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aicpu_task_builder.cc 6.8 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/task/aicpu_task_builder.h"
  17. #include <vector>
  18. #include "single_op/task/build_task_utils.h"
  19. #include "runtime/mem.h"
  20. #include "framework/common/debug/ge_log.h"
  21. #include "graph/load/new_model_manager/model_utils.h"
  22. #include "graph/load/new_model_manager/model_manager.h"
  23. namespace ge {
  24. AiCpuTaskBuilder::AiCpuTaskBuilder(const OpDescPtr &op_desc, const domi::KernelExDef &kernel_def)
  25. : op_desc_(op_desc), kernel_def_(kernel_def) {}
  26. Status AiCpuTaskBuilder::SetInputOutputAddr(void **io_addr, const std::vector<void *> &addresses) {
  27. size_t arg_size = kernel_def_.args_size();
  28. auto rt_ret = rtMalloc(io_addr, arg_size, RT_MEMORY_HBM);
  29. if (rt_ret != RT_ERROR_NONE) {
  30. GELOGE(RT_FAILED, "rtMalloc failed, size = %zu, ret = %d", arg_size, rt_ret);
  31. return RT_FAILED;
  32. }
  33. const void *src_addr = reinterpret_cast<const void *>(addresses.data());
  34. uint64_t src_len = sizeof(void *) * addresses.size();
  35. rt_ret = rtMemcpy(*io_addr, arg_size, src_addr, src_len, RT_MEMCPY_HOST_TO_DEVICE);
  36. if (rt_ret != RT_ERROR_NONE) {
  37. (void)rtFree(*io_addr);
  38. GELOGE(RT_FAILED, "rtMemcpy addresses failed, ret = %d", rt_ret);
  39. return RT_FAILED;
  40. }
  41. return SUCCESS;
  42. }
  43. Status AiCpuTaskBuilder::SetFmkOpKernel(void *io_addr, void *ws_addr, STR_FWK_OP_KERNEL &fwk_op_kernel) {
  44. auto sec_ret =
  45. memcpy_s(&fwk_op_kernel, sizeof(STR_FWK_OP_KERNEL), kernel_def_.args().data(), kernel_def_.args().size());
  46. if (sec_ret != EOK) {
  47. GELOGE(FAILED, "memcpy failed, ret: %d", sec_ret);
  48. return FAILED;
  49. }
  50. auto io_addr_val = static_cast<uint64_t>(reinterpret_cast<uintptr_t>(io_addr));
  51. fwk_op_kernel.fwkKernelBase.fwk_kernel.inputOutputAddr = io_addr_val;
  52. auto ws_addr_val = static_cast<uint64_t>(reinterpret_cast<uintptr_t>(ws_addr));
  53. fwk_op_kernel.fwkKernelBase.fwk_kernel.workspaceBaseAddr = ws_addr_val;
  54. return SUCCESS;
  55. }
  56. Status AiCpuTaskBuilder::SetKernelArgs(void **args, STR_FWK_OP_KERNEL &fwk_op_kernel) {
  57. void *fwk_op_args = nullptr;
  58. auto rt_ret = rtMalloc(&fwk_op_args, sizeof(STR_FWK_OP_KERNEL), RT_MEMORY_HBM);
  59. if (rt_ret != RT_ERROR_NONE) {
  60. GELOGE(RT_FAILED, "malloc arg memory failed, ret = %d", rt_ret);
  61. return RT_FAILED;
  62. }
  63. rt_ret = rtMemcpy(fwk_op_args, sizeof(STR_FWK_OP_KERNEL), &fwk_op_kernel, sizeof(STR_FWK_OP_KERNEL),
  64. RT_MEMCPY_HOST_TO_DEVICE);
  65. if (rt_ret != RT_ERROR_NONE) {
  66. (void)rtFree(fwk_op_args);
  67. GELOGE(RT_FAILED, "copy args failed, ret = %d", rt_ret);
  68. return RT_FAILED;
  69. }
  70. *args = fwk_op_args;
  71. return SUCCESS;
  72. }
  73. Status AiCpuTaskBuilder::InitWorkspaceAndIO(void **io_addr, void **kernel_workspace, const SingleOpModelParam &param,
  74. bool dynamic_flag) {
  75. if (kernel_def_.args_size() > sizeof(STR_FWK_OP_KERNEL)) {
  76. GELOGE(PARAM_INVALID, "sizeof STR_FWK_OP_KERNEL is: %lu, but args_size is: %d", sizeof(STR_FWK_OP_KERNEL),
  77. kernel_def_.args_size());
  78. return PARAM_INVALID;
  79. }
  80. auto addresses = BuildTaskUtils::GetAddresses(op_desc_, param);
  81. auto ws_addr_vec = addresses.at(BuildTaskUtils::kAddressIndexWorkspace);
  82. if (dynamic_flag) {
  83. GE_CHK_RT_RET(rtMalloc(kernel_workspace, kernel_def_.task_info_size(), RT_MEMORY_HBM));
  84. } else {
  85. if (ws_addr_vec.empty()) {
  86. GELOGE(PARAM_INVALID, "workspace Data Address is empty.");
  87. return PARAM_INVALID;
  88. }
  89. *kernel_workspace = ws_addr_vec[0];
  90. }
  91. GE_CHK_RT_RET(rtMemcpy(*kernel_workspace, kernel_def_.task_info_size(), kernel_def_.task_info().data(),
  92. kernel_def_.task_info_size(), RT_MEMCPY_HOST_TO_DEVICE));
  93. auto ret = SetInputOutputAddr(io_addr, BuildTaskUtils::JoinAddresses(addresses));
  94. if (ret != SUCCESS) {
  95. return ret;
  96. }
  97. return SUCCESS;
  98. }
  99. Status AiCpuTaskBuilder::BuildTask(ge::AiCpuTask &task, const SingleOpModelParam &param, bool dynamic_flag,
  100. uint64_t session_id) {
  101. void *io_addr = nullptr;
  102. void *kernel_workspace = nullptr;
  103. GE_CHK_STATUS_RET_NOLOG(InitWorkspaceAndIO(&io_addr, &kernel_workspace, param, dynamic_flag));
  104. STR_FWK_OP_KERNEL fwk_op_kernel = {0};
  105. auto ret = SetFmkOpKernel(io_addr, kernel_workspace, fwk_op_kernel);
  106. if (ret != SUCCESS) {
  107. (void)rtFree(io_addr);
  108. return ret;
  109. }
  110. task.op_desc_ = op_desc_;
  111. task.num_inputs_ = op_desc_->GetInputsSize();
  112. task.num_outputs_ = op_desc_->GetOutputsSize();
  113. // get kernel_ext_info
  114. auto &kernel_ext_info = kernel_def_.kernel_ext_info();
  115. auto kernel_ext_info_size = kernel_def_.kernel_ext_info_size();
  116. GE_CHK_BOOL_RET_STATUS(kernel_ext_info.size() == kernel_ext_info_size, FAILED,
  117. "task def kernel_ext_info.size=%zu, but kernel_ext_info_size=%u.", kernel_ext_info.size(),
  118. kernel_ext_info_size);
  119. GE_CHK_STATUS_RET(task.SetExtInfoAndType(kernel_ext_info), "Init ext info failed.");
  120. if (task.ext_info_addr_dev_ != nullptr) {
  121. fwk_op_kernel.fwkKernelBase.fwk_kernel.extInfoAddr = reinterpret_cast<uintptr_t>(task.ext_info_addr_dev_);
  122. fwk_op_kernel.fwkKernelBase.fwk_kernel.extInfoLen = kernel_ext_info_size;
  123. }
  124. GE_CHK_STATUS_RET(task.InitForSummaryAndCopy(), "AiCpuTask init for summary and copy task failed.");
  125. // Create session
  126. fwk_op_kernel.fwkKernelBase.fwk_kernel.sessionID = session_id;
  127. GELOGI("Begin to CreateAicpuSession, session id: %lu", session_id);
  128. GE_CHECK_NOTNULL(ModelManager::GetInstance());
  129. GE_IF_BOOL_EXEC(ModelManager::GetInstance()->CreateAicpuSession(session_id) != SUCCESS,
  130. GELOGE(FAILED, "CreateAicpuSession error. session id: %lu", session_id);
  131. return FAILED;)
  132. ret = SetKernelArgs(&task.args_, fwk_op_kernel);
  133. if (ret != SUCCESS) {
  134. (void)rtFree(io_addr);
  135. return ret;
  136. }
  137. task.arg_size_ = sizeof(STR_FWK_OP_KERNEL);
  138. task.op_type_ = op_desc_->GetName();
  139. task.io_addr_ = io_addr;
  140. task.task_info_ = kernel_def_.task_info();
  141. task.workspace_addr_ = kernel_workspace;
  142. task.dynamic_flag_ = dynamic_flag;
  143. auto debug_info = BuildTaskUtils::GetTaskInfo(op_desc_);
  144. GELOGI("[TASK_INFO] %s %s", task.task_info_.c_str(), debug_info.c_str());
  145. return SUCCESS;
  146. }
  147. } // 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