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zero_copy_offset.cc 10 kB

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  1. /**
  2. * Copyright 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/load/model_manager/zero_copy_offset.h"
  17. #include "framework/common/debug/ge_log.h"
  18. #include "framework/common/util.h"
  19. #include "graph/load/model_manager/model_utils.h"
  20. #include "graph/load/model_manager/zero_copy_task.h"
  21. namespace ge {
  22. namespace {
  23. const uint32_t kDataIndex = 0;
  24. } // namespace
  25. ZeroCopyOffset::ZeroCopyOffset() {}
  26. ZeroCopyOffset::~ZeroCopyOffset() {}
  27. Status ZeroCopyOffset::InitInputDataInfo(int64_t output_size, void *virtual_addr, const OpDescPtr &op_desc,
  28. bool &fusion_flag) {
  29. GELOGI("[ZCPY] Start to InitInputDataInfo of %s, total_data_size is %ld, virtual_addr is %p",
  30. op_desc->GetName().c_str(), output_size, virtual_addr);
  31. basic_addr_ = virtual_addr;
  32. op_name_ = op_desc->GetName();
  33. (void)ge::AttrUtils::GetListInt(op_desc, ATTR_ZERO_COPY_BASIC_OFFSET, zero_copy_basic_offset_);
  34. (void)ge::AttrUtils::GetListInt(op_desc, ATTR_ZERO_COPY_RELATIVE_OFFSET, zero_copy_relative_offset_);
  35. GE_CHK_BOOL_EXEC(zero_copy_basic_offset_.size() == zero_copy_relative_offset_.size(),
  36. REPORT_INNER_ERROR("E19999", "basic_offset_size:%zu not equal to relative_offset_size:%zu, "
  37. "check invalid", zero_copy_basic_offset_.size(),
  38. zero_copy_relative_offset_.size());
  39. return PARAM_INVALID,
  40. "[Check][Param] basic_offset_size:%zu should be equal to relative_offset_size:%zu",
  41. zero_copy_basic_offset_.size(), zero_copy_relative_offset_.size());
  42. GELOGD("[ZCPY] zero_copy_basic_offset size is %zu", zero_copy_basic_offset_.size());
  43. int64_t virtual_addr_offset = op_desc->GetOutputOffset().at(kDataIndex);
  44. IsL2Fusion(zero_copy_basic_offset_, virtual_addr_offset, fusion_flag);
  45. uint32_t out_count = 0;
  46. data_size_ = output_size;
  47. if (!fusion_flag) {
  48. out_count++;
  49. data_info_.emplace_back(output_size, virtual_addr);
  50. relative_offset_.emplace_back(0);
  51. GELOGD("[ZCPY] %s size is %ld, virtual_addr is %p.", op_desc->GetName().c_str(), output_size, virtual_addr);
  52. } else {
  53. GELOGI("[ZCPY] set l2_fusion for %s.", op_desc->GetName().c_str());
  54. for (size_t index = 0; index < zero_copy_basic_offset_.size(); ++index) {
  55. if (zero_copy_basic_offset_.at(index) == virtual_addr_offset) {
  56. out_count++;
  57. uint64_t out_offset = reinterpret_cast<uint64_t>(virtual_addr) + zero_copy_relative_offset_.at(index);
  58. data_info_.emplace_back(output_size, reinterpret_cast<void *>(static_cast<uintptr_t>(out_offset)));
  59. relative_offset_.emplace_back(zero_copy_relative_offset_.at(index));
  60. GELOGI("[ZCPY] virtual_addr: %p has been l2-fusion to %lu, need copy data_size is %ld.", basic_addr_,
  61. out_offset, output_size);
  62. }
  63. }
  64. }
  65. data_count_ = out_count;
  66. return SUCCESS;
  67. }
  68. Status ZeroCopyOffset::InitOutputDataInfo(const vector<int64_t> &input_size_list,
  69. const vector<void *> &virtual_addr_list, const OpDescPtr &op_desc,
  70. const size_t &idx, bool &fusion_flag) {
  71. int64_t size = input_size_list[idx];
  72. auto tensor_desc = op_desc->GetInputDescPtr(idx);
  73. GE_CHECK_NOTNULL(tensor_desc);
  74. if (TensorUtils::GetTensorSizeInBytes(*tensor_desc, size) != GRAPH_SUCCESS) {
  75. REPORT_INNER_ERROR("E19999", "Get input TensorSize in op:%s(%s) failed, input_index:%zu",
  76. op_desc->GetName().c_str(), op_desc->GetType().c_str(), idx);
  77. GELOGE(FAILED, "[Get][InputTensorSize] in op:%s(%s) failed, input_index:%zu",
  78. op_desc->GetName().c_str(), op_desc->GetType().c_str(), idx);
  79. return FAILED;
  80. }
  81. GELOGD("Tensor data size: GetSize=%ld, GetTensorSizeInBytes=%ld", input_size_list[idx], size);
  82. basic_addr_ = virtual_addr_list[idx];
  83. op_name_ = op_desc->GetName();
  84. (void)ge::AttrUtils::GetListInt(op_desc, ATTR_ZERO_COPY_BASIC_OFFSET, zero_copy_basic_offset_);
  85. (void)ge::AttrUtils::GetListInt(op_desc, ATTR_ZERO_COPY_RELATIVE_OFFSET, zero_copy_relative_offset_);
  86. GE_CHK_BOOL_EXEC(zero_copy_basic_offset_.size() == zero_copy_relative_offset_.size(),
  87. REPORT_INNER_ERROR("E19999", "basic_offset_size:%zu not equal to relative_offset_size:%zu, "
  88. "check invalid",
  89. zero_copy_basic_offset_.size(), zero_copy_relative_offset_.size());
  90. return PARAM_INVALID,
  91. "[Check][Param] basic_offset_size:%zu should be equal to relative_offset_size:%zu",
  92. zero_copy_basic_offset_.size(), zero_copy_relative_offset_.size());
  93. int64_t virtual_addr_offset = op_desc->GetInputOffset().at(idx);
  94. IsL2Fusion(zero_copy_basic_offset_, virtual_addr_offset, fusion_flag);
  95. uint32_t in_count = 0;
  96. data_size_ = size;
  97. if (!fusion_flag) {
  98. in_count++;
  99. data_info_.emplace_back(size, virtual_addr_list[idx]);
  100. // op_desc not set l2fusion when fusion_flag is false
  101. relative_offset_.emplace_back(0);
  102. GELOGI("[ZCPY] %s size is %ld, virtual_addr is %p.", op_desc->GetName().c_str(), size, virtual_addr_list[idx]);
  103. } else {
  104. GELOGI("[ZCPY] set l2-fusion for %s.", op_desc->GetName().c_str());
  105. for (size_t index = 0; index < zero_copy_basic_offset_.size(); ++index) {
  106. if (zero_copy_basic_offset_.at(index) == virtual_addr_offset) {
  107. in_count++;
  108. uint64_t in_offset = reinterpret_cast<uint64_t>(virtual_addr_list[idx]) + zero_copy_relative_offset_.at(index);
  109. int64_t real_data_size = ModelUtils::GetInputSize(op_desc).at(idx);
  110. data_info_.emplace_back(real_data_size, reinterpret_cast<void *>(static_cast<uintptr_t>(in_offset)));
  111. relative_offset_.emplace_back(zero_copy_relative_offset_.at(index));
  112. GELOGI("[ZCPY] virtual_addr: %p has been l2-fusion from %lu, need copy data_size is %ld.", basic_addr_,
  113. in_offset, real_data_size);
  114. }
  115. }
  116. }
  117. data_count_ = in_count;
  118. return SUCCESS;
  119. }
  120. void ZeroCopyOffset::IsL2Fusion(const vector<int64_t> &fusion_basic_addrs, const int64_t &tensor_offset,
  121. bool &fusion_flag) {
  122. for (size_t fusion_count = 0; fusion_count < fusion_basic_addrs.size(); ++fusion_count) {
  123. if (fusion_basic_addrs.at(fusion_count) == tensor_offset) {
  124. fusion_flag = true;
  125. break;
  126. }
  127. }
  128. }
  129. void ZeroCopyOffset::SetInputOutsideAddrs(int64_t output_offset, void *addr, bool fusion_flag,
  130. set<const void *> &real_virtual_addrs) {
  131. uint32_t out_count = 0;
  132. if (!fusion_flag) {
  133. out_count++;
  134. std::map<const void *, std::vector<void *>> addr_mapping;
  135. addr_mapping[addr] = {};
  136. outside_addrs_.emplace_back(addr_mapping);
  137. real_virtual_addrs.insert(addr);
  138. } else {
  139. GELOGI("[ZCPY] set l2-fusion for virtual_addr %p.", addr);
  140. for (size_t i = 0; i < zero_copy_basic_offset_.size(); ++i) {
  141. if (zero_copy_basic_offset_.at(i) == output_offset) {
  142. out_count++;
  143. void *virtual_addr =
  144. reinterpret_cast<void *>(reinterpret_cast<uintptr_t>(addr) + zero_copy_relative_offset_.at(i));
  145. std::map<const void *, std::vector<void *>> addr_mapping;
  146. addr_mapping[virtual_addr] = {};
  147. outside_addrs_.emplace_back(addr_mapping);
  148. real_virtual_addrs.insert(virtual_addr);
  149. GELOGI("[ZCPY] virtual_addr %p has been fusion to virtual_addr %p.", addr, virtual_addr);
  150. }
  151. }
  152. }
  153. addr_count_ = out_count;
  154. valid_relative_offset_ = true;
  155. }
  156. void ZeroCopyOffset::SetOutputOutsideAddrs(const int64_t &input_offset, const bool &fusion_flag, void *addr,
  157. std::vector<void *> &tensor_addrs) {
  158. GELOGI("[ZCPY] Start to SetOutputOutsideAddrs for virtual_addr %p.", addr);
  159. uint32_t out_count = 0;
  160. if (!fusion_flag) {
  161. out_count++;
  162. std::map<const void *, std::vector<void *>> addr_mapping;
  163. addr_mapping[addr] = {};
  164. outside_addrs_.emplace_back(addr_mapping);
  165. tensor_addrs.emplace_back(addr);
  166. } else {
  167. GELOGI("[ZCPY] set l2-fusion for virtual_addr %p.", addr);
  168. for (size_t i = 0; i < zero_copy_basic_offset_.size(); ++i) {
  169. if (zero_copy_basic_offset_.at(i) == input_offset) {
  170. out_count++;
  171. void *virtual_addr =
  172. reinterpret_cast<void *>(reinterpret_cast<uintptr_t>(addr) + zero_copy_relative_offset_.at(i));
  173. std::map<const void *, std::vector<void *>> addr_mapping;
  174. addr_mapping[virtual_addr] = {};
  175. outside_addrs_.emplace_back(addr_mapping);
  176. tensor_addrs.emplace_back(virtual_addr);
  177. GELOGI("[ZCPY] virtual_addr %p has been fusion to virtual_addr %p.", addr, virtual_addr);
  178. }
  179. }
  180. }
  181. addr_count_ = out_count;
  182. valid_relative_offset_ = true;
  183. }
  184. void ZeroCopyOffset::SetOutsideAddrsValue(ZeroCopyTask &zero_copy_task, void *outside_addr, void *args, size_t offset) {
  185. if (!valid_relative_offset_) {
  186. return;
  187. }
  188. const auto addr_val = reinterpret_cast<uintptr_t>(outside_addr);
  189. for (uint32_t out_count = 0; out_count < GetAddrCount(); ++out_count) {
  190. auto args_addrs = outside_addrs_[out_count].find(outside_addr);
  191. if (args_addrs != outside_addrs_[out_count].end()) {
  192. GE_CHK_STATUS(zero_copy_task.SetTaskArgsOffset(addr_val, offset),
  193. "[Set][TaskArgsOffset] failed, Input args invalid, offset:%zu.", offset);
  194. void *args_val = static_cast<uint8_t *>(args) + offset;
  195. args_addrs->second.push_back(args_val);
  196. GELOGD("[ZCPY] set copy input: virtual_addr: 0x%lx, task_addr: %p, args: %p, offset: %zu.", addr_val, args_val,
  197. args, offset);
  198. }
  199. }
  200. }
  201. } // 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