You can not select more than 25 topics Topics must start with a chinese character,a letter or number, can include dashes ('-') and can be up to 35 characters long.

zero_copy_offset.cc 9.2 kB

4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202
  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/new_model_manager/zero_copy_offset.h"
  17. #include "framework/common/debug/ge_log.h"
  18. #include "framework/common/util.h"
  19. #include "graph/load/new_model_manager/model_utils.h"
  20. #include "graph/load/new_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. (void)ge::AttrUtils::GetListInt(op_desc, ATTR_ZERO_COPY_BASIC_OFFSET, zero_copy_basic_offset_);
  33. (void)ge::AttrUtils::GetListInt(op_desc, ATTR_ZERO_COPY_RELATIVE_OFFSET, zero_copy_relative_offset_);
  34. GE_CHK_BOOL_EXEC(zero_copy_basic_offset_.size() == zero_copy_relative_offset_.size(), return PARAM_INVALID,
  35. "basic_offset_size should be equal to relative_offset_size");
  36. GELOGD("[ZCPY] zero_copy_basic_offset size is %zu", zero_copy_basic_offset_.size());
  37. int64_t virtual_addr_offset = op_desc->GetOutputOffset().at(kDataIndex);
  38. IsL2Fusion(zero_copy_basic_offset_, virtual_addr_offset, fusion_flag);
  39. uint32_t out_count = 0;
  40. data_size_ = output_size;
  41. if (!fusion_flag) {
  42. out_count++;
  43. data_info_.emplace_back(output_size, virtual_addr);
  44. relative_offset_.emplace_back(0);
  45. GELOGD("[ZCPY] %s size is %ld, virtual_addr is %p.", op_desc->GetName().c_str(), output_size, virtual_addr);
  46. } else {
  47. GELOGI("[ZCPY] set l2_fusion for %s.", op_desc->GetName().c_str());
  48. for (size_t index = 0; index < zero_copy_basic_offset_.size(); ++index) {
  49. if (zero_copy_basic_offset_.at(index) == virtual_addr_offset) {
  50. out_count++;
  51. uint64_t out_offset = reinterpret_cast<uint64_t>(virtual_addr) + zero_copy_relative_offset_.at(index);
  52. data_info_.emplace_back(output_size, reinterpret_cast<void *>(static_cast<uintptr_t>(out_offset)));
  53. relative_offset_.emplace_back(zero_copy_relative_offset_.at(index));
  54. GELOGI("[ZCPY] virtual_addr: %p has been l2-fusion to %lu, need copy data_size is %ld.", basic_addr_,
  55. out_offset, output_size);
  56. }
  57. }
  58. }
  59. data_count_ = out_count;
  60. return SUCCESS;
  61. }
  62. Status ZeroCopyOffset::InitOutputDataInfo(const vector<int64_t> &input_size_list,
  63. const vector<void *> &virtual_addr_list, const OpDescPtr &op_desc,
  64. const size_t &idx, bool &fusion_flag) {
  65. int64_t size = input_size_list[idx];
  66. auto tensor_desc = op_desc->GetInputDescPtr(idx);
  67. GE_CHECK_NOTNULL(tensor_desc);
  68. if (TensorUtils::GetTensorSizeInBytes(*tensor_desc, size) != GRAPH_SUCCESS) {
  69. GELOGE(FAILED, "GetTensorSizeInBytes failed!");
  70. return FAILED;
  71. }
  72. GELOGD("Tensor data size: GetSize=%ld, GetTensorSizeInBytes=%ld", input_size_list[idx], size);
  73. basic_addr_ = virtual_addr_list[idx];
  74. (void)ge::AttrUtils::GetListInt(op_desc, ATTR_ZERO_COPY_BASIC_OFFSET, zero_copy_basic_offset_);
  75. (void)ge::AttrUtils::GetListInt(op_desc, ATTR_ZERO_COPY_RELATIVE_OFFSET, zero_copy_relative_offset_);
  76. GE_CHK_BOOL_EXEC(zero_copy_basic_offset_.size() == zero_copy_relative_offset_.size(), return PARAM_INVALID,
  77. "basic_offset_size should be equal to relative_offset_size");
  78. int64_t virtual_addr_offset = op_desc->GetInputOffset().at(idx);
  79. IsL2Fusion(zero_copy_basic_offset_, virtual_addr_offset, fusion_flag);
  80. uint32_t in_count = 0;
  81. data_size_ = size;
  82. if (!fusion_flag) {
  83. in_count++;
  84. data_info_.emplace_back(size, virtual_addr_list[idx]);
  85. // op_desc not set l2fusion when fusion_flag is false
  86. relative_offset_.emplace_back(0);
  87. GELOGI("[ZCPY] %s size is %ld, virtual_addr is %p.", op_desc->GetName().c_str(), size, virtual_addr_list[idx]);
  88. } else {
  89. GELOGI("[ZCPY] set l2-fusion for %s.", op_desc->GetName().c_str());
  90. for (size_t index = 0; index < zero_copy_basic_offset_.size(); ++index) {
  91. if (zero_copy_basic_offset_.at(index) == virtual_addr_offset) {
  92. in_count++;
  93. uint64_t in_offset = reinterpret_cast<uint64_t>(virtual_addr_list[idx]) + zero_copy_relative_offset_.at(index);
  94. int64_t real_data_size = ModelUtils::GetInputSize(op_desc).at(idx);
  95. data_info_.emplace_back(real_data_size, reinterpret_cast<void *>(static_cast<uintptr_t>(in_offset)));
  96. relative_offset_.emplace_back(zero_copy_relative_offset_.at(index));
  97. GELOGI("[ZCPY] virtual_addr: %p has been l2-fusion from %lu, need copy data_size is %ld.", basic_addr_,
  98. in_offset, real_data_size);
  99. }
  100. }
  101. }
  102. data_count_ = in_count;
  103. return SUCCESS;
  104. }
  105. void ZeroCopyOffset::IsL2Fusion(const vector<int64_t> &fusion_basic_addrs, const int64_t &tensor_offset,
  106. bool &fusion_flag) {
  107. for (size_t fusion_count = 0; fusion_count < fusion_basic_addrs.size(); ++fusion_count) {
  108. if (fusion_basic_addrs.at(fusion_count) == tensor_offset) {
  109. fusion_flag = true;
  110. break;
  111. }
  112. }
  113. }
  114. void ZeroCopyOffset::SetInputOutsideAddrs(const vector<int64_t> &output_offset_list, void *addr, const size_t &index,
  115. bool fusion_flag, std::set<const void *> &real_virtual_addrs) {
  116. uint32_t out_count = 0;
  117. if (!fusion_flag) {
  118. out_count++;
  119. std::map<const void *, std::vector<void *>> addr_mapping;
  120. addr_mapping[addr] = {};
  121. outside_addrs_.emplace_back(addr_mapping);
  122. real_virtual_addrs.insert(addr);
  123. } else {
  124. GELOGI("[ZCPY] set l2-fusion for virtual_addr %p.", addr);
  125. int64_t output_offset = output_offset_list.at(index);
  126. for (size_t i = 0; i < zero_copy_basic_offset_.size(); ++i) {
  127. if (zero_copy_basic_offset_.at(i) == output_offset) {
  128. out_count++;
  129. void *virtual_addr =
  130. reinterpret_cast<void *>(reinterpret_cast<uintptr_t>(addr) + zero_copy_relative_offset_.at(i));
  131. std::map<const void *, std::vector<void *>> addr_mapping;
  132. addr_mapping[virtual_addr] = {};
  133. outside_addrs_.emplace_back(addr_mapping);
  134. real_virtual_addrs.insert(virtual_addr);
  135. GELOGI("[ZCPY] virtual_addr %p has been fusion to virtual_addr %p.", addr, virtual_addr);
  136. }
  137. }
  138. }
  139. addr_count_ = out_count;
  140. }
  141. void ZeroCopyOffset::SetOutputOutsideAddrs(const int64_t &input_offset, const bool &fusion_flag, void *addr,
  142. std::vector<void *> &tensor_addrs) {
  143. GELOGI("[ZCPY] Start to SetOutputOutsideAddrs for virtual_addr %p.", addr);
  144. uint32_t out_count = 0;
  145. if (!fusion_flag) {
  146. out_count++;
  147. std::map<const void *, std::vector<void *>> addr_mapping;
  148. addr_mapping[addr] = {};
  149. outside_addrs_.emplace_back(addr_mapping);
  150. tensor_addrs.emplace_back(addr);
  151. } else {
  152. GELOGI("[ZCPY] set l2-fusion for virtual_addr %p.", addr);
  153. for (size_t i = 0; i < zero_copy_basic_offset_.size(); ++i) {
  154. if (zero_copy_basic_offset_.at(i) == input_offset) {
  155. out_count++;
  156. void *virtual_addr =
  157. reinterpret_cast<void *>(reinterpret_cast<uintptr_t>(addr) + zero_copy_relative_offset_.at(i));
  158. std::map<const void *, std::vector<void *>> addr_mapping;
  159. addr_mapping[virtual_addr] = {};
  160. outside_addrs_.emplace_back(addr_mapping);
  161. tensor_addrs.emplace_back(virtual_addr);
  162. GELOGI("[ZCPY] virtual_addr %p has been fusion to virtual_addr %p.", addr, virtual_addr);
  163. }
  164. }
  165. }
  166. addr_count_ = out_count;
  167. }
  168. bool ZeroCopyOffset::SetOutsideAddrsValue(ZeroCopyTask &zero_copy_task, void *outside_addr, void *args, size_t offset) {
  169. const auto addr_val = reinterpret_cast<uintptr_t>(outside_addr);
  170. bool set_batch_label_flag = false;
  171. for (uint32_t out_count = 0; out_count < GetAddrCount(); ++out_count) {
  172. auto &addrs_mapping_list = GetOutsideAddrs();
  173. auto args_addrs = addrs_mapping_list[out_count].find(outside_addr);
  174. if (args_addrs != addrs_mapping_list[out_count].end()) {
  175. GE_CHK_STATUS(zero_copy_task.SetTaskArgsOffset(addr_val, offset), "Input args invalid.");
  176. void *args_val = static_cast<uint8_t *>(args) + offset;
  177. args_addrs->second.push_back(args_val);
  178. GELOGD("[ZCPY] set copy input: virtual_addr: 0x%lx, task_addr: %p, args: %p, offset: %zu.", addr_val, args_val,
  179. args, offset);
  180. set_batch_label_flag = true;
  181. }
  182. }
  183. return set_batch_label_flag;
  184. }
  185. } // 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