cupti_data_process.cc 11.7 KB
Newer Older
L
liutiexing 已提交
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
// Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
//
// 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 "paddle/fluid/platform/profiler/cupti_data_process.h"
16

L
liutiexing 已提交
17
#include <cstdio>
18

L
liutiexing 已提交
19
#include "paddle/fluid/platform/enforce.h"
L
liutiexing 已提交
20 21 22 23 24 25
#include "paddle/fluid/platform/os_info.h"

namespace paddle {
namespace platform {
namespace details {
#ifdef PADDLE_WITH_CUPTI
26 27
void AddKernelRecord(const CUpti_ActivityKernel4* kernel,
                     uint64_t start_ns,
L
liutiexing 已提交
28 29 30 31 32
                     TraceEventCollector* collector) {
  if (kernel->start < start_ns) {
    return;
  }
  DeviceTraceEvent event;
L
liutiexing 已提交
33
  event.name = demangle(kernel->name);
L
liutiexing 已提交
34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54
  event.type = TracerEventType::Kernel;
  event.start_ns = kernel->start;
  event.end_ns = kernel->end;
  event.device_id = kernel->deviceId;
  event.context_id = kernel->contextId;
  event.stream_id = kernel->streamId;
  event.correlation_id = kernel->correlationId;
  event.kernel_info.block_x = kernel->blockX;
  event.kernel_info.block_y = kernel->blockY;
  event.kernel_info.block_z = kernel->blockZ;
  event.kernel_info.grid_x = kernel->gridX;
  event.kernel_info.grid_y = kernel->gridY;
  event.kernel_info.grid_z = kernel->gridZ;
  event.kernel_info.dynamic_shared_memory = kernel->dynamicSharedMemory;
  event.kernel_info.static_shared_memory = kernel->staticSharedMemory;
  event.kernel_info.registers_per_thread = kernel->registersPerThread;
  event.kernel_info.local_memory_per_thread = kernel->localMemoryPerThread;
  event.kernel_info.local_memory_total = kernel->localMemoryTotal;
  event.kernel_info.queued = kernel->queued;
  event.kernel_info.submitted = kernel->submitted;
  event.kernel_info.completed = kernel->completed;
55 56 57 58
#ifdef PADDLE_WITH_HIP
  event.kernel_info.kernelFunc = kernel->kernelFunc;
  event.kernel_info.launchType = kernel->launchType;
#endif
L
liutiexing 已提交
59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111
  collector->AddDeviceEvent(std::move(event));
}

const char* MemcpyKind(uint8_t kind) {
  switch (kind) {
    case CUPTI_ACTIVITY_MEMCPY_KIND_HTOD:
      return "MEMCPY_HtoD";
    case CUPTI_ACTIVITY_MEMCPY_KIND_DTOH:
      return "MEMCPY_DtoH";
    case CUPTI_ACTIVITY_MEMCPY_KIND_HTOA:
      return "MEMCPY_HtoA";
    case CUPTI_ACTIVITY_MEMCPY_KIND_ATOH:
      return "MEMCPY_AtoH";
    case CUPTI_ACTIVITY_MEMCPY_KIND_ATOA:
      return "MEMCPY_AtoA";
    case CUPTI_ACTIVITY_MEMCPY_KIND_ATOD:
      return "MEMCPY_AtoD";
    case CUPTI_ACTIVITY_MEMCPY_KIND_DTOA:
      return "MEMCPY_DtoA";
    case CUPTI_ACTIVITY_MEMCPY_KIND_DTOD:
      return "MEMCPY_DtoD";
    case CUPTI_ACTIVITY_MEMCPY_KIND_HTOH:
      return "MEMCPY_HtoH";
    case CUPTI_ACTIVITY_MEMCPY_KIND_PTOP:
      return "MEMCPY_PtoP";
    default:
      return "MEMCPY";
  }
}

const char* MemoryKind(uint16_t kind) {
  switch (kind) {
    case CUPTI_ACTIVITY_MEMORY_KIND_UNKNOWN:
      return "Unknown";
    case CUPTI_ACTIVITY_MEMORY_KIND_PAGEABLE:
      return "Pageable";
    case CUPTI_ACTIVITY_MEMORY_KIND_PINNED:
      return "Pinned";
    case CUPTI_ACTIVITY_MEMORY_KIND_DEVICE:
      return "Device";
    case CUPTI_ACTIVITY_MEMORY_KIND_ARRAY:
      return "Array";
    case CUPTI_ACTIVITY_MEMORY_KIND_MANAGED:
      return "Managed";
    case CUPTI_ACTIVITY_MEMORY_KIND_DEVICE_STATIC:
      return "Device Static";
    case CUPTI_ACTIVITY_MEMORY_KIND_MANAGED_STATIC:
      return "Managed Static";
    default:
      return "Unknown";
  }
}

112 113
void AddMemcpyRecord(const CUpti_ActivityMemcpy* memcpy,
                     uint64_t start_ns,
L
liutiexing 已提交
114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129
                     TraceEventCollector* collector) {
  if (memcpy->start < start_ns) {
    return;
  }
  DeviceTraceEvent event;
  event.name = MemcpyKind(memcpy->copyKind);
  event.type = TracerEventType::Memcpy;
  event.start_ns = memcpy->start;
  event.end_ns = memcpy->end;
  event.device_id = memcpy->deviceId;
  event.context_id = memcpy->contextId;
  event.stream_id = memcpy->streamId;
  event.correlation_id = memcpy->correlationId;
  event.memcpy_info.num_bytes = memcpy->bytes;
  // snprintf(event.memcpy_info.copy_kind, kMemKindMaxLen, "%s",
  //         MemcpyKind(memcpy->copyKind));
130 131 132
  snprintf(event.memcpy_info.src_kind,
           kMemKindMaxLen,
           "%s",
L
liutiexing 已提交
133
           MemcpyKind(memcpy->srcKind));
134 135 136
  snprintf(event.memcpy_info.dst_kind,
           kMemKindMaxLen,
           "%s",
L
liutiexing 已提交
137 138 139 140
           MemcpyKind(memcpy->dstKind));
  collector->AddDeviceEvent(std::move(event));
}

141 142
void AddMemcpy2Record(const CUpti_ActivityMemcpy2* memcpy2,
                      uint64_t start_ns,
L
liutiexing 已提交
143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158
                      TraceEventCollector* collector) {
  if (memcpy2->start < start_ns) {
    return;
  }
  DeviceTraceEvent event;
  event.name = MemcpyKind(memcpy2->copyKind);
  event.type = TracerEventType::Memcpy;
  event.start_ns = memcpy2->start;
  event.end_ns = memcpy2->end;
  event.device_id = memcpy2->deviceId;
  event.context_id = memcpy2->contextId;
  event.stream_id = memcpy2->streamId;
  event.correlation_id = memcpy2->correlationId;
  event.memcpy_info.num_bytes = memcpy2->bytes;
  // snprintf(event.memcpy_info.copy_kind, kMemKindMaxLen, "%s",
  // MemcpyKind(memcpy2->copyKind));
159 160 161
  snprintf(event.memcpy_info.src_kind,
           kMemKindMaxLen,
           "%s",
L
liutiexing 已提交
162
           MemcpyKind(memcpy2->srcKind));
163 164 165
  snprintf(event.memcpy_info.dst_kind,
           kMemKindMaxLen,
           "%s",
L
liutiexing 已提交
166 167 168 169
           MemcpyKind(memcpy2->dstKind));
  collector->AddDeviceEvent(std::move(event));
}

170 171
void AddMemsetRecord(const CUpti_ActivityMemset* memset,
                     uint64_t start_ns,
L
liutiexing 已提交
172 173 174 175 176 177 178 179 180 181 182 183 184 185
                     TraceEventCollector* collector) {
  if (memset->start < start_ns) {
    return;
  }
  DeviceTraceEvent event;
  event.name = "MEMSET";
  event.type = TracerEventType::Memset;
  event.start_ns = memset->start;
  event.end_ns = memset->end;
  event.device_id = memset->deviceId;
  event.context_id = memset->contextId;
  event.stream_id = memset->streamId;
  event.correlation_id = memset->correlationId;
  event.memset_info.num_bytes = memset->bytes;
186 187 188
  snprintf(event.memset_info.memory_kind,
           kMemKindMaxLen,
           "%s",
L
liutiexing 已提交
189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267
           MemoryKind(memset->memoryKind));
  event.memset_info.value = memset->value;
  collector->AddDeviceEvent(std::move(event));
}

class CuptiRuntimeCbidStr {
 public:
  static const CuptiRuntimeCbidStr& GetInstance() {
    static CuptiRuntimeCbidStr inst;
    return inst;
  }

  std::string RuntimeKind(CUpti_CallbackId cbid) const {
    auto iter = cbid_str_.find(cbid);
    if (iter == cbid_str_.end()) {
      return "Runtime API " + std::to_string(cbid);
    }
    return iter->second;
  }

 private:
  CuptiRuntimeCbidStr();

  std::unordered_map<CUpti_CallbackId, std::string> cbid_str_;
};

CuptiRuntimeCbidStr::CuptiRuntimeCbidStr() {
#define REGISTER_RUNTIME_CBID_STR(cbid) \
  cbid_str_[CUPTI_RUNTIME_TRACE_CBID_##cbid] = #cbid
  REGISTER_RUNTIME_CBID_STR(cudaBindTexture_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaConfigureCall_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaDeviceGetAttribute_v5000);
  REGISTER_RUNTIME_CBID_STR(cudaDeviceGetStreamPriorityRange_v5050);
  REGISTER_RUNTIME_CBID_STR(cudaDeviceSynchronize_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaDriverGetVersion_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaEventCreateWithFlags_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaEventDestroy_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaEventDestroy_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaEventQuery_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaEventRecord_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaFreeHost_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaFree_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaFuncGetAttributes_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaGetDeviceCount_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaGetDeviceProperties_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaGetDevice_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaGetErrorString_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaGetLastError_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaHostAlloc_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaHostGetDevicePointer_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaLaunchKernel_v7000);
  REGISTER_RUNTIME_CBID_STR(cudaMallocHost_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaMalloc_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaMemcpyAsync_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaMemcpy_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaMemsetAsync_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaMemset_v3020);
  REGISTER_RUNTIME_CBID_STR(
      cudaOccupancyMaxActiveBlocksPerMultiprocessorWithFlags_v7000);
  REGISTER_RUNTIME_CBID_STR(cudaPeekAtLastError_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaRuntimeGetVersion_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaSetDevice_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaStreamCreate_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaStreamCreateWithFlags_v5000);
  REGISTER_RUNTIME_CBID_STR(cudaStreamCreateWithPriority_v5050);
  REGISTER_RUNTIME_CBID_STR(cudaStreamDestroy_v5050);
  REGISTER_RUNTIME_CBID_STR(cudaStreamSynchronize_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaStreamWaitEvent_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaUnbindTexture_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaSetupArgument_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaLaunch_v3020);
  REGISTER_RUNTIME_CBID_STR(cudaDeviceGetPCIBusId_v4010);
#if CUDA_VERSION >= 9000
  REGISTER_RUNTIME_CBID_STR(cudaLaunchCooperativeKernel_v9000);
  REGISTER_RUNTIME_CBID_STR(cudaLaunchCooperativeKernelMultiDevice_v9000);
#endif
#undef REGISTER_RUNTIME_CBID_STR
}

268 269
void AddApiRecord(const CUpti_ActivityAPI* api,
                  uint64_t start_ns,
L
liutiexing 已提交
270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285
                  const std::unordered_map<uint32_t, uint64_t> tid_mapping,
                  TraceEventCollector* collector) {
  if (api->start < start_ns) {
    return;
  }
  RuntimeTraceEvent event;
  event.name = CuptiRuntimeCbidStr::GetInstance().RuntimeKind(api->cbid);
  event.start_ns = api->start;
  event.end_ns = api->end;
  event.process_id = GetProcessId();
  uint64_t tid = 0;
  auto iter = tid_mapping.find(api->threadId);
  if (iter == tid_mapping.end()) {
  } else {
    tid = iter->second;
  }
286 287 288
#ifdef PADDLE_WITH_HIP
  event.thread_id = api->threadId;
#else
L
liutiexing 已提交
289
  event.thread_id = tid;
290
#endif
L
liutiexing 已提交
291 292 293 294 295 296
  event.correlation_id = api->correlationId;
  event.callback_id = api->cbid;
  collector->AddRuntimeEvent(std::move(event));
}

void ProcessCuptiActivityRecord(
297 298
    const CUpti_Activity* record,
    uint64_t start_ns,
L
liutiexing 已提交
299 300 301 302 303 304
    const std::unordered_map<uint32_t, uint64_t> tid_mapping,
    TraceEventCollector* collector) {
  switch (record->kind) {
    case CUPTI_ACTIVITY_KIND_KERNEL:
    case CUPTI_ACTIVITY_KIND_CONCURRENT_KERNEL:
      AddKernelRecord(reinterpret_cast<const CUpti_ActivityKernel4*>(record),
305 306
                      start_ns,
                      collector);
L
liutiexing 已提交
307 308 309
      break;
    case CUPTI_ACTIVITY_KIND_MEMCPY:
      AddMemcpyRecord(reinterpret_cast<const CUpti_ActivityMemcpy*>(record),
310 311
                      start_ns,
                      collector);
L
liutiexing 已提交
312 313 314
      break;
    case CUPTI_ACTIVITY_KIND_MEMCPY2:
      AddMemcpy2Record(reinterpret_cast<const CUpti_ActivityMemcpy2*>(record),
315 316
                       start_ns,
                       collector);
L
liutiexing 已提交
317 318 319
      break;
    case CUPTI_ACTIVITY_KIND_MEMSET:
      AddMemsetRecord(reinterpret_cast<const CUpti_ActivityMemset*>(record),
320 321
                      start_ns,
                      collector);
L
liutiexing 已提交
322 323 324
      break;
    case CUPTI_ACTIVITY_KIND_DRIVER:
    case CUPTI_ACTIVITY_KIND_RUNTIME:
325 326 327 328
      AddApiRecord(reinterpret_cast<const CUpti_ActivityAPI*>(record),
                   start_ns,
                   tid_mapping,
                   collector);
L
liutiexing 已提交
329 330 331 332 333 334 335 336 337
      break;
    default:
      break;
  }
}
#endif
}  // namespace details
}  // namespace platform
}  // namespace paddle