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base.h 4.0 kB

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  1. /**
  2. * Copyright 2019-2020 Huawei Technologies Co., Ltd
  3. *
  4. * Licensed under the Apache License, Version 2.0 (the "License");
  5. * you may not use this file except in compliance with the License.
  6. * You may obtain a copy of the License at
  7. *
  8. * http://www.apache.org/licenses/LICENSE-2.0
  9. *
  10. * Unless required by applicable law or agreed to in writing, software
  11. * distributed under the License is distributed on an "AS IS" BASIS,
  12. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  13. * See the License for the specific language governing permissions and
  14. * limitations under the License.
  15. */
  16. /**
  17. * @file base.h
  18. * @brief HCOM data type definition
  19. *
  20. */
  21. #ifndef HCCL_BASE_H_
  22. #define HCCL_BASE_H_
  23. #include <hccl/hccl_types.h>
  24. #include <string>
  25. #ifdef __cplusplus
  26. extern "C" {
  27. #endif // __cplusplus
  28. typedef signed char s8;
  29. typedef signed short s16;
  30. typedef signed int s32;
  31. typedef signed long long s64;
  32. typedef unsigned char u8;
  33. typedef unsigned short u16;
  34. typedef unsigned int u32;
  35. typedef unsigned long long u64;
  36. /**
  37. * @brief Horovod Reduction opperation
  38. */
  39. typedef enum {
  40. HOROVOD_REDUCE_AVERAGE = 0, /**< average */
  41. HOROVOD_REDUCE_SUM = 1, /**< sum */
  42. HOROVOD_REDUCE_ADASUM = 2, /**< adasum */
  43. HOROVOD_REDUCE_MIN = 3, /**< min */
  44. HOROVOD_REDUCE_MAX = 4, /**< max */
  45. HOROVOD_REDUCE_PROD = 5, /**< proo */
  46. HOROVOD_REDUCE_RESERVED /**< reserved */
  47. } HorovodReduceOp;
  48. const u32 HCCL_MAX_SEGMENT_NUM = 8; // The max number of gradient segments.
  49. /**
  50. * @brief the feature of the model
  51. */
  52. struct model_feature {
  53. const char *model_name; /**< The model name */
  54. u32 gradient_num; /**< The number of gradients */
  55. float *gradient_size; /**< The size of each gradient */
  56. float *gradient_time; /**< The BP compution time of each gradient */
  57. };
  58. /**
  59. * @brief Memory Register Address Struct for Remote Access
  60. */
  61. struct MemRegisterAddr {
  62. u64 addr;
  63. u64 length;
  64. };
  65. /*
  66. * @brief The max number of memory register address for remote access.
  67. */
  68. const u32 HCCL_MAX_MEM_REGISTER_NUM = 32;
  69. enum GradSplitForceMode {
  70. FORCE_NONE, /**< no force */
  71. FORCE_SIZE, /**< force split gradient by size */
  72. FORCE_RESERVED /**< reserved */
  73. };
  74. enum OriginalGraphShapeType {
  75. KNOWN_SHAPE,
  76. UNKNOWN_SHAPE,
  77. SHAPE_RESERVED /**< reserved */
  78. };
  79. /**
  80. * @brief stream handle.
  81. */
  82. typedef void *rtStream_t;
  83. /**
  84. * @brief model handle.
  85. */
  86. typedef void *rtModel_t;
  87. struct HcomOperation {
  88. std::string hcclType;
  89. void *inputPtr;
  90. void *outputPtr;
  91. u64 count;
  92. HcclDataType dataType;
  93. HcclReduceOp opType;
  94. u32 root;
  95. HcomOperation()
  96. {
  97. inputPtr = nullptr;
  98. outputPtr = nullptr;
  99. count = 0;
  100. dataType = HCCL_DATA_TYPE_RESERVED;
  101. opType = HCCL_REDUCE_RESERVED;
  102. root = 0;
  103. }
  104. };
  105. struct HcomRemoteAccessAddrInfo {
  106. u32 remotetRankID;
  107. u64 remoteAddr; // host embedding table address
  108. u64 localAddr; // device HBM address
  109. u64 length; // Memory Length in Bytes
  110. };
  111. struct HcomAllToAllVParams {
  112. void *sendbuf; // device mem
  113. void *sendcounts; // device mem; Type: uint_64
  114. void *sdispls; // device mem; Type: uint_64
  115. HcclDataType sendtype;
  116. void *recvbuf; // device mem
  117. void *recvcounts; // device mem; Type: uint_64
  118. void *rdispls; // device mem; Type: uint_64
  119. HcclDataType recvtype;
  120. const char *group; // not used now
  121. };
  122. struct HcomGatherAllToAllVParams {
  123. void *addrInfo; // device mem; contains host VA[uint_64]: [addr, length, addr, length, addr, length, ...]
  124. void *addrInfoCountPerRank; // device mem; length: ranksize; contains addrInfoCounts for every rank
  125. void *recvbuf; // device mem
  126. void *recvcounts; // device mem; Type: uint_64
  127. void *rdispls; // device mem; Type: uint_64
  128. void *gatheredbuf; // device mem
  129. s32 addrLength;
  130. HcclDataType recvtype;
  131. const char *group; // not used now
  132. };
  133. #ifdef __cplusplus
  134. }
  135. #endif // __cplusplus
  136. #endif // HCCL_BASE_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