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single_op_manager.cc 5.5 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 "single_op/single_op_manager.h"
  17. #include <mutex>
  18. #include <string>
  19. namespace ge {
  20. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY SingleOpManager::~SingleOpManager() {
  21. for (auto &it : stream_resources_) {
  22. delete it.second;
  23. it.second = nullptr;
  24. }
  25. }
  26. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status SingleOpManager::GetOpFromModel(const std::string &model_name,
  27. const ModelData &model_data,
  28. void *stream,
  29. SingleOp **single_op,
  30. const uint64_t model_id) {
  31. GELOGI("GetOpFromModel in. model name = %s, model id = %lu", model_name.c_str(), model_id);
  32. if (single_op == nullptr) {
  33. GELOGE(ACL_ERROR_GE_INTERNAL_ERROR, "single op is null");
  34. return ACL_ERROR_GE_INTERNAL_ERROR;
  35. }
  36. uintptr_t resource_id = 0;
  37. GE_CHK_STATUS_RET(GetResourceId(stream, resource_id));
  38. StreamResource *res = GetResource(resource_id, stream);
  39. if (res == nullptr) {
  40. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "GetResource failed");
  41. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  42. }
  43. SingleOp *op = res->GetOperator(model_id);
  44. if (op != nullptr) {
  45. GELOGD("Got operator from stream cache");
  46. *single_op = op;
  47. return SUCCESS;
  48. }
  49. return res->BuildOperator(model_data, single_op, model_id);
  50. }
  51. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status SingleOpManager::ReleaseResource(void *stream) {
  52. auto resource_id = reinterpret_cast<uintptr_t>(stream);
  53. GELOGI("ReleaseResource in. resource id = 0x%lx", static_cast<uint64_t>(resource_id));
  54. std::lock_guard<std::mutex> lock(mutex_);
  55. auto it = stream_resources_.find(resource_id);
  56. if (it == stream_resources_.end()) {
  57. return SUCCESS;
  58. }
  59. delete it->second;
  60. it->second = nullptr;
  61. (void)stream_resources_.erase(it);
  62. return SUCCESS;
  63. }
  64. StreamResource *SingleOpManager::GetResource(uintptr_t resource_id, rtStream_t stream) {
  65. std::lock_guard<std::mutex> lock(mutex_);
  66. auto it = stream_resources_.find(resource_id);
  67. StreamResource *res = nullptr;
  68. if (it == stream_resources_.end()) {
  69. res = new (std::nothrow) StreamResource(resource_id);
  70. if (res != nullptr) {
  71. res->SetStream(stream);
  72. stream_resources_.emplace(resource_id, res);
  73. }
  74. } else {
  75. res = it->second;
  76. }
  77. return res;
  78. }
  79. StreamResource *SingleOpManager::TryGetResource(uintptr_t resource_id) {
  80. std::lock_guard<std::mutex> lock(mutex_);
  81. auto it = stream_resources_.find(resource_id);
  82. if (it == stream_resources_.end()) {
  83. return nullptr;
  84. }
  85. return it->second;
  86. }
  87. Status SingleOpManager::GetDynamicOpFromModel(const string &model_name,
  88. const ModelData &model_data,
  89. void *stream,
  90. DynamicSingleOp **single_op,
  91. const uint64_t model_id) {
  92. GELOGI("GetOpFromModel in. model name = %s, model id = %lu", model_name.c_str(), model_id);
  93. if (!tiling_func_registered_) {
  94. RegisterTilingFunc();
  95. }
  96. GE_CHECK_NOTNULL(single_op);
  97. uintptr_t resource_id = 0;
  98. GE_CHK_STATUS_RET(GetResourceId(stream, resource_id));
  99. StreamResource *res = GetResource(resource_id, stream);
  100. if (res == nullptr) {
  101. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "GetResource failed");
  102. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  103. }
  104. DynamicSingleOp *op = res->GetDynamicOperator(model_id);
  105. if (op != nullptr) {
  106. GELOGD("Got operator from stream cache");
  107. *single_op = op;
  108. return SUCCESS;
  109. }
  110. return res->BuildDynamicOperator(model_data, single_op, model_id);
  111. }
  112. void SingleOpManager::RegisterTilingFunc() {
  113. std::lock_guard<std::mutex> lk(mutex_);
  114. if (tiling_func_registered_) {
  115. return;
  116. }
  117. op_tiling_manager_.LoadSo();
  118. tiling_func_registered_ = true;
  119. }
  120. Status SingleOpManager::GetResourceId(rtStream_t stream, uintptr_t &resource_id) {
  121. // runtime uses NULL to denote a default stream for each device
  122. if (stream == nullptr) {
  123. // get current context
  124. rtContext_t rt_cur_ctx = nullptr;
  125. auto rt_err = rtCtxGetCurrent(&rt_cur_ctx);
  126. if (rt_err != RT_ERROR_NONE) {
  127. GELOGE(rt_err, "get current context failed, runtime result is %d", static_cast<int>(rt_err));
  128. return rt_err;
  129. }
  130. // use current context as resource key instead
  131. GELOGI("use context as resource key instead when default stream");
  132. resource_id = reinterpret_cast<uintptr_t>(rt_cur_ctx);
  133. } else {
  134. GELOGI("use stream as resource key instead when create stream");
  135. resource_id = reinterpret_cast<uintptr_t>(stream);
  136. }
  137. return SUCCESS;
  138. }
  139. } // 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