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zero_copy_offset.cc 9.4 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(), return PARAM_INVALID,
  36. "basic_offset_size should be equal to relative_offset_size");
  37. GELOGD("[ZCPY] zero_copy_basic_offset size is %zu", zero_copy_basic_offset_.size());
  38. int64_t virtual_addr_offset = op_desc->GetOutputOffset().at(kDataIndex);
  39. IsL2Fusion(zero_copy_basic_offset_, virtual_addr_offset, fusion_flag);
  40. uint32_t out_count = 0;
  41. data_size_ = output_size;
  42. if (!fusion_flag) {
  43. out_count++;
  44. data_info_.emplace_back(output_size, virtual_addr);
  45. relative_offset_.emplace_back(0);
  46. GELOGD("[ZCPY] %s size is %ld, virtual_addr is %p.", op_desc->GetName().c_str(), output_size, virtual_addr);
  47. } else {
  48. GELOGI("[ZCPY] set l2_fusion for %s.", op_desc->GetName().c_str());
  49. for (size_t index = 0; index < zero_copy_basic_offset_.size(); ++index) {
  50. if (zero_copy_basic_offset_.at(index) == virtual_addr_offset) {
  51. out_count++;
  52. uint64_t out_offset = reinterpret_cast<uint64_t>(virtual_addr) + zero_copy_relative_offset_.at(index);
  53. data_info_.emplace_back(output_size, reinterpret_cast<void *>(static_cast<uintptr_t>(out_offset)));
  54. relative_offset_.emplace_back(zero_copy_relative_offset_.at(index));
  55. GELOGI("[ZCPY] virtual_addr: %p has been l2-fusion to %lu, need copy data_size is %ld.", basic_addr_,
  56. out_offset, output_size);
  57. }
  58. }
  59. }
  60. data_count_ = out_count;
  61. return SUCCESS;
  62. }
  63. Status ZeroCopyOffset::InitOutputDataInfo(const vector<int64_t> &input_size_list,
  64. const vector<void *> &virtual_addr_list, const OpDescPtr &op_desc,
  65. const size_t &idx, bool &fusion_flag) {
  66. int64_t size = input_size_list[idx];
  67. auto tensor_desc = op_desc->GetInputDescPtr(idx);
  68. GE_CHECK_NOTNULL(tensor_desc);
  69. if (TensorUtils::GetTensorSizeInBytes(*tensor_desc, size) != GRAPH_SUCCESS) {
  70. REPORT_INNER_ERROR("E19999", "Get input TensorSize in op:%s(%s) failed, input_index:%zu, when ZeroCopyOffset %s",
  71. op_desc->GetName().c_str(), op_desc->GetType().c_str(), idx, __FUNCTION__);
  72. GELOGE(FAILED, "GetTensorSizeInBytes failed!");
  73. return FAILED;
  74. }
  75. GELOGD("Tensor data size: GetSize=%ld, GetTensorSizeInBytes=%ld", input_size_list[idx], size);
  76. basic_addr_ = virtual_addr_list[idx];
  77. op_name_ = op_desc->GetName();
  78. (void)ge::AttrUtils::GetListInt(op_desc, ATTR_ZERO_COPY_BASIC_OFFSET, zero_copy_basic_offset_);
  79. (void)ge::AttrUtils::GetListInt(op_desc, ATTR_ZERO_COPY_RELATIVE_OFFSET, zero_copy_relative_offset_);
  80. GE_CHK_BOOL_EXEC(zero_copy_basic_offset_.size() == zero_copy_relative_offset_.size(), return PARAM_INVALID,
  81. "basic_offset_size should be equal to relative_offset_size");
  82. int64_t virtual_addr_offset = op_desc->GetInputOffset().at(idx);
  83. IsL2Fusion(zero_copy_basic_offset_, virtual_addr_offset, fusion_flag);
  84. uint32_t in_count = 0;
  85. data_size_ = size;
  86. if (!fusion_flag) {
  87. in_count++;
  88. data_info_.emplace_back(size, virtual_addr_list[idx]);
  89. // op_desc not set l2fusion when fusion_flag is false
  90. relative_offset_.emplace_back(0);
  91. GELOGI("[ZCPY] %s size is %ld, virtual_addr is %p.", op_desc->GetName().c_str(), size, virtual_addr_list[idx]);
  92. } else {
  93. GELOGI("[ZCPY] set l2-fusion for %s.", op_desc->GetName().c_str());
  94. for (size_t index = 0; index < zero_copy_basic_offset_.size(); ++index) {
  95. if (zero_copy_basic_offset_.at(index) == virtual_addr_offset) {
  96. in_count++;
  97. uint64_t in_offset = reinterpret_cast<uint64_t>(virtual_addr_list[idx]) + zero_copy_relative_offset_.at(index);
  98. int64_t real_data_size = ModelUtils::GetInputSize(op_desc).at(idx);
  99. data_info_.emplace_back(real_data_size, reinterpret_cast<void *>(static_cast<uintptr_t>(in_offset)));
  100. relative_offset_.emplace_back(zero_copy_relative_offset_.at(index));
  101. GELOGI("[ZCPY] virtual_addr: %p has been l2-fusion from %lu, need copy data_size is %ld.", basic_addr_,
  102. in_offset, real_data_size);
  103. }
  104. }
  105. }
  106. data_count_ = in_count;
  107. return SUCCESS;
  108. }
  109. void ZeroCopyOffset::IsL2Fusion(const vector<int64_t> &fusion_basic_addrs, const int64_t &tensor_offset,
  110. bool &fusion_flag) {
  111. for (size_t fusion_count = 0; fusion_count < fusion_basic_addrs.size(); ++fusion_count) {
  112. if (fusion_basic_addrs.at(fusion_count) == tensor_offset) {
  113. fusion_flag = true;
  114. break;
  115. }
  116. }
  117. }
  118. void ZeroCopyOffset::SetInputOutsideAddrs(int64_t output_offset, void *addr, bool fusion_flag,
  119. set<const void *> &real_virtual_addrs) {
  120. uint32_t out_count = 0;
  121. if (!fusion_flag) {
  122. out_count++;
  123. std::map<const void *, std::vector<void *>> addr_mapping;
  124. addr_mapping[addr] = {};
  125. outside_addrs_.emplace_back(addr_mapping);
  126. real_virtual_addrs.insert(addr);
  127. } else {
  128. GELOGI("[ZCPY] set l2-fusion for virtual_addr %p.", addr);
  129. for (size_t i = 0; i < zero_copy_basic_offset_.size(); ++i) {
  130. if (zero_copy_basic_offset_.at(i) == output_offset) {
  131. out_count++;
  132. void *virtual_addr =
  133. reinterpret_cast<void *>(reinterpret_cast<uintptr_t>(addr) + zero_copy_relative_offset_.at(i));
  134. std::map<const void *, std::vector<void *>> addr_mapping;
  135. addr_mapping[virtual_addr] = {};
  136. outside_addrs_.emplace_back(addr_mapping);
  137. real_virtual_addrs.insert(virtual_addr);
  138. GELOGI("[ZCPY] virtual_addr %p has been fusion to virtual_addr %p.", addr, virtual_addr);
  139. }
  140. }
  141. }
  142. addr_count_ = out_count;
  143. valid_relative_offset_ = true;
  144. }
  145. void ZeroCopyOffset::SetOutputOutsideAddrs(const int64_t &input_offset, const bool &fusion_flag, void *addr,
  146. std::vector<void *> &tensor_addrs) {
  147. GELOGI("[ZCPY] Start to SetOutputOutsideAddrs for virtual_addr %p.", addr);
  148. uint32_t out_count = 0;
  149. if (!fusion_flag) {
  150. out_count++;
  151. std::map<const void *, std::vector<void *>> addr_mapping;
  152. addr_mapping[addr] = {};
  153. outside_addrs_.emplace_back(addr_mapping);
  154. tensor_addrs.emplace_back(addr);
  155. } else {
  156. GELOGI("[ZCPY] set l2-fusion for virtual_addr %p.", addr);
  157. for (size_t i = 0; i < zero_copy_basic_offset_.size(); ++i) {
  158. if (zero_copy_basic_offset_.at(i) == input_offset) {
  159. out_count++;
  160. void *virtual_addr =
  161. reinterpret_cast<void *>(reinterpret_cast<uintptr_t>(addr) + zero_copy_relative_offset_.at(i));
  162. std::map<const void *, std::vector<void *>> addr_mapping;
  163. addr_mapping[virtual_addr] = {};
  164. outside_addrs_.emplace_back(addr_mapping);
  165. tensor_addrs.emplace_back(virtual_addr);
  166. GELOGI("[ZCPY] virtual_addr %p has been fusion to virtual_addr %p.", addr, virtual_addr);
  167. }
  168. }
  169. }
  170. addr_count_ = out_count;
  171. valid_relative_offset_ = true;
  172. }
  173. void ZeroCopyOffset::SetOutsideAddrsValue(ZeroCopyTask &zero_copy_task, void *outside_addr, void *args, size_t offset) {
  174. if (!valid_relative_offset_) {
  175. return;
  176. }
  177. const auto addr_val = reinterpret_cast<uintptr_t>(outside_addr);
  178. for (uint32_t out_count = 0; out_count < GetAddrCount(); ++out_count) {
  179. auto args_addrs = outside_addrs_[out_count].find(outside_addr);
  180. if (args_addrs != outside_addrs_[out_count].end()) {
  181. GE_CHK_STATUS(zero_copy_task.SetTaskArgsOffset(addr_val, offset), "Input args invalid.");
  182. void *args_val = static_cast<uint8_t *>(args) + offset;
  183. args_addrs->second.push_back(args_val);
  184. GELOGD("[ZCPY] set copy input: virtual_addr: 0x%lx, task_addr: %p, args: %p, offset: %zu.", addr_val, args_val,
  185. args, offset);
  186. }
  187. }
  188. }
  189. } // 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