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prof_common.h 13 kB

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  1. /*
  2. * Copyright (c) Huawei Technologies Co., Ltd. 2019-2021. All rights reserved.
  3. * Description: handle perf data
  4. * Author: Huawei Technologies Co., Ltd.
  5. * Create: 2019-10-13
  6. */
  7. #ifndef MSPROFILER_PROF_COMMON_H_
  8. #define MSPROFILER_PROF_COMMON_H_
  9. #ifdef __cplusplus
  10. extern "C" {
  11. #endif // __cplusplus
  12. #include <stdint.h>
  13. #define MSPROF_DATA_HEAD_MAGIC_NUM 0x5a5a
  14. enum MsprofDataTag {
  15. MSPROF_ACL_DATA_TAG = 0, //acl data tag, range: 0~19
  16. MSPROF_GE_DATA_TAG_MODEL_LOAD = 20, //ge data tag, range: 20~39
  17. MSPROF_GE_DATA_TAG_FUSION = 21,
  18. MSPROF_GE_DATA_TAG_INFER = 22,
  19. MSPROF_GE_DATA_TAG_TASK = 23,
  20. MSPROF_GE_DATA_TAG_TENSOR = 24,
  21. MSPROF_GE_DATA_TAG_STEP = 25,
  22. MSPROF_GE_DATA_TAG_ID_MAP = 26,
  23. MSPROF_GE_DATA_TAG_HOST_SCH = 27,
  24. MSPROF_RUNTIME_DATA_TAG_API = 40, //runtime data tag, range: 40~59
  25. MSPROF_RUNTIME_DATA_TAG_TRACK = 41,
  26. MSPROF_AICPU_DATA_TAG = 60, //aicpu data tag, range: 60~79
  27. MSPROF_HCCL_DATA_TAG = 80, //hccl data tag, range: 80~99
  28. MSPROF_DP_DATA_TAG = 100, //dp data tag, range: 100~119
  29. MSPROF_MSPROFTX_DATA_TAG = 120, //hccl data tag, range: 120~139
  30. MSPROF_DATA_TAG_MAX = 65536, //data tag value type is uint16_t
  31. };
  32. /**
  33. * @brief struct of mixed data
  34. */
  35. #define MSPROF_MIX_DATA_RESERVE_BYTES 7
  36. #define MSPROF_MIX_DATA_STRING_LEN 120
  37. enum MsprofMixDataType {
  38. MSPROF_MIX_DATA_HASH_ID = 0,
  39. MSPROF_MIX_DATA_STRING,
  40. };
  41. struct MsprofMixData {
  42. uint8_t type; // MsprofMixDataType
  43. uint8_t rsv[MSPROF_MIX_DATA_RESERVE_BYTES];
  44. union {
  45. uint64_t hashId;
  46. char dataStr[MSPROF_MIX_DATA_STRING_LEN];
  47. } data;
  48. };
  49. /**
  50. * @brief profiling command info
  51. */
  52. #define MSPROF_MAX_DEV_NUM 64
  53. struct MsprofCommandHandle {
  54. uint64_t profSwitch;
  55. uint64_t profSwitchHi;
  56. uint32_t devNums;
  57. uint32_t devIdList[MSPROF_MAX_DEV_NUM];
  58. uint32_t modelId;
  59. uint32_t type;
  60. };
  61. /**
  62. * @brief struct of data reported by acl
  63. */
  64. #define MSPROF_ACL_DATA_RESERVE_BYTES 32
  65. #define MSPROF_ACL_API_NAME_LEN 64
  66. enum MsprofAclApiType {
  67. MSPROF_ACL_API_TYPE_OP = 1,
  68. MSPROF_ACL_API_TYPE_MODEL,
  69. MSPROF_ACL_API_TYPE_RUNTIME,
  70. MSPROF_ACL_API_TYPE_OTHERS,
  71. };
  72. struct MsprofAclProfData {
  73. uint16_t magicNumber = MSPROF_DATA_HEAD_MAGIC_NUM;
  74. uint16_t dataTag = MSPROF_ACL_DATA_TAG;
  75. uint32_t apiType; // enum MsprofAclApiType
  76. uint64_t beginTime;
  77. uint64_t endTime;
  78. uint32_t processId;
  79. uint32_t threadId;
  80. char apiName[MSPROF_ACL_API_NAME_LEN];
  81. uint8_t reserve[MSPROF_ACL_DATA_RESERVE_BYTES];
  82. };
  83. /**
  84. * @brief struct of data reported by GE
  85. */
  86. #define MSPROF_GE_MODELLOAD_DATA_RESERVE_BYTES 104
  87. struct MsprofGeProfModelLoadData {
  88. uint16_t magicNumber = MSPROF_DATA_HEAD_MAGIC_NUM;
  89. uint16_t dataTag = MSPROF_GE_DATA_TAG_MODEL_LOAD;
  90. uint32_t modelId;
  91. MsprofMixData modelName;
  92. uint64_t startTime;
  93. uint64_t endTime;
  94. uint8_t reserve[MSPROF_GE_MODELLOAD_DATA_RESERVE_BYTES];
  95. };
  96. #define MSPROF_GE_FUSION_DATA_RESERVE_BYTES 8
  97. #define MSPROF_GE_FUSION_OP_NUM 8
  98. struct MsprofGeProfFusionData {
  99. uint16_t magicNumber = MSPROF_DATA_HEAD_MAGIC_NUM;
  100. uint16_t dataTag = MSPROF_GE_DATA_TAG_FUSION;
  101. uint32_t modelId;
  102. MsprofMixData fusionName;
  103. uint64_t inputMemSize;
  104. uint64_t outputMemSize;
  105. uint64_t weightMemSize;
  106. uint64_t workspaceMemSize;
  107. uint64_t totalMemSize;
  108. uint64_t fusionOpNum;
  109. uint64_t fusionOp[MSPROF_GE_FUSION_OP_NUM];
  110. uint8_t reserve[MSPROF_GE_FUSION_DATA_RESERVE_BYTES];
  111. };
  112. #define MSPROF_GE_INFER_DATA_RESERVE_BYTES 64
  113. struct MsprofGeProfInferData {
  114. uint16_t magicNumber = MSPROF_DATA_HEAD_MAGIC_NUM;
  115. uint16_t dataTag = MSPROF_GE_DATA_TAG_INFER;
  116. uint32_t modelId;
  117. MsprofMixData modelName;
  118. uint32_t requestId;
  119. uint32_t threadId;
  120. uint64_t inputDataStartTime;
  121. uint64_t inputDataEndTime;
  122. uint64_t inferStartTime;
  123. uint64_t inferEndTime;
  124. uint64_t outputDataStartTime;
  125. uint64_t outputDataEndTime;
  126. uint8_t reserve[MSPROF_GE_INFER_DATA_RESERVE_BYTES];
  127. };
  128. #define MSPROF_GE_TASK_DATA_RESERVE_BYTES 16
  129. #define MSPROF_GE_OP_TYPE_LEN 56
  130. enum MsprofGeTaskType {
  131. MSPROF_GE_TASK_TYPE_AI_CORE = 0,
  132. MSPROF_GE_TASK_TYPE_AI_CPU,
  133. MSPROF_GE_TASK_TYPE_AIV,
  134. };
  135. enum MsprofGeShapeType {
  136. MSPROF_GE_SHAPE_TYPE_STATIC = 0,
  137. MSPROF_GE_SHAPE_TYPE_DYNAMIC,
  138. };
  139. struct MsprofGeOpType {
  140. uint8_t type; // MsprofMixDataType
  141. uint8_t rsv[MSPROF_MIX_DATA_RESERVE_BYTES];
  142. union {
  143. uint64_t hashId;
  144. char dataStr[MSPROF_GE_OP_TYPE_LEN];
  145. } data;
  146. };
  147. struct MsprofGeProfTaskData {
  148. uint16_t magicNumber = MSPROF_DATA_HEAD_MAGIC_NUM;
  149. uint16_t dataTag = MSPROF_GE_DATA_TAG_TASK;
  150. uint32_t taskType; // MsprofGeTaskType
  151. MsprofMixData opName;
  152. MsprofGeOpType opType;
  153. uint64_t curIterNum;
  154. uint64_t timeStamp;
  155. uint32_t shapeType; // MsprofGeShapeType
  156. uint32_t blockDims;
  157. uint32_t modelId;
  158. uint32_t streamId;
  159. uint32_t taskId;
  160. uint32_t threadId;
  161. uint8_t reserve[MSPROF_GE_TASK_DATA_RESERVE_BYTES];
  162. };
  163. #define MSPROF_GE_TENSOR_DATA_RESERVE_BYTES 8
  164. #define MSPROF_GE_TENSOR_DATA_SHAPE_LEN 8
  165. #define MSPROF_GE_TENSOR_DATA_NUM 5
  166. enum MsprofGeTensorType {
  167. MSPROF_GE_TENSOR_TYPE_INPUT = 0,
  168. MSPROF_GE_TENSOR_TYPE_OUTPUT,
  169. };
  170. struct MsprofGeTensorData {
  171. uint32_t tensorType; // MsprofGeTensorType
  172. uint32_t format;
  173. uint32_t dataType;
  174. uint32_t shape[MSPROF_GE_TENSOR_DATA_SHAPE_LEN];
  175. };
  176. struct MsprofGeProfTensorData {
  177. uint16_t magicNumber = MSPROF_DATA_HEAD_MAGIC_NUM;
  178. uint16_t dataTag = MSPROF_GE_DATA_TAG_TENSOR;
  179. uint32_t modelId;
  180. uint64_t curIterNum;
  181. uint32_t streamId;
  182. uint32_t taskId;
  183. uint32_t tensorNum;
  184. MsprofGeTensorData tensorData[MSPROF_GE_TENSOR_DATA_NUM];
  185. uint8_t reserve[MSPROF_GE_TENSOR_DATA_RESERVE_BYTES];
  186. };
  187. #define MSPROF_GE_STEP_DATA_RESERVE_BYTES 27
  188. enum MsprofGeStepTag {
  189. MSPROF_GE_STEP_TAG_BEGIN = 0,
  190. MSPROF_GE_STEP_TAG_END,
  191. };
  192. struct MsprofGeProfStepData {
  193. uint16_t magicNumber = MSPROF_DATA_HEAD_MAGIC_NUM;
  194. uint16_t dataTag = MSPROF_GE_DATA_TAG_STEP;
  195. uint32_t modelId;
  196. uint32_t streamId;
  197. uint32_t taskId;
  198. uint64_t timeStamp;
  199. uint64_t curIterNum;
  200. uint32_t threadId;
  201. uint8_t tag; // MsprofGeStepTag
  202. uint8_t reserve[MSPROF_GE_STEP_DATA_RESERVE_BYTES];
  203. };
  204. #define MSPROF_GE_ID_MAP_DATA_RESERVE_BYTES 6
  205. struct MsprofGeProfIdMapData {
  206. uint16_t magicNumber = MSPROF_DATA_HEAD_MAGIC_NUM;
  207. uint16_t dataTag = MSPROF_GE_DATA_TAG_ID_MAP;
  208. uint32_t graphId;
  209. uint32_t modelId;
  210. uint32_t sessionId;
  211. uint64_t timeStamp;
  212. uint16_t mode;
  213. uint8_t reserve[MSPROF_GE_ID_MAP_DATA_RESERVE_BYTES];
  214. };
  215. #define MSPROF_GE_HOST_SCH_DATA_RESERVE_BYTES 24
  216. struct MsprofGeProfHostSchData {
  217. uint16_t magicNumber = MSPROF_DATA_HEAD_MAGIC_NUM;
  218. uint16_t dataTag = MSPROF_GE_DATA_TAG_HOST_SCH;
  219. uint32_t threadId; // record in start event
  220. uint64_t element;
  221. uint64_t event;
  222. uint64_t startTime; // record in start event
  223. uint64_t endTime; // record in end event
  224. uint8_t reserve[MSPROF_GE_HOST_SCH_DATA_RESERVE_BYTES];
  225. };
  226. /**
  227. * @brief struct of data reported by RunTime
  228. */
  229. #define MSPROF_RUNTIME_API_DATA_RESERVE_BYTES 106
  230. #define MSPROF_RUNTIME_TASK_ID_NUM 10
  231. #define MSPROF_RUNTIME_API_NAME_LEN 64
  232. struct MsprofRuntimeProfApiData {
  233. uint16_t magicNumber = MSPROF_DATA_HEAD_MAGIC_NUM;
  234. uint16_t dataTag = MSPROF_RUNTIME_DATA_TAG_API;
  235. uint32_t threadId;
  236. uint64_t entryTime;
  237. uint64_t exitTime;
  238. uint64_t dataSize;
  239. uint8_t apiName[MSPROF_RUNTIME_API_NAME_LEN];
  240. uint32_t retCode;
  241. uint32_t streamId;
  242. uint32_t taskNum;
  243. uint32_t taskId[MSPROF_RUNTIME_TASK_ID_NUM];
  244. uint16_t memcpyDirection;
  245. uint8_t reserve[MSPROF_RUNTIME_API_DATA_RESERVE_BYTES];
  246. };
  247. #define MSPROF_RUNTIME_TRACK_DATA_RESERVE_BYTES 10
  248. #define MSPROF_RUNTIME_TRACK_TASK_TYPE_LEN 32
  249. struct MsprofRuntimeProfTrackData {
  250. uint16_t magicNumber = MSPROF_DATA_HEAD_MAGIC_NUM;
  251. uint16_t dataTag = MSPROF_RUNTIME_DATA_TAG_TRACK;
  252. uint32_t threadId;
  253. uint64_t timeStamp;
  254. char taskType[MSPROF_RUNTIME_TRACK_TASK_TYPE_LEN];
  255. uint32_t taskId;
  256. uint16_t streamId;
  257. uint8_t reserve[MSPROF_RUNTIME_TRACK_DATA_RESERVE_BYTES];
  258. };
  259. /**
  260. * @brief struct of data reported by RunTime
  261. */
  262. #define MSPROF_AICPU_DATA_RESERVE_BYTES 9
  263. struct MsprofAicpuProfData {
  264. uint16_t magicNumber = MSPROF_DATA_HEAD_MAGIC_NUM;
  265. uint16_t dataTag = MSPROF_AICPU_DATA_TAG;
  266. uint16_t streamId;
  267. uint16_t taskId;
  268. uint64_t runStartTime;
  269. uint64_t runStartTick;
  270. uint64_t computeStartTime;
  271. uint64_t memcpyStartTime;
  272. uint64_t memcpyEndTime;
  273. uint64_t runEndTime;
  274. uint64_t runEndTick;
  275. uint32_t threadId;
  276. uint32_t deviceId;
  277. uint64_t submitTick;
  278. uint64_t scheduleTick;
  279. uint64_t tickBeforeRun;
  280. uint64_t tickAfterRun;
  281. uint32_t kernelType;
  282. uint32_t dispatchTime;
  283. uint32_t totalTime;
  284. uint16_t fftsThreadId;
  285. uint8_t version;
  286. uint8_t reserve[MSPROF_AICPU_DATA_RESERVE_BYTES];
  287. };
  288. /**
  289. * @brief struct of data reported by DP
  290. */
  291. #define MSPROF_DP_DATA_RESERVE_BYTES 16
  292. #define MSPROF_DP_DATA_ACTION_LEN 16
  293. #define MSPROF_DP_DATA_SOURCE_LEN 64
  294. struct MsprofDpProfData {
  295. uint16_t magicNumber = MSPROF_DATA_HEAD_MAGIC_NUM;
  296. uint16_t dataTag = MSPROF_DP_DATA_TAG;
  297. uint32_t rsv; // Ensure 8-byte alignment
  298. uint64_t timeStamp;
  299. char action[MSPROF_DP_DATA_ACTION_LEN];
  300. char source[MSPROF_DP_DATA_SOURCE_LEN];
  301. uint64_t index;
  302. uint64_t size;
  303. uint8_t reserve[MSPROF_DP_DATA_RESERVE_BYTES];
  304. };
  305. /**
  306. * @brief struct of data reported by HCCL
  307. */
  308. #pragma pack(4)
  309. struct MsprofHcclProfNotify {
  310. uint32_t taskID;
  311. uint64_t notifyID;
  312. uint32_t stage;
  313. uint32_t remoteRank;
  314. uint32_t transportType;
  315. uint32_t role; // role {0: dst, 1:src}
  316. double durationEstimated;
  317. };
  318. struct MsprofHcclProfReduce {
  319. uint32_t taskID;
  320. uint64_t src;
  321. uint64_t dst;
  322. uint64_t size;
  323. uint32_t op; // {0: sum, 1: mul, 2: max, 3: min}
  324. uint32_t dataType; // data type {0: INT8, 1: INT16, 2: INT32, 3: FP16, 4:FP32, 5:INT64, 6:UINT64}
  325. uint32_t linkType; // link type {0: 'OnChip', 1: 'HCCS', 2: 'PCIe', 3: 'RoCE'}
  326. uint32_t remoteRank;
  327. uint32_t transportType; // transport type {0: SDMA, 1: RDMA, 2:LOCAL}
  328. uint32_t role; // role {0: dst, 1:src}
  329. double durationEstimated;
  330. };
  331. struct MsprofHcclProfRDMA {
  332. uint32_t taskID;
  333. uint64_t src;
  334. uint64_t dst;
  335. uint64_t size;
  336. uint64_t notifyID;
  337. uint32_t linkType; // link type {0: 'OnChip', 1: 'HCCS', 2: 'PCIe', 3: 'RoCE'}
  338. uint32_t remoteRank;
  339. uint32_t transportType; // transport type {0: RDMA, 1:SDMA, 2:LOCAL}
  340. uint32_t role; // role {0: dst, 1:src}
  341. uint32_t type; // RDMA type {0: RDMASendNotify, 1:RDMASendPayload}
  342. double durationEstimated;
  343. };
  344. struct MsprofHcclProfMemcpy {
  345. uint32_t taskID;
  346. uint64_t src;
  347. uint64_t dst;
  348. uint64_t size;
  349. uint64_t notifyID;
  350. uint32_t linkType; // link type {0: 'OnChip', 1: 'HCCS', 2: 'PCIe', 3: 'RoCE'}
  351. uint32_t remoteRank;
  352. uint32_t transportType; // transport type {0: RDMA, 1:SDMA, 2:LOCAL}
  353. uint32_t role; // role {0: dst, 1:src}
  354. double durationEstimated;
  355. };
  356. struct MsprofHcclProfStageStep {
  357. uint32_t rank;
  358. uint32_t rankSize;
  359. };
  360. struct MsprofHcclProfFlag {
  361. uint64_t cclTag;
  362. uint64_t groupName;
  363. uint32_t localRank;
  364. uint32_t workFlowMode;
  365. };
  366. /**
  367. * @name MsprofHcclProfData
  368. * @brief struct of data reported by hccl
  369. */
  370. struct MsprofHcclProfData {
  371. uint16_t magicNumber = MSPROF_DATA_HEAD_MAGIC_NUM;
  372. uint16_t dataTag = MSPROF_HCCL_DATA_TAG;
  373. uint32_t planeID;
  374. uint32_t deviceID;
  375. uint32_t streamID;
  376. double ts;
  377. char name[16];
  378. union {
  379. MsprofHcclProfNotify notify;
  380. MsprofHcclProfReduce reduce;
  381. MsprofHcclProfStageStep stageStep;
  382. MsprofHcclProfMemcpy forMemcpy;
  383. MsprofHcclProfRDMA RDMA;
  384. MsprofHcclProfFlag flag;
  385. } args;
  386. };
  387. #pragma pack()
  388. /**
  389. * @name MsprofStampInfo
  390. * @brief struct of data reported by msproftx
  391. */
  392. struct MsprofStampInfo {
  393. uint16_t magicNumber;
  394. uint16_t dataTag;
  395. uint32_t processId;
  396. uint32_t threadId;
  397. uint32_t category; //marker category
  398. uint32_t eventType;
  399. int32_t payloadType;
  400. union PayloadValue //payload info for marker
  401. {
  402. uint64_t ullValue;
  403. int64_t llValue;
  404. double dValue;
  405. uint32_t uiValue[2];
  406. int32_t iValue[2];
  407. float fValue[2];
  408. } payload;
  409. uint64_t startTime;
  410. uint64_t endTime;
  411. int32_t messageType;
  412. char message[128];
  413. uint8_t reserve0[4];
  414. uint8_t reserve1[72];
  415. };
  416. #ifdef __cplusplus
  417. }
  418. #endif
  419. #endif // MSPROFILER_PROF_COMMON_H_

图引擎模块(GE)是MindSpore的一个子模块,其代码由C++实现,位于前端模块ME和底层硬件之间,起到承接作用。图引擎模块以ME下发的图作为输入,然后进行一系列的深度图优化操作,最后输出一张可以在底层硬件上高效运行的图。GE针对昇腾AI处理器的硬件结构特点,做了特定的优化工作,以此来充分发挥出昇腾AI处理器的强大算力。在进行模型训练/推理时,GE会被自动调用而用户并不感知。GE主要由GE API和GE Core两部分组成,详细的架构图如下所示