1 #include <petsc/private/cpp/memory.hpp> // make_unique 2 3 #include "cupmdevice.hpp" 4 5 #include <algorithm> 6 #include <csetjmp> // for cuda mpi awareness 7 #include <csignal> // SIGSEGV 8 #include <iterator> 9 #include <type_traits> 10 11 namespace Petsc 12 { 13 14 namespace device 15 { 16 17 namespace cupm 18 { 19 20 // internal "impls" class for CUPMDevice. Each instance represents a single cupm device 21 template <DeviceType T> 22 class Device<T>::DeviceInternal { 23 const int id_; 24 bool devInitialized_ = false; 25 cupmDeviceProp_t dprop_{}; // cudaDeviceProp appears to be an actual struct, i.e. you can't 26 // initialize it with nullptr or NULL (i've tried) 27 28 static PetscErrorCode CUPMAwareMPI_(bool *) noexcept; 29 30 public: 31 // default constructor 32 explicit constexpr DeviceInternal(int dev) noexcept : id_(dev) { } 33 34 // gather all relevant information for a particular device, a cupmDeviceProp_t is 35 // usually sufficient here 36 PetscErrorCode initialize() noexcept; 37 PetscErrorCode configure() noexcept; 38 PetscErrorCode view(PetscViewer) const noexcept; 39 PetscErrorCode getattribute(PetscDeviceAttribute, void *) const noexcept; 40 41 PETSC_NODISCARD auto id() const -> decltype(id_) { return id_; } 42 PETSC_NODISCARD auto initialized() const -> decltype(devInitialized_) { return devInitialized_; } 43 PETSC_NODISCARD auto prop() const -> const decltype(dprop_) & { return dprop_; } 44 }; 45 46 // the goal here is simply to get the cupm backend to create its context, not to do any type of 47 // modification of it, or create objects (since these may be affected by subsequent 48 // configuration changes) 49 template <DeviceType T> 50 PetscErrorCode Device<T>::DeviceInternal::initialize() noexcept 51 { 52 PetscFunctionBegin; 53 if (initialized()) PetscFunctionReturn(PETSC_SUCCESS); 54 devInitialized_ = true; 55 // need to do this BEFORE device has been set, although if the user 56 // has already done this then we just ignore it 57 if (cupmSetDeviceFlags(cupmDeviceMapHost) == cupmErrorSetOnActiveProcess) { 58 // reset the error if it was cupmErrorSetOnActiveProcess 59 const auto PETSC_UNUSED unused = cupmGetLastError(); 60 } else PetscCallCUPM(cupmGetLastError()); 61 // cuda 5.0+ will create a context when cupmSetDevice is called 62 if (cupmSetDevice(id()) != cupmErrorDeviceAlreadyInUse) PetscCallCUPM(cupmGetLastError()); 63 // and in case it doesn't, explicitly call init here 64 PetscCallCUPM(cupmInit(0)); 65 // where is this variable defined and when is it set? who knows! but it is defined and set 66 // at this point. either way, each device must make this check since I guess MPI might not be 67 // aware of all of them? 68 if (use_gpu_aware_mpi) { 69 bool aware; 70 71 PetscCall(CUPMAwareMPI_(&aware)); 72 // For Open MPI, we could do a compile time check with 73 // "defined(PETSC_HAVE_OPENMPI) && defined(MPIX_CUDA_AWARE_SUPPORT) && 74 // MPIX_CUDA_AWARE_SUPPORT" to see if it is CUDA-aware. However, recent versions of IBM 75 // Spectrum MPI (e.g., 10.3.1) on Summit meet above conditions, but one has to use jsrun 76 // --smpiargs=-gpu to really enable GPU-aware MPI. So we do the check at runtime with a 77 // code that works only with GPU-aware MPI. 78 if (PetscUnlikely(!aware)) { 79 PetscCall((*PetscErrorPrintf)("PETSc is configured with GPU support, but your MPI is not GPU-aware. For better performance, please use a GPU-aware MPI.\n")); 80 PetscCall((*PetscErrorPrintf)("If you do not care, add option -use_gpu_aware_mpi 0. To not see the message again, add the option to your .petscrc, OR add it to the env var PETSC_OPTIONS.\n")); 81 PetscCall((*PetscErrorPrintf)("If you do care, for IBM Spectrum MPI on OLCF Summit, you may need jsrun --smpiargs=-gpu.\n")); 82 PetscCall((*PetscErrorPrintf)("For Open MPI, you need to configure it --with-cuda (https://www.open-mpi.org/faq/?category=buildcuda)\n")); 83 PetscCall((*PetscErrorPrintf)("For MVAPICH2-GDR, you need to set MV2_USE_CUDA=1 (http://mvapich.cse.ohio-state.edu/userguide/gdr/)\n")); 84 PetscCall((*PetscErrorPrintf)("For Cray-MPICH, you need to set MPICH_GPU_SUPPORT_ENABLED=1 (man mpi to see manual of cray-mpich)\n")); 85 PETSCABORT(PETSC_COMM_SELF, PETSC_ERR_LIB); 86 } 87 } 88 PetscFunctionReturn(PETSC_SUCCESS); 89 } 90 91 template <DeviceType T> 92 PetscErrorCode Device<T>::DeviceInternal::configure() noexcept 93 { 94 PetscFunctionBegin; 95 PetscAssert(initialized(), PETSC_COMM_SELF, PETSC_ERR_COR, "Device %d being configured before it was initialized", id()); 96 // why on EARTH nvidia insists on making otherwise informational states into 97 // fully-fledged error codes is beyond me. Why couldn't a pointer to bool argument have 98 // sufficed?!?!?! 99 if (cupmSetDevice(id_) != cupmErrorDeviceAlreadyInUse) PetscCallCUPM(cupmGetLastError()); 100 // need to update the device properties 101 PetscCallCUPM(cupmGetDeviceProperties(&dprop_, id_)); 102 PetscDeviceCUPMRuntimeArch = dprop_.major * 10 + dprop_.minor; 103 PetscCall(PetscInfo(nullptr, "Configured device %d\n", id_)); 104 PetscFunctionReturn(PETSC_SUCCESS); 105 } 106 107 template <DeviceType T> 108 PetscErrorCode Device<T>::DeviceInternal::view(PetscViewer viewer) const noexcept 109 { 110 PetscBool isascii; 111 112 PetscFunctionBegin; 113 PetscAssert(initialized(), PETSC_COMM_SELF, PETSC_ERR_COR, "Device %d being viewed before it was initialized or configured", id()); 114 // we don't print device-specific info in CI-mode 115 if (PetscUnlikely(PetscCIEnabled)) PetscFunctionReturn(PETSC_SUCCESS); 116 PetscCall(PetscObjectTypeCompare(PetscObjectCast(viewer), PETSCVIEWERASCII, &isascii)); 117 if (isascii) { 118 MPI_Comm comm; 119 PetscMPIInt rank; 120 PetscViewer sviewer; 121 122 int clock, memclock; 123 PetscCallCUPM(cupmDeviceGetAttribute(&clock, cupmDevAttrClockRate, id_)); 124 PetscCallCUPM(cupmDeviceGetAttribute(&memclock, cupmDevAttrMemoryClockRate, id_)); 125 126 PetscCall(PetscObjectGetComm(PetscObjectCast(viewer), &comm)); 127 PetscCallMPI(MPI_Comm_rank(comm, &rank)); 128 PetscCall(PetscViewerGetSubViewer(viewer, PETSC_COMM_SELF, &sviewer)); 129 PetscCall(PetscViewerASCIIPrintf(sviewer, "[%d] name: %s\n", rank, dprop_.name)); 130 PetscCall(PetscViewerASCIIPushTab(sviewer)); 131 PetscCall(PetscViewerASCIIPrintf(sviewer, "Compute capability: %d.%d\n", dprop_.major, dprop_.minor)); 132 PetscCall(PetscViewerASCIIPrintf(sviewer, "Multiprocessor Count: %d\n", dprop_.multiProcessorCount)); 133 PetscCall(PetscViewerASCIIPrintf(sviewer, "Maximum Grid Dimensions: %d x %d x %d\n", dprop_.maxGridSize[0], dprop_.maxGridSize[1], dprop_.maxGridSize[2])); 134 PetscCall(PetscViewerASCIIPrintf(sviewer, "Maximum Block Dimensions: %d x %d x %d\n", dprop_.maxThreadsDim[0], dprop_.maxThreadsDim[1], dprop_.maxThreadsDim[2])); 135 PetscCall(PetscViewerASCIIPrintf(sviewer, "Maximum Threads Per Block: %d\n", dprop_.maxThreadsPerBlock)); 136 PetscCall(PetscViewerASCIIPrintf(sviewer, "Warp Size: %d\n", dprop_.warpSize)); 137 PetscCall(PetscViewerASCIIPrintf(sviewer, "Total Global Memory (bytes): %zu\n", dprop_.totalGlobalMem)); 138 PetscCall(PetscViewerASCIIPrintf(sviewer, "Total Constant Memory (bytes): %zu\n", dprop_.totalConstMem)); 139 PetscCall(PetscViewerASCIIPrintf(sviewer, "Shared Memory Per Block (bytes): %zu\n", dprop_.sharedMemPerBlock)); 140 PetscCall(PetscViewerASCIIPrintf(sviewer, "Multiprocessor Clock Rate (kHz): %d\n", clock)); 141 PetscCall(PetscViewerASCIIPrintf(sviewer, "Memory Clock Rate (kHz): %d\n", memclock)); 142 PetscCall(PetscViewerASCIIPrintf(sviewer, "Memory Bus Width (bits): %d\n", dprop_.memoryBusWidth)); 143 PetscCall(PetscViewerASCIIPrintf(sviewer, "Peak Memory Bandwidth (GB/s): %f\n", 2.0 * memclock * (dprop_.memoryBusWidth / 8) / 1.0e6)); 144 PetscCall(PetscViewerASCIIPrintf(sviewer, "Can map host memory: %s\n", dprop_.canMapHostMemory ? "PETSC_TRUE" : "PETSC_FALSE")); 145 PetscCall(PetscViewerASCIIPrintf(sviewer, "Can execute multiple kernels concurrently: %s\n", dprop_.concurrentKernels ? "PETSC_TRUE" : "PETSC_FALSE")); 146 PetscCall(PetscViewerASCIIPopTab(sviewer)); 147 PetscCall(PetscViewerRestoreSubViewer(viewer, PETSC_COMM_SELF, &sviewer)); 148 } 149 PetscFunctionReturn(PETSC_SUCCESS); 150 } 151 152 template <DeviceType T> 153 PetscErrorCode Device<T>::DeviceInternal::getattribute(PetscDeviceAttribute attr, void *value) const noexcept 154 { 155 PetscFunctionBegin; 156 PetscAssert(initialized(), PETSC_COMM_SELF, PETSC_ERR_COR, "Device %d was not initialized", id()); 157 switch (attr) { 158 case PETSC_DEVICE_ATTR_SIZE_T_SHARED_MEM_PER_BLOCK: 159 *static_cast<std::size_t *>(value) = prop().sharedMemPerBlock; 160 case PETSC_DEVICE_ATTR_MAX: 161 break; 162 } 163 PetscFunctionReturn(PETSC_SUCCESS); 164 } 165 166 static std::jmp_buf cupmMPIAwareJumpBuffer; 167 static bool cupmMPIAwareJumpBufferSet; 168 169 // godspeed to anyone that attempts to call this function 170 void SilenceVariableIsNotNeededAndWillNotBeEmittedWarning_ThisFunctionShouldNeverBeCalled() 171 { 172 PETSCABORT(MPI_COMM_NULL, (PetscErrorCode)INT_MAX); 173 if (cupmMPIAwareJumpBufferSet) (void)cupmMPIAwareJumpBuffer; 174 } 175 176 template <DeviceType T> 177 PetscErrorCode Device<T>::DeviceInternal::CUPMAwareMPI_(bool *awareness) noexcept 178 { 179 constexpr int hbuf[] = {1, 0}; 180 int *dbuf = nullptr; 181 const auto cupmSignalHandler = [](int signal, void *ptr) -> PetscErrorCode { 182 if ((signal == SIGSEGV) && cupmMPIAwareJumpBufferSet) std::longjmp(cupmMPIAwareJumpBuffer, 1); 183 return PetscSignalHandlerDefault(signal, ptr); 184 }; 185 186 PetscFunctionBegin; 187 *awareness = false; 188 PetscCallCUPM(cupmMalloc(reinterpret_cast<void **>(&dbuf), sizeof(hbuf))); 189 PetscCallCUPM(cupmMemcpy(dbuf, hbuf, sizeof(hbuf), cupmMemcpyHostToDevice)); 190 PetscCallCUPM(cupmDeviceSynchronize()); 191 PetscCall(PetscPushSignalHandler(cupmSignalHandler, nullptr)); 192 cupmMPIAwareJumpBufferSet = true; 193 if (!setjmp(cupmMPIAwareJumpBuffer) && !MPI_Allreduce(dbuf, dbuf + 1, 1, MPI_INT, MPI_SUM, PETSC_COMM_SELF)) *awareness = true; 194 cupmMPIAwareJumpBufferSet = false; 195 PetscCall(PetscPopSignalHandler()); 196 PetscCallCUPM(cupmFree(dbuf)); 197 PetscFunctionReturn(PETSC_SUCCESS); 198 } 199 200 template <DeviceType T> 201 PetscErrorCode Device<T>::finalize_() noexcept 202 { 203 PetscFunctionBegin; 204 if (PetscUnlikely(!initialized_)) PetscFunctionReturn(PETSC_SUCCESS); 205 for (auto &&device : devices_) device.reset(); 206 defaultDevice_ = PETSC_CUPM_DEVICE_NONE; // disabled by default 207 initialized_ = false; 208 PetscFunctionReturn(PETSC_SUCCESS); 209 } 210 211 template <DeviceType T> 212 PETSC_NODISCARD static PETSC_CONSTEXPR_14 const char *CUPM_VISIBLE_DEVICES() noexcept 213 { 214 switch (T) { 215 case DeviceType::CUDA: 216 return "CUDA_VISIBLE_DEVICES"; 217 case DeviceType::HIP: 218 return "HIP_VISIBLE_DEVICES"; 219 } 220 PetscUnreachable(); 221 return "PETSC_ERROR_PLIB"; 222 } 223 224 /* 225 The default device ID is 226 MPI -- rank % number_local_devices 227 PyTorch -- getenv("LOCAL_RANK") 228 */ 229 template <DeviceType T> 230 PetscErrorCode Device<T>::initialize(MPI_Comm comm, PetscInt *defaultDeviceId, PetscBool *defaultView, PetscDeviceInitType *defaultInitType) noexcept 231 { 232 auto initId = std::make_pair(*defaultDeviceId, PETSC_FALSE); 233 auto initView = std::make_pair(*defaultView, PETSC_FALSE); 234 auto initType = std::make_pair(*defaultInitType, PETSC_FALSE); 235 int ndev = 0; 236 237 PetscFunctionBegin; 238 if (initialized_) PetscFunctionReturn(PETSC_SUCCESS); 239 initialized_ = true; 240 PetscCall(PetscRegisterFinalize(finalize_)); 241 PetscCall(base_type::PetscOptionDeviceAll(comm, initType, initId, initView)); 242 243 if (initType.first == PETSC_DEVICE_INIT_NONE) { 244 initId.first = PETSC_CUPM_DEVICE_NONE; 245 } else if (const auto cerr = cupmGetDeviceCount(&ndev)) { 246 auto PETSC_UNUSED ignored = cupmGetLastError(); 247 248 PetscCheck((initType.first != PETSC_DEVICE_INIT_EAGER) && !initView.first, comm, PETSC_ERR_USER_INPUT, "Cannot eagerly initialize %s, as doing so results in %s error %d (%s) : %s", cupmName(), cupmName(), static_cast<PetscErrorCode>(cerr), cupmGetErrorName(cerr), cupmGetErrorString(cerr)); 249 // we won't be initializing anything anyways 250 initType.first = PETSC_DEVICE_INIT_NONE; 251 // save the error code for later 252 initId.first = -static_cast<decltype(initId.first)>(cerr); 253 } 254 255 // check again for init type, since the device count may have changed it 256 if (initType.first == PETSC_DEVICE_INIT_NONE) { 257 // id < 0 (excluding PETSC_DECIDE) indicates an error has occurred during setup 258 if ((initId.first > 0) || (initId.first == PETSC_DECIDE)) initId.first = PETSC_CUPM_DEVICE_NONE; 259 // initType overrides initView 260 initView.first = PETSC_FALSE; 261 } else { 262 PetscCall(PetscDeviceCheckDeviceCount_Internal(ndev)); 263 if (initId.first == PETSC_DECIDE) { 264 if (ndev) { 265 /* TORCHELASTIC_RUN_ID is used as a proxy to determine if the current process was launched with torchrun */ 266 char *pytorch_exists = (char *)getenv("TORCHELASTIC_RUN_ID"); 267 char *pytorch_rank = (char *)getenv("LOCAL_RANK"); 268 269 if (pytorch_exists && pytorch_rank) { 270 char *endptr; 271 272 initId.first = (PetscInt)strtol(pytorch_rank, &endptr, 10); 273 PetscCheck(initId.first < ndev, PETSC_COMM_SELF, PETSC_ERR_LIB, "PyTorch environmental variable LOCAL_RANK %s > number devices %d", pytorch_rank, ndev); 274 } else { 275 PetscMPIInt rank; 276 277 PetscCallMPI(MPI_Comm_rank(comm, &rank)); 278 initId.first = rank % ndev; 279 } 280 } else initId.first = 0; 281 } 282 if (initView.first) initType.first = PETSC_DEVICE_INIT_EAGER; 283 } 284 285 static_assert(std::is_same<PetscMPIInt, decltype(defaultDevice_)>::value, ""); 286 // initId.first is PetscInt, _defaultDevice is int 287 PetscCall(PetscMPIIntCast(initId.first, &defaultDevice_)); 288 // record the results of the initialization 289 *defaultDeviceId = initId.first; 290 *defaultView = initView.first; 291 *defaultInitType = initType.first; 292 PetscFunctionReturn(PETSC_SUCCESS); 293 } 294 295 template <DeviceType T> 296 PetscErrorCode Device<T>::init_device_id_(PetscInt *inid) const noexcept 297 { 298 const auto id = *inid == PETSC_DECIDE ? defaultDevice_ : (int)*inid; 299 const auto cerr = static_cast<cupmError_t>(-defaultDevice_); 300 301 PetscFunctionBegin; 302 PetscCheck(defaultDevice_ != PETSC_CUPM_DEVICE_NONE, PETSC_COMM_SELF, PETSC_ERR_ARG_WRONGSTATE, "Trying to retrieve a %s PetscDevice when it has been disabled", cupmName()); 303 PetscCheck(defaultDevice_ >= 0, PETSC_COMM_SELF, PETSC_ERR_GPU, "Cannot lazily initialize PetscDevice: %s error %d (%s) : %s", cupmName(), static_cast<PetscErrorCode>(cerr), cupmGetErrorName(cerr), cupmGetErrorString(cerr)); 304 PetscAssert(static_cast<decltype(devices_.size())>(id) < devices_.size(), PETSC_COMM_SELF, PETSC_ERR_ARG_OUTOFRANGE, "Only supports %zu number of devices but trying to get device with id %d", devices_.size(), id); 305 306 if (!devices_[id]) devices_[id] = util::make_unique<DeviceInternal>(id); 307 PetscAssert(id == devices_[id]->id(), PETSC_COMM_SELF, PETSC_ERR_PLIB, "Entry %d contains device with mismatching id %d", id, devices_[id]->id()); 308 PetscCall(devices_[id]->initialize()); 309 *inid = id; 310 PetscFunctionReturn(PETSC_SUCCESS); 311 } 312 313 template <DeviceType T> 314 PetscErrorCode Device<T>::configure_device_(PetscDevice device) noexcept 315 { 316 PetscFunctionBegin; 317 PetscCall(devices_[device->deviceId]->configure()); 318 PetscFunctionReturn(PETSC_SUCCESS); 319 } 320 321 template <DeviceType T> 322 PetscErrorCode Device<T>::view_device_(PetscDevice device, PetscViewer viewer) noexcept 323 { 324 PetscFunctionBegin; 325 // now this __shouldn't__ reconfigure the device, but there is a petscinfo call to indicate 326 // it is being reconfigured 327 PetscCall(devices_[device->deviceId]->configure()); 328 PetscCall(devices_[device->deviceId]->view(viewer)); 329 PetscFunctionReturn(PETSC_SUCCESS); 330 } 331 332 template <DeviceType T> 333 PetscErrorCode Device<T>::get_attribute_(PetscInt id, PetscDeviceAttribute attr, void *value) noexcept 334 { 335 PetscFunctionBegin; 336 PetscCall(devices_[id]->getattribute(attr, value)); 337 PetscFunctionReturn(PETSC_SUCCESS); 338 } 339 340 // explicitly instantiate the classes 341 #if PetscDefined(HAVE_CUDA) 342 template class Device<DeviceType::CUDA>; 343 #endif 344 #if PetscDefined(HAVE_HIP) 345 template class Device<DeviceType::HIP>; 346 #endif 347 348 } // namespace cupm 349 350 } // namespace device 351 352 } // namespace Petsc 353