip, &netConnectAddr.sin_addr);
if (port)
netConnectAddr.sin_port = htons(port);
else
netConnectAddr.sin_port = htons(23456);
netConnectAddr.sin_family = AF_INET;
printf("Connecting to %s:%d\n", ip, ntohs(netConnectAddr.sin_port));
printf("GDR Read %s\n", use_gdr_read ? "enabled" : "disabled");
if (use_gdr_read) {
NCCLCHECK(ncclCudaCalloc(&sendDevBuffer, sendBuffSize, nullptr, 1));
printf("Allocated sendDevBuffer %p of %d bytes, sliceSteps %d\n",
sendDevBuffer, sendBuffSize, sliceSteps);
}
else {
NCCLCHECK(ncclCudaHostCalloc(&sendHostBuffer, sendBuffSize));
d_sendHostBuffer = sendHostBuffer;
int status[1] = {-1};
if (!move_pages(0, 1, (void **)&sendHostBuffer, NULL, status, 0))
printf("Allocated sendHostBuffer %p of %d bytes on node %d, sliceSteps %d\n",
sendHostBuffer, sendBuffSize, status[0], sliceSteps);
}
NCCLCHECK(ncclCudaHostCalloc(&sendHead, 1));
NCCLCHECK(ncclCudaHostCalloc(&sendTail, 1));
NCCLCHECK(ncclCudaHostCalloc(&sourceCycle, 1));
NCCLCHECK(ncclCudaHostCalloc(&sourceBytes, 1));
netSendDev = 0;
NCCLCHECK(ncclNetConnect(netSendDev, &netConnectAddr, &netSendComm));
if (use_gdr_read) {
NCCLCHECK(ncclNetRegMr(netSendComm, sendDevBuffer, sendBuffSize, NCCL_PTR_CUDA, &sendDevHandle));
} else {
NCCLCHECK(ncclNetRegMr(netSendComm, sendHostBuffer, sendBuffSize, NCCL_PTR_HOST, &sendHostHandle));
}
return ncclSuccess;
}
ncclResult_t teardown() {
NCCLCHECK(ncclCudaHostFree(sourceCycle));
NCCLCHECK(ncclCudaHostFree(sourceBytes));
NCCLCHECK(ncclCudaHostFree(sendHead));
NCCLCHECK(ncclCudaHostFree(sendTail));
if (use_gdr_read) {
NCCLCHECK(ncclNetDeregMr(netSendComm, sendDevHandle));
CUDACHECK(hipFree(sendDevBuffer));
} else {
NCCLCHECK(ncclNetDeregMr(netSendComm, sendHostHandle));
NCCLCHECK(ncclCudaHostFree(sendHostBuffer));
}
NCCLCHECK(ncclNetCloseSend(netSendComm));
return ncclSuccess;
}
public:
sendChannel(int id, bool gdr_read, char* ip, uint16_t port) : sendrecvChannel(id), use_gdr_read(gdr_read) {
sendBuffSize = DEFAULT_BUFFSIZE;
sliceSteps = SLICE_STEPS;
connect(ip, port);
}
~sendChannel() {
teardown();
}
bool netProxy() {
char* localBuff = use_gdr_read ? sendDevBuffer : sendHostBuffer;
void* mhandle = use_gdr_read ? sendDevHandle : sendHostHandle;
int stepSize = sendBuffSize / NCCL_STEPS;
int sliceSize = stepSize * args.sliceSteps;
if (!runSend) return runSend;
if (args.head < args.end) {
if (args.tail < args.end && args.tail < args.head + NCCL_STEPS) {
if (args.tail < LOAD(sendHead)) {
int buffSlot = args.tail%NCCL_STEPS;
NCCLCHECK(ncclNetIsend(netSendComm, localBuff+buffSlot*stepSize, sliceSize, mhandle, args.requests+buffSlot));
if (args.requests[buffSlot] != NULL) {
if (send_active_req == 0) {
gettimeofday(&send_tvs, NULL);
send_sizes = 0;
}
send_active_req ++;
send_sizes += sliceSize;
send_byte += sliceSize;
__sync_synchronize();
args.tail += args.sliceSteps;
args.idle = 0;
}
}
}
if (args.head < args.tail) {
int done;
int buffSlot = args.head%NCCL_STEPS;
NCCLCHECK(ncclNetTest(args.requests[buffSlot], &done, NULL));
if (done) {
send_active_req --;
if (send_active_req == 0) {
struct timeval tv;
gettimeofday(&tv, NULL);
send_bw_cumulative += (float)send_sizes/((tv.tv_sec - send_tvs.tv_sec)*1000*1000 + tv.tv_usec - send_tvs.tv_usec)/1000.0;
send_bw_count ++;
}
args.head += args.sliceSteps;
STORE(sendTail, args.head);
args.idle = 0;
}
}
}
else
runSend = false;
return runSend;
}
void launchKernel(uint64_t end) {
*sendHead = 0; *sendTail = 0; *sourceCycle = 0; *sourceBytes = 0;
send_sizes = 0; send_bw_cumulative = 0; send_bw_count =0; send_byte = 0;
memset(&args, 0, sizeof(struct ibtestProxyArgs));
args.head = 0;
args.tail = 0;
args.end = end;
args.sliceSteps = SLICE_STEPS;
hipLaunchKernelGGL(DataSourceKernel, dim3(1, 1, 1), dim3(256, 1, 1), 0, stream,
end, (Pack128 *)(use_gdr_read ? sendDevBuffer : d_sendHostBuffer), sendHead, sendTail, sourceCycle, sourceBytes);
runSend = true;
}
void printProgress(uint64_t total_time) {
if (send_byte) printf("# Send[%d] %3ld%% %6.2f GB/s (%ld bytes %ld us) Proxy %6.2f GB/s (%d mmts) Kernel %6.2f GB/s (%ld bytes)\n",
id, args.head*100/args.end, (total_time) ? (double)send_byte/total_time/1000.0 : 0,
send_byte, total_time, send_bw_count ? (float)send_bw_cumulative/send_bw_count : 0, send_bw_count,
*sourceCycle ? (double)(*sourceBytes)*sizeof(Pack128)/((double)(*sourceCycle)/VEGA_GPU_RTC_FREQUENCY*1.0E9) : 0, *sourceBytes*sizeof(Pack128));
}
};
class recvChannel : public sendrecvChannel {
private:
struct sockaddr_in netListenAddr;
void* netListenComm;
void* netRecvComm;
int netRecvDev;
char *recvDevBuffer;
char *recvHostBuffer, *d_recvHostBuffer;
void *recvDevHandle;
void *recvHostHandle;
int recvBuffSize;
uint64_t *recvHead, *recvTail, *recvErrorCount, *sinkCycle, *sinkBytes;
struct timeval recv_tvs;
uint64_t recv_sizes;
int recv_active_req;
float recv_bw_cumulative;
int recv_bw_count;
uint64_t recv_byte;
bool runRecv;
bool use_gdr_write;
int sliceSteps;
struct ibtestProxyArgs args;
ncclResult_t listen() {
printf("GDR Write %s\n", use_gdr_write ? "enabled" : "disabled");
if (use_gdr_write) {
NCCLCHECK(ncclCudaCalloc(&recvDevBuffer, recvBuffSize, nullptr, 1));
printf("Allocated recvDevBuffer %p of %d bytes, sliceSteps %d\n",
recvDevBuffer, recvBuffSize, sliceSteps);
}
else {
NCCLCHECK(ncclCudaHostCalloc(&recvHostBuffer, recvBuffSize));
d_recvHostBuffer = recvHostBuffer;
int status[1] = {-1};
if (!move_pages(0, 1, (void **)&recvHostBuffer, NULL, status, 0))
printf("Allocated recvHostBuffer %p of %d bytes on node %d, sliceSteps %d\n",
recvHostBuffer, recvBuffSize, status[0], sliceSteps);
}
NCCLCHECK(ncclCudaHostCalloc(&recvHead, 1));
NCCLCHECK(ncclCudaHostCalloc(&recvTail, 1));
NCCLCHECK(ncclCudaHostCalloc(&recvErrorCount, 1));
NCCLCHECK(ncclCudaHostCalloc(&sinkCycle, 1));
NCCLCHECK(ncclCudaHostCalloc(&sinkBytes, 1));
netRecvDev = 0;
NCCLCHECK(ncclNetListen(netRecvDev, (void *)&netListenAddr, &netListenComm));
char ip[INET_ADDRSTRLEN];
uint16_t port;
inet_ntop(AF_INET, &netListenAddr.sin_addr, ip, sizeof(ip));
port = htons(netListenAddr.sin_port);
printf("Listening on socket %s:%d\n", ip, port);
NCCLCHECK(ncclNetAccept(netListenComm, &netRecvComm));
NCCLCHECK(ncclNetCloseListen(netListenComm));
if (use_gdr_write) {
NCCLCHECK(ncclNetRegMr(netRecvComm, recvDevBuffer, recvBuffSize, NCCL_PTR_CUDA, &recvDevHandle));
} else {
NCCLCHECK(ncclNetRegMr(netRecvComm, recvHostBuffer, recvBuffSize, NCCL_PTR_HOST, &recvHostHandle));
}
return ncclSuccess;
}
ncclResult_t teardown() {
NCCLCHECK(ncclCudaHostFree(sinkCycle));
NCCLCHECK(ncclCudaHostFree(sinkBytes));
NCCLCHECK(ncclCudaHostFree(recvErrorCount));
NCCLCHECK(ncclCudaHostFree(recvHead));
NCCLCHECK(ncclCudaHostFree(recvTail));
if (use_gdr_write) {
NCCLCHECK(ncclNetDeregMr(netRecvComm, recvDevHandle));
CUDACHECK(hipFree(recvDevBuffer));
} else {
NCCLCHECK(ncclNetDeregMr(netRecvComm, recvHostHandle));
NCCLCHECK(ncclCudaHostFree(recvHostBuffer));
}
NCCLCHECK(ncclNetCloseRecv(netRecvComm));
return ncclSuccess;
}
public:
recvChannel(int id, bool gdr_write) : sendrecvChannel(id), use_gdr_write(gdr_write) {
recvBuffSize = DEFAULT_BUFFSIZE;
sliceSteps = SLICE_STEPS;
listen();
}
~recvChannel() {
teardown();
}
bool netProxy() {
char* localBuff = use_gdr_write ? recvDevBuffer : recvHostBuffer;
void* mhandle = use_gdr_write ? recvDevHandle : recvHostHandle;
int stepSize = recvBuffSize / NCCL_STEPS;
if (!runRecv) return runRecv;
if (args.head < args.end) {
if ((args.tail < args.head + NCCL_STEPS) && (args.tail < LOAD(recvTail) + NCCL_STEPS) && (args.tail < args.end)) {
int buffSlot = args.tail%NCCL_STEPS;
int sliceSize = stepSize * args.sliceSteps;
NCCLCHECK(ncclNetIrecv(netRecvComm, localBuff+buffSlot*stepSize, sliceSize, mhandle, args.requests+buffSlot));
if (args.requests[buffSlot] != NULL) {
if (recv_active_req == 0) {
gettimeofday(&recv_tvs, NULL);
recv_sizes = 0;
}
recv_active_req ++;
args.tail += args.sliceSteps;
args.idle = 0;
}
}
if (args.tail > args.head) {
int buffSlot = args.head%NCCL_STEPS;
int done, size;
NCCLCHECK(ncclNetTest(args.requests[buffSlot], &done, &size));
if (done) {
recv_active_req --;
recv_sizes += size;
if (recv_active_req == 0) {
struct timeval tv;
gettimeofday(&tv, NULL);
recv_bw_cumulative += (float)recv_sizes/((tv.tv_sec - recv_tvs.tv_sec)*1000*1000 + tv.tv_usec - recv_tvs.tv_usec)/1000.0;
recv_bw_count ++;
}
args.head += args.sliceSteps;
recv_byte += size;
NCCLCHECK(ncclNetIflush(netRecvComm, localBuff+buffSlot*stepSize, size, mhandle, args.requests+buffSlot));
STORE(recvHead, args.head);
args.idle = 0;
}
}
} else {
runRecv = false;
}
return runRecv;
}
void launchKernel(uint64_t end) {
*recvHead = 0; *recvTail = 0; *recvErrorCount = 0; *sinkCycle = 0, *sinkBytes = 0;
recv_sizes = 0; recv_bw_cumulative = 0; recv_bw_count =0; recv_byte = 0;
memset(&args, 0, sizeof(struct ibtestProxyArgs));
args.head = 0;
args.tail = 0;
args.end = end;
args.sliceSteps = SLICE_STEPS;
hipLaunchKernelGGL(DataSinkKernel, dim3(1, 1, 1), dim3(256, 1, 1), 0, stream,
end, (Pack128 *)(use_gdr_write ? recvDevBuffer : d_recvHostBuffer), recvHead, recvTail, recvErrorCount, sinkCycle, sinkBytes);
runRecv = true;
}
void printProgress(uint64_t total_time) {
if (recv_byte) printf("# Recv[%d] %3ld%% %6.2f GB/s (%ld bytes %ld us) Proxy %6.2f GB/s (%d mmts) Kernel %6.2f GB/s (%ld bytes) Errors %ld\n",
id, args.head*100/args.end, (total_time) ? (double)recv_byte/total_time/1000.0 : 0,
recv_byte, total_time, recv_bw_count ? (float)recv_bw_cumulative/recv_bw_count : 0, recv_bw_count,
*sinkCycle ? (double)(*sinkBytes)*sizeof(Pack128)/((double)(*sinkCycle)/VEGA_GPU_RTC_FREQUENCY*1.0E9) : 0, *sinkBytes*sizeof(Pack128),
*recvErrorCount);
}
};
#define FOR_EACH \
for (std::list<sendrecvChannel*>::iterator it = sendrecvChans.begin(); it != sendrecvChans.end(); it++)
int main(int argc,char* argv[])
{
struct ncclComm *comm;
bool isSource;
bool use_gdr_read = false, use_gdr_write = true;
int port;
std::list<sendrecvChannel*> sendrecvChans;
int nc = 1;
uint64_t iterations = 1;
NCCLCHECK(initNet());
int ndev;
NCCLCHECK(ncclNetDevices(&ndev));
if (ndev == 0) {
printf("No IB devices found.\n");
return 0;
}
else
printf("Found %d IB devices\n", ndev);
char *gpu = getCmdOption(argv, argv + argc, "-g");
if (gpu) {
printf("Select GPU %s\n", gpu);
CUDACHECK(hipSetDevice(atol(gpu)));
}
char *c = getCmdOption(argv, argv + argc, "-c");
if (c) {
printf("Number of channels %s\n", c);
nc = atol(c);
}
char *iters = getCmdOption(argv, argv + argc, "-i");
if (iters) {
iterations = atol(iters);
printf("Running %ld iterations\n", iterations);
}
char *gdr_read = getCmdOption(argv, argv + argc, "-r");
if (gdr_read) {
use_gdr_read = atol(gdr_read);
}
char *gdr_write = getCmdOption(argv, argv + argc, "-w");
if (gdr_write) {
use_gdr_write = atol(gdr_write);
}
char *node = getCmdOption(argv, argv + argc, "-n");
if (node) {
#if 0
unsigned long nodemask = 1;
nodemask <<= atol(node);
set_mempolicy(MPOL_PREFERRED, (const unsigned long*)&nodemask, 16);
printf("Select node %s for preferred memory allocation\n", node);
#else
int ret = numa_run_on_node(atol(node));
if (ret != 0)
printf("Failed to run on numa node %s\n", node);
else
printf("thread is set to run on numa node %ld\n", atol(node));
#endif
}
if (cmdOptionExists(argv, argv + argc, "-d")) {
char *ip = getCmdOption(argv, argv + argc, "-d");
char *p = getCmdOption(argv, argv + argc, "-p");
uint16_t port = 23456;
if (p) port = atol(p);
for (int i = 0; i < nc; i++) sendrecvChans.push_back(new sendChannel(i, use_gdr_read, ip, port++));
isSource = true;
} else {
for (int i = 0; i < nc; i++) sendrecvChans.push_back(new recvChannel(i, use_gdr_write));
isSource = false;
}
printf("Running warm up...");
FOR_EACH (*it)->launchKernel(NCCL_STEPS);
bool run;
do {
run = false;
FOR_EACH run |= (*it)->netProxy();
} while (run);
CUDACHECK(hipDeviceSynchronize());
printf("completed\n");
// reset all counters after warm up cycle
FOR_EACH (*it)->launchKernel(NCCL_STEPS*iterations*DEFAULT_CYCLES);
struct timeval tv_start, tv_end, tv_prev;
gettimeofday(&tv_start, NULL);
gettimeofday(&tv_prev, NULL);
do {
run = false;
FOR_EACH run |= (*it)->netProxy();
gettimeofday(&tv_end, NULL);
uint64_t timelap = ((uint64_t)(tv_end.tv_sec - tv_prev.tv_sec)*1000*1000 + tv_end.tv_usec - tv_prev.tv_usec);
if (timelap > 100000UL) {
uint64_t total_time = ((uint64_t)(tv_end.tv_sec - tv_start.tv_sec)*1000*1000 + tv_end.tv_usec - tv_start.tv_usec);
FOR_EACH (*it)->printProgress(total_time);
gettimeofday(&tv_prev, NULL);
}
} while (run);
CUDACHECK(hipDeviceSynchronize());
gettimeofday(&tv_end, NULL);
uint64_t total_time = ((uint64_t)(tv_end.tv_sec - tv_start.tv_sec)*1000*1000 + tv_end.tv_usec - tv_start.tv_usec);
FOR_EACH (*it)->printProgress(total_time);
FOR_EACH delete *it;
return 0;
}
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