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graph_mem_allocator.cc 8.0 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. #include "graph/manager/graph_mem_allocator.h"
  17. #include <set>
  18. #include <string>
  19. #include "framework/common/debug/ge_log.h"
  20. #include "graph/manager/graph_caching_allocator.h"
  21. #include "graph/manager/rdma_pool_allocator.h"
  22. namespace ge {
  23. void MemoryAllocator::Initialize(uint32_t device_id) {
  24. GELOGI("MemoryAllocator::Initialize");
  25. // when redo Initialize free memory
  26. for (auto &it : memory_base_map_) {
  27. if (FreeMemory(it.second.memory_addr_, device_id) != ge::SUCCESS) {
  28. GELOGW("Initialize: FreeMemory failed");
  29. }
  30. }
  31. memory_base_map_.clear();
  32. }
  33. void MemoryAllocator::Finalize(uint32_t device_id) {
  34. GELOGI("MemoryAllocator::Finalize");
  35. // free memory
  36. for (auto &it : memory_base_map_) {
  37. if (FreeMemory(it.second.memory_addr_, device_id) != ge::SUCCESS) {
  38. GELOGW("Finalize: FreeMemory failed");
  39. }
  40. }
  41. memory_base_map_.clear();
  42. }
  43. uint8_t *MemoryAllocator::MallocMemory(const string &purpose, size_t memory_size, uint32_t device_id) const {
  44. uint8_t *memory_addr = nullptr;
  45. if (rtMalloc(reinterpret_cast<void **>(&memory_addr), memory_size, memory_type_) != RT_ERROR_NONE) {
  46. GELOGE(ge::INTERNAL_ERROR,
  47. "MemoryAllocator::MallocMemory device_id = %u,"
  48. " size= %lu",
  49. device_id, memory_size);
  50. return nullptr;
  51. }
  52. GELOGI("MemoryAllocator::MallocMemory device_id = %u, size= %lu", device_id, memory_size);
  53. GE_PRINT_DYNAMIC_MEMORY(rtMalloc, purpose.c_str(), memory_size)
  54. return memory_addr;
  55. }
  56. Status MemoryAllocator::FreeMemory(uint8_t *memory_addr, uint32_t device_id) const {
  57. GELOGI("MemoryAllocator::FreeMemory device_id = %u", device_id);
  58. if (rtFree(memory_addr) != RT_ERROR_NONE) {
  59. GELOGE(ge::INTERNAL_ERROR, "MemoryAllocator::MallocMemory device_id = %u", device_id);
  60. return ge::INTERNAL_ERROR;
  61. }
  62. memory_addr = nullptr;
  63. return ge::SUCCESS;
  64. }
  65. uint8_t *MemoryAllocator::MallocMemory(const string &purpose, const string &memory_key, size_t memory_size,
  66. uint32_t device_id) {
  67. auto it = memory_base_map_.find(memory_key);
  68. if (it != memory_base_map_.end()) {
  69. it->second.memory_used_num_++;
  70. return it->second.memory_addr_;
  71. }
  72. uint8_t *memory_addr = MallocMemory(purpose, memory_size, device_id);
  73. if (memory_addr == nullptr) {
  74. GELOGE(ge::INTERNAL_ERROR,
  75. "MemoryAllocator::MallocMemory failed,"
  76. " memory_key[%s], size = %lu.",
  77. memory_key.c_str(), memory_size);
  78. return nullptr;
  79. }
  80. MemoryInfo memory_info(memory_addr, memory_size);
  81. memory_info.memory_used_num_++;
  82. memory_base_map_[memory_key] = memory_info;
  83. mem_malloced_ = true;
  84. return memory_addr;
  85. }
  86. Status MemoryAllocator::FreeMemory(const string &memory_key, uint32_t device_id) {
  87. auto it = memory_base_map_.find(memory_key);
  88. if (it == memory_base_map_.end()) {
  89. if (mem_malloced_) {
  90. GELOGW(
  91. "MemoryAllocator::FreeMemory failed,"
  92. " memory_key[%s] was not exist, device_id = %u.",
  93. memory_key.c_str(), device_id);
  94. }
  95. return ge::INTERNAL_ERROR;
  96. }
  97. if (it->second.memory_used_num_ > 1) {
  98. GELOGW("MemoryAllocator::FreeMemory memory_key[%s] should not be released, reference count %d", memory_key.c_str(),
  99. it->second.memory_used_num_);
  100. // reference count greater than 1 represnt that static memory is used by
  101. // someone else, reference count decrement
  102. it->second.memory_used_num_--;
  103. return ge::SUCCESS;
  104. }
  105. if (FreeMemory(it->second.memory_addr_, device_id) != ge::SUCCESS) {
  106. GELOGE(ge::INTERNAL_ERROR,
  107. "MemoryAllocator::FreeMemory rtFree failed,"
  108. " memory_key[%s]",
  109. memory_key.c_str());
  110. return ge::INTERNAL_ERROR;
  111. }
  112. GELOGI("MemoryAllocator::FreeMemory device_id = %u", device_id);
  113. memory_base_map_.erase(it);
  114. return ge::SUCCESS;
  115. }
  116. uint8_t *MemoryAllocator::GetMemoryAddr(const string &memory_key, uint32_t device_id) {
  117. auto it = memory_base_map_.find(memory_key);
  118. if (it == memory_base_map_.end()) {
  119. GELOGW(
  120. "MemoryAllocator::GetMemoryAddr failed,"
  121. " memory_key[%s] was not exist, device_id = %u.",
  122. memory_key.c_str(), device_id);
  123. return nullptr;
  124. }
  125. return it->second.memory_addr_;
  126. }
  127. MemManager::MemManager() {}
  128. MemManager::~MemManager() { Finalize(); }
  129. MemManager &MemManager::Instance() {
  130. static MemManager mem_manager;
  131. return mem_manager;
  132. }
  133. MemoryAllocator *MemManager::Instance(rtMemType_t memory_type) { return Instance().GetMemoryAllocator(memory_type); }
  134. Status MemManager::Initialize(const std::vector<rtMemType_t> &memory_type) {
  135. std::lock_guard<std::recursive_mutex> lock(allocator_mutex_);
  136. MemoryAllocator *memory_allocator = nullptr;
  137. for (unsigned int index : memory_type) {
  138. auto it = memory_allocator_map_.find(index);
  139. if (it == memory_allocator_map_.end()) {
  140. memory_allocator = new (std::nothrow) MemoryAllocator(index);
  141. if (memory_allocator != nullptr) {
  142. memory_allocator_map_[index] = memory_allocator;
  143. GELOGI("Create MemoryAllocator memory type[%u] success.", index);
  144. } else {
  145. GELOGE(ge::INTERNAL_ERROR, "Alloc MemoryAllocator failed.");
  146. }
  147. } else {
  148. memory_allocator = it->second;
  149. }
  150. if (memory_allocator == nullptr) {
  151. GELOGE(ge::INTERNAL_ERROR, "Create MemoryAllocator failed.");
  152. return ge::INTERNAL_ERROR;
  153. } else {
  154. memory_allocator->Initialize(0);
  155. }
  156. }
  157. if (InitAllocator(memory_type, caching_allocator_map_) != SUCCESS) {
  158. GELOGE(ge::INTERNAL_ERROR, "Create CachingAllocator failed.");
  159. return ge::INTERNAL_ERROR;
  160. }
  161. if (InitAllocator(memory_type, rdma_allocator_map_) != SUCCESS) {
  162. GELOGE(ge::INTERNAL_ERROR, "Create RdmaAllocator failed.");
  163. return ge::INTERNAL_ERROR;
  164. }
  165. return SUCCESS;
  166. }
  167. template <typename T>
  168. void FinalizeAllocatorMap(std::map<rtMemType_t, T *> &allocate_map) {
  169. for (auto &allocator : allocate_map) {
  170. if (allocator.second != nullptr) {
  171. allocator.second->Finalize();
  172. delete allocator.second;
  173. allocator.second = nullptr;
  174. }
  175. }
  176. allocate_map.clear();
  177. }
  178. void MemManager::Finalize() noexcept {
  179. GELOGI("Finalize.");
  180. std::lock_guard<std::recursive_mutex> lock(allocator_mutex_);
  181. // caching and rdma allocator use memory allocator, so finalize them first
  182. FinalizeAllocatorMap(caching_allocator_map_);
  183. FinalizeAllocatorMap(rdma_allocator_map_);
  184. FinalizeAllocatorMap(memory_allocator_map_);
  185. }
  186. MemoryAllocator *MemManager::GetMemoryAllocator(rtMemType_t memory_type) {
  187. std::lock_guard<std::recursive_mutex> lock(allocator_mutex_);
  188. MemoryAllocator *memory_allocator = nullptr;
  189. auto it = memory_allocator_map_.find(memory_type);
  190. if (it != memory_allocator_map_.end()) {
  191. memory_allocator = it->second;
  192. }
  193. // Usually impossible
  194. if (memory_allocator == nullptr) {
  195. GELOGE(ge::INTERNAL_ERROR, "GetMemoryAllocator failed, memory type is %u.", memory_type);
  196. static MemoryAllocator default_memory_allocator(RT_MEMORY_RESERVED);
  197. return &default_memory_allocator;
  198. }
  199. return memory_allocator;
  200. }
  201. CachingAllocator &MemManager::CachingInstance(rtMemType_t memory_type) {
  202. return Instance().GetAllocator(memory_type, caching_allocator_map_);
  203. }
  204. RdmaPoolAllocator &MemManager::RdmaPoolInstance(rtMemType_t memory_type) {
  205. return Instance().GetAllocator(memory_type, rdma_allocator_map_);
  206. }
  207. } // namespace ge

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