/* Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions * are met: * * Redistributions of source code must retain the above copyright * notice, this list of conditions and the following disclaimer. * * Redistributions in binary form must reproduce the above copyright * notice, this list of conditions and the following disclaimer in the * documentation and/or other materials provided with the distribution. * * Neither the name of NVIDIA CORPORATION nor the names of its * contributors may be used to endorse or promote products derived * from this software without specific prior written permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS ``AS IS'' AND ANY * EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR * PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR * CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, * EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, * PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR * PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY * OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. */ /* * This sample demonstrates Inter Process Communication * using one process per GPU for computation. */ #include #include #include #include "helper_cuda.h" #include "helper_multiprocess.h" static const char shmName[] = "simpleIPCshm"; // For direct NVLINK and PCI-E peers, at max 8 simultaneous peers are allowed // For NVSWITCH connected peers like DGX-2, simultaneous peers are not limited // in the same way. #define MAX_DEVICES (32) #define DATA_SIZE (64ULL << 20ULL) // 64MB #if defined(__linux__) #define cpu_atomic_add32(a, x) __sync_add_and_fetch(a, x) #elif defined(WIN32) || defined(_WIN32) || defined(WIN64) || defined(_WIN64) #define cpu_atomic_add32(a, x) InterlockedAdd((volatile LONG *)a, x) #else #error Unsupported system #endif typedef struct shmStruct_st { size_t nprocesses; int barrier; int sense; int devices[MAX_DEVICES]; cudaIpcMemHandle_t memHandle[MAX_DEVICES]; cudaIpcEventHandle_t eventHandle[MAX_DEVICES]; } shmStruct; __global__ void simpleKernel(char *ptr, int sz, char val) { int idx = blockIdx.x * blockDim.x + threadIdx.x; for (; idx < sz; idx += (gridDim.x * blockDim.x)) { ptr[idx] = val; } } static void barrierWait(volatile int *barrier, volatile int *sense, unsigned int n) { int count; // Check-in count = cpu_atomic_add32(barrier, 1); if (count == n) // Last one in *sense = 1; while (!*sense) ; // Check-out count = cpu_atomic_add32(barrier, -1); if (count == 0) // Last one out *sense = 0; while (*sense) ; } static void childProcess(int id) { volatile shmStruct *shm = NULL; cudaStream_t stream; sharedMemoryInfo info; size_t procCount, i; int blocks = 0; int threads = 128; cudaDeviceProp prop; std::vector ptrs; std::vector events; std::vector verification_buffer(DATA_SIZE); if (sharedMemoryOpen(shmName, sizeof(shmStruct), &info) != 0) { printf("Failed to create shared memory slab\n"); exit(EXIT_FAILURE); } shm = (volatile shmStruct *)info.addr; procCount = shm->nprocesses; printf("Process %d: Starting on device %d...\n", id, shm->devices[id]); checkCudaErrors(cudaSetDevice(shm->devices[id])); checkCudaErrors(cudaGetDeviceProperties(&prop, shm->devices[id])); checkCudaErrors(cudaStreamCreateWithFlags(&stream, cudaStreamNonBlocking)); checkCudaErrors(cudaOccupancyMaxActiveBlocksPerMultiprocessor( &blocks, simpleKernel, threads, 0)); blocks *= prop.multiProcessorCount; // Open and track all the allocations and events created in the master // process for use later for (i = 0; i < procCount; i++) { void *ptr = NULL; cudaEvent_t event; // Notice, we don't need to explicitly enable peer access for // allocations on other devices. checkCudaErrors( cudaIpcOpenMemHandle(&ptr, *(cudaIpcMemHandle_t *)&shm->memHandle[i], cudaIpcMemLazyEnablePeerAccess)); checkCudaErrors(cudaIpcOpenEventHandle( &event, *(cudaIpcEventHandle_t *)&shm->eventHandle[i])); ptrs.push_back(ptr); events.push_back(event); } // At each iteration of the loop, each sibling process will push work on // their respective devices accessing the next peer mapped buffer allocated // by the master process (these can come from other sibling processes as // well). To coordinate each process' access, we force the stream to wait for // the work already accessing this buffer asynchronously through IPC events, // allowing the CPU processes to continue to queue more work. for (i = 0; i < procCount; i++) { size_t bufferId = (i + id) % procCount; // Wait for the buffer to be accessed to be ready checkCudaErrors(cudaStreamWaitEvent(stream, events[bufferId], 0)); // Push a simple kernel on it simpleKernel<<>>((char *)ptrs[bufferId], DATA_SIZE, id); checkCudaErrors(cudaGetLastError()); // Signal that this buffer is ready for the next consumer checkCudaErrors(cudaEventRecord(events[bufferId], stream)); // Wait for all my sibling processes to push this stage of their work // before proceeding to the next. This prevents siblings from racing // ahead and clobbering the recorded event or waiting on the wrong // recorded event. barrierWait(&shm->barrier, &shm->sense, (unsigned int)procCount); if (id == 0) { printf("Step %lld done\n", (unsigned long long)i); } } // Now wait for my buffer to be ready so I can copy it locally and verify it checkCudaErrors(cudaStreamWaitEvent(stream, events[id], 0)); checkCudaErrors(cudaMemcpyAsync(&verification_buffer[0], ptrs[id], DATA_SIZE, cudaMemcpyDeviceToHost, stream)); // And wait for all the queued up work to complete checkCudaErrors(cudaStreamSynchronize(stream)); printf("Process %d: verifying...\n", id); // The contents should have the id of the sibling just after me char compareId = (char)((id + 1) % procCount); for (unsigned long long j = 0; j < DATA_SIZE; j++) { if (verification_buffer[j] != compareId) { printf("Process %d: Verification mismatch at %lld: %d != %d\n", id, j, (int)verification_buffer[j], (int)compareId); } } // Clean up! for (i = 0; i < procCount; i++) { checkCudaErrors(cudaIpcCloseMemHandle(ptrs[i])); checkCudaErrors(cudaEventDestroy(events[i])); } checkCudaErrors(cudaStreamDestroy(stream)); printf("Process %d complete!\n", id); } static void parentProcess(char *app) { sharedMemoryInfo info; int devCount, i; volatile shmStruct *shm = NULL; std::vector ptrs; std::vector events; std::vector processes; checkCudaErrors(cudaGetDeviceCount(&devCount)); if (sharedMemoryCreate(shmName, sizeof(*shm), &info) != 0) { printf("Failed to create shared memory slab\n"); exit(EXIT_FAILURE); } shm = (volatile shmStruct *)info.addr; memset((void *)shm, 0, sizeof(*shm)); // Pick all the devices that can access each other's memory for this test // Keep in mind that CUDA has minimal support for fork() without a // corresponding exec() in the child process, but in this case our // spawnProcess will always exec, so no need to worry. for (i = 0; i < devCount; i++) { bool allPeers = true; cudaDeviceProp prop; checkCudaErrors(cudaGetDeviceProperties(&prop, i)); // CUDA IPC is only supported on devices with unified addressing if (!prop.unifiedAddressing) { printf("Device %d does not support unified addressing, skipping...\n", i); continue; } // This sample requires two processes accessing each device, so we need // to ensure exclusive or prohibited mode is not set if (prop.computeMode != cudaComputeModeDefault) { printf("Device %d is in an unsupported compute mode for this sample\n", i); continue; } #if defined(WIN32) || defined(_WIN32) || defined(WIN64) || defined(_WIN64) // CUDA IPC on Windows is only supported on TCC if (!prop.tccDriver) { printf("Device %d is not in TCC mode\n", i); continue; } #endif for (int j = 0; j < shm->nprocesses; j++) { int canAccessPeerIJ, canAccessPeerJI; checkCudaErrors( cudaDeviceCanAccessPeer(&canAccessPeerJI, shm->devices[j], i)); checkCudaErrors( cudaDeviceCanAccessPeer(&canAccessPeerIJ, i, shm->devices[j])); if (!canAccessPeerIJ || !canAccessPeerJI) { allPeers = false; break; } } if (allPeers) { // Enable peers here. This isn't necessary for IPC, but it will // setup the peers for the device. For systems that only allow 8 // peers per GPU at a time, this acts to remove devices from CanAccessPeer for (int j = 0; j < shm->nprocesses; j++) { checkCudaErrors(cudaSetDevice(i)); checkCudaErrors(cudaDeviceEnablePeerAccess(shm->devices[j], 0)); checkCudaErrors(cudaSetDevice(shm->devices[j])); checkCudaErrors(cudaDeviceEnablePeerAccess(i, 0)); } shm->devices[shm->nprocesses++] = i; if (shm->nprocesses >= MAX_DEVICES) break; } else { printf( "Device %d is not peer capable with some other selected peers, " "skipping\n", i); } } if (shm->nprocesses == 0) { printf("No CUDA devices support IPC\n"); exit(EXIT_WAIVED); } // Now allocate memory and an event for each process and fill the shared // memory buffer with the IPC handles to communicate for (i = 0; i < shm->nprocesses; i++) { void *ptr = NULL; cudaEvent_t event; checkCudaErrors(cudaSetDevice(shm->devices[i])); checkCudaErrors(cudaMalloc(&ptr, DATA_SIZE)); checkCudaErrors( cudaIpcGetMemHandle((cudaIpcMemHandle_t *)&shm->memHandle[i], ptr)); checkCudaErrors(cudaEventCreate( &event, cudaEventDisableTiming | cudaEventInterprocess)); checkCudaErrors(cudaIpcGetEventHandle( (cudaIpcEventHandle_t *)&shm->eventHandle[i], event)); ptrs.push_back(ptr); events.push_back(event); } // Launch the child processes! for (i = 0; i < shm->nprocesses; i++) { char devIdx[10]; char *const args[] = {app, devIdx, NULL}; Process process; SPRINTF(devIdx, "%d", i); if (spawnProcess(&process, app, args)) { printf("Failed to create process\n"); exit(EXIT_FAILURE); } processes.push_back(process); } // And wait for them to finish for (i = 0; i < processes.size(); i++) { if (waitProcess(&processes[i]) != EXIT_SUCCESS) { printf("Process %d failed!\n", i); exit(EXIT_FAILURE); } } // Clean up! for (i = 0; i < shm->nprocesses; i++) { checkCudaErrors(cudaSetDevice(shm->devices[i])); checkCudaErrors(cudaEventSynchronize(events[i])); checkCudaErrors(cudaEventDestroy(events[i])); checkCudaErrors(cudaFree(ptrs[i])); } sharedMemoryClose(&info); } int main(int argc, char **argv) { #if defined(__arm__) || defined(__aarch64__) printf("Not supported on ARM\n"); return EXIT_WAIVED; #else if (argc == 1) { parentProcess(argv[0]); } else { childProcess(atoi(argv[1])); } return EXIT_SUCCESS; #endif }