graphengine/ge/common/profiling/profiling_manager.cc

/**
 * Copyright 2020 Huawei Technologies Co., Ltd
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 * http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */

#include "common/profiling/profiling_manager.h"

#include "framework/common/debug/ge_log.h"
#include "framework/common/debug/log.h"
#include "framework/common/string_util.h"
#include "graph/ge_context.h"
#include "runtime/base.h"
#include "graph/load/new_model_manager/davinci_model.h"

namespace {
const char *const kTrainingTrace = "training_trace";
const char *const kFpPoint = "fp_point";
const char *const kBpPoint = "bp_point";

#ifdef DAVINCI_SUPPORT_PROFILING
const size_t kReportMaxLen = 2048;
const int32_t kMaxDeviceNum = 256;
const std::string kConfigNumsdev = "devNums";
const std::string kConfigDevIdList = "devIdList";
const std::string kProfStart = "prof_start";
const std::string kProfStop = "prof_stop";
const std::string kProfModelSubscribe = "prof_model_subscribe";
const std::string kProfModelUnsubscribe = "prof_model_cancel_subscribe";
#endif
}  // namespace

namespace ge {
ProfilingManager::ProfilingManager()
    : is_load_profiling_(false), is_execute_profiling_(false), is_training_trace_(false), subscribe_count_(0) {
  prof_cb_.msprofCtrlCallback = nullptr;
  prof_cb_.msprofReporterCallback = nullptr;
}

ProfilingManager::~ProfilingManager() {}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY ProfilingManager &ProfilingManager::Instance() {
  static ProfilingManager profiling_manager;
  return profiling_manager;
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY ge::Status ProfilingManager::Init(const Options &options) {
#ifdef DAVINCI_SUPPORT_PROFILING
  vector<int32_t>().swap(device_id_);
  subscribe_count_ = 0;
  GELOGI("ProfilingManager::Init  job_id:%s", options.job_id.c_str());

  struct MsprofGeOptions prof_conf = {{ 0 }};
  Status ret = InitFromOptions(options, prof_conf);
  if (ret != SUCCESS) {
    GELOGE(ret, "Failed to init profiling.");
    return ret;
  }

  if (is_execute_profiling_) {
    if (prof_cb_.msprofCtrlCallback == nullptr) {
      GELOGE(ge::PARAM_INVALID, "MsprofCtrlCallback callback is nullptr.");
      return ge::PARAM_INVALID;
    }
    int32_t cb_ret = prof_cb_.msprofCtrlCallback(
        static_cast<uint32_t>(MsprofCtrlCallbackType::MSPROF_CTRL_INIT_GE_OPTIONS),
        static_cast<void *>(&prof_conf), sizeof(MsprofGeOptions));
    if (cb_ret != 0) {
      GELOGE(FAILED, "Call msprofCtrlCallback failed, type:%u, return:%d",
             static_cast<uint32_t>(MsprofCtrlCallbackType::MSPROF_CTRL_INIT_GE_OPTIONS), cb_ret);
      return FAILED;
    }
    GELOGI("Profiling init success");
  } else {
    GELOGI("The profiling is off, skip the initialization");
  }
#endif
  return SUCCESS;
}

ge::Status ProfilingManager::InitFromOptions(const Options &options, MsprofGeOptions &prof_conf) {
#ifdef DAVINCI_SUPPORT_PROFILING
  // enable profiling by env
  char env_profiling_mode[MMPA_MAX_PATH] = { 0x00 };
  is_execute_profiling_ = false;

  if (options.profiling_mode == "1" && !options.profiling_options.empty()) {
    // enable profiling by ge option
    if (strncpy_s(prof_conf.options, MSPROF_OPTIONS_DEF_LEN_MAX, options.profiling_options.c_str(),
                  MSPROF_OPTIONS_DEF_LEN_MAX - 1) != EOK) {
      GELOGE(INTERNAL_ERROR, "copy profiling_options failed.");
      return INTERNAL_ERROR;
    }
    is_execute_profiling_ = true;
    GELOGI("The profiling in options is %s, %s. origin option: %s", options.profiling_mode.c_str(), prof_conf.options,
           options.profiling_options.c_str());
  } else {
    (void)mmGetEnv("PROFILING_MODE", env_profiling_mode, MMPA_MAX_PATH);
    (void)mmGetEnv("PROFILING_OPTIONS", prof_conf.options, MSPROF_OPTIONS_DEF_LEN_MAX);
    // The env is invalid
    if ((strcmp("true", env_profiling_mode) != 0) || (strcmp(prof_conf.options, "\0") == 0)) {
      return SUCCESS;
    }
    // enable profiling by env
    is_execute_profiling_ = true;
    GELOGI("The profiling in env is %s, %s", env_profiling_mode, prof_conf.options);
  }

  if (!is_execute_profiling_) {
    return SUCCESS;
  }

  // Parse json str for bp fp
  Status ret = ParseOptions(prof_conf.options);
  if (ret != ge::SUCCESS) {
    GELOGE(ge::PARAM_INVALID, "Parse training trace param failed.");
    return ge::PARAM_INVALID;
  }

  if (strncpy_s(prof_conf.jobId, MSPROF_OPTIONS_DEF_LEN_MAX, options.job_id.c_str(), MSPROF_OPTIONS_DEF_LEN_MAX - 1) !=
      EOK) {
    GELOGE(INTERNAL_ERROR, "copy job_id failed.");
    return INTERNAL_ERROR;
  }
  GELOGI("Job id: %s, original job id: %s.", prof_conf.jobId, options.job_id.c_str());
#endif
  return ge::SUCCESS;
}

ge::Status ProfilingManager::ParseOptions(const std::string &options) {
  if (options.empty()) {
    GELOGE(ge::PARAM_INVALID, "Profiling options is empty.");
    return ge::PARAM_INVALID;
  }
  try {
    Json prof_options = Json::parse(options);
    if (options.find(kTrainingTrace) == std::string::npos) {
      return ge::SUCCESS;
    }
    const std::string training_trace = prof_options[kTrainingTrace];
    if (training_trace.empty()) {
      GELOGI("Training trace will not take effect.");
      return ge::SUCCESS;
    }
    GELOGI("GE profiling training trace:%s", training_trace.c_str());
    if (training_trace != "on") {
      GELOGE(ge::PARAM_INVALID, "Training trace param:%s is invalid.", training_trace.c_str());
      return ge::PARAM_INVALID;
    }
    fp_point_ = prof_options[kFpPoint];
    bp_point_ = prof_options[kBpPoint];
    if (!fp_point_.empty() && !bp_point_.empty()) {
      GELOGI("Training trace bp fp is set, bp_point:%s, fp_point:%s.", bp_point_.c_str(), fp_point_.c_str());
    }
    is_training_trace_ = true;
  } catch (...) {
    GELOGE(FAILED, "Json prof_conf options is invalid.");
    return ge::PARAM_INVALID;
  }
  return ge::SUCCESS;
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::StopProfiling() {
#ifdef DAVINCI_SUPPORT_PROFILING
  uint64_t module = GetProfilingModule();
  // The following if case will not be executed in normal case, inc case of ProfStopProfiling is abnormal
  int32_t device_num = static_cast<int32_t>(device_id_.size());
  if (device_num != 0) {
    auto device_id_ptr = std::unique_ptr<uint32_t[]>(new (std::nothrow) uint32_t[device_num]);
    if (device_id_ptr == nullptr) {
      GELOGE(FAILED, "Stop profiling: device id ptr is null.");
      return;
    }
    for (int32_t i = 0; i < device_num; i++) {
      device_id_ptr[i] = static_cast<uint32_t>(device_id_[i]);
    }
    rtError_t rt_ret = rtProfilerStop(module, device_num, device_id_ptr.get());
    if (rt_ret != RT_ERROR_NONE) {
      GELOGW("Call rtProfilerStop failed, ret:%d", rt_ret);
    }
  }

  // stop profiling
  if (prof_cb_.msprofCtrlCallback == nullptr) {
      GELOGE(ge::PARAM_INVALID, "MsprofCtrlCallback callback is nullptr.");
      return;
  }
  int32_t cb_ret = prof_cb_.msprofCtrlCallback(static_cast<uint32_t>(MsprofCtrlCallbackType::MSPROF_CTRL_FINALIZE),
                                               nullptr, 0);
  if (cb_ret != 0) {
    GELOGW("call msprofCtrlCallback failed, type:%u, return:%d",
           static_cast<uint32_t>(MsprofCtrlCallbackType::MSPROF_CTRL_FINALIZE), cb_ret);
    return;
  }
  GELOGI("Stop Profiling success.");
#endif
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::ProfilingTaskDescInfo(
    uint32_t model_id, const std::vector<TaskDescInfo> &task_desc_info, const int32_t &device_id) {
#ifdef DAVINCI_SUPPORT_PROFILING
  std::string data;
  for (const auto &task : task_desc_info) {
    std::string model_name = task.model_name;
    std::string op_name = task.op_name;
    uint32_t block_dim = task.block_dim;
    uint32_t task_id = task.task_id;
    uint32_t stream_id = task.stream_id;
    std::string shape_type = task.shape_type;
    int64_t cur_iter_num = task.cur_iter_num;
    data = model_name.append(" ")
                     .append(op_name).append(" ")
                     .append(std::to_string(block_dim)).append(" ")
                     .append(std::to_string(task_id)).append(" ")
                     .append(std::to_string(stream_id)).append(" ")
                     .append(std::to_string(model_id)).append(" ")
                     .append(shape_type).append(" ")
                     .append(std::to_string(cur_iter_num)).append("\n");

    ReporterData reporter_data{};
    reporter_data.deviceId = device_id;
    reporter_data.data = (unsigned char *)data.c_str();
    reporter_data.dataLen = data.size();
    int ret = memcpy_s(reporter_data.tag, MSPROF_ENGINE_MAX_TAG_LEN + 1, "task_desc_info", sizeof("task_desc_info"));
    if (ret != EOK) {
      GELOGE(ret, "Report data tag of task_desc_info memcpy error!");
      return;
    }

    int32_t cb_ret = CallMsprofReport(reporter_data);
    if (cb_ret != 0) {
      GELOGE(cb_ret, "Reporter data of task_desc_info failed, ret:%d", cb_ret);
      return;
    }
  }

  data.clear();
#endif
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::ProfilingGraphDescInfo(
    uint32_t model_id, const std::vector<ComputeGraphDescInfo> &compute_graph_desc_info, const int32_t &device_id) {
#ifdef DAVINCI_SUPPORT_PROFILING
  std::string data;
  for (const auto &graph : compute_graph_desc_info) {
    data.append("model_name:")
        .append(graph.model_name)
        .append(" op_name:")
        .append(graph.op_name)
        .append(" op_type:")
        .append(graph.op_type);
    for (size_t i = 0; i < graph.input_format.size(); ++i) {
      data.append(" input_id:")
          .append(std::to_string(i))
          .append(" input_format:")
          .append(std::to_string(graph.input_format.at(i)))
          .append(" input_data_type:")
          .append(std::to_string(graph.input_data_type.at(i)))
          .append(" input_shape:\"");
      size_t input_shape_len = graph.input_shape.at(i).size();
      if (input_shape_len == 0) {
        data.append("");
      } else if (input_shape_len == 1) {
        data.append(std::to_string(graph.input_shape.at(i).at(0)));
      } else {
        for (size_t j = 0; j < input_shape_len - 1; ++j) {
          data.append(std::to_string(graph.input_shape.at(i).at(j))).append(",");
        }
        data.append(std::to_string(graph.input_shape.at(i).at(input_shape_len - 1)));
      }

      data.append("\"");
    }

    for (size_t i = 0; i < graph.output_format.size(); ++i) {
      data.append(" output_id:")
          .append(std::to_string(i))
          .append(" output_format:")
          .append(std::to_string(graph.output_format.at(i)))
          .append(" output_data_type:")
          .append(std::to_string(graph.output_data_type.at(i)))
          .append(" output_shape:\"");
      size_t output_shape_len = graph.output_shape.at(i).size();
      if (output_shape_len == 0) {
        data.append("");
      } else if (output_shape_len == 1) {
        data.append(std::to_string(graph.output_shape.at(i).at(0)));
      } else {
        for (size_t j = 0; j < output_shape_len - 1; ++j) {
          data.append(std::to_string(graph.output_shape.at(i).at(j))).append(",");
        }
        data.append(std::to_string(graph.output_shape.at(i).at(output_shape_len - 1)));
      }
      data.append("\"");
    }

    data.append(" model_id:").append(std::to_string(model_id));
    data.append(" task_id:").append(std::to_string(graph.task_id));
    data.append(" stream_id:").append(std::to_string(graph.stream_id));
    data.append("\n");

    GraphDescReport(device_id, data);
    data.clear();
  }
#endif
}

void ProfilingManager::GraphDescReport(const int32_t &device_id, const string &data) {
#ifdef DAVINCI_SUPPORT_PROFILING
  ReporterData reporter_data{};
  int ret = -1;
  int32_t cb_ret = -1;
  size_t index = data.size() / kReportMaxLen;
  if (index >= 1) {
    reporter_data.deviceId = device_id;
    ret = memcpy_s(reporter_data.tag, MSPROF_ENGINE_MAX_TAG_LEN + 1, "graph_desc_info", sizeof("graph_desc_info"));
    GE_IF_BOOL_EXEC(ret != EOK, GELOGE(ret, "Report data tag of graph_desc_info memcpy error!"); return;);
    for (size_t i = 0; i < index; ++i) {
      reporter_data.data = (unsigned char *)data.c_str() + kReportMaxLen * i;
      reporter_data.dataLen = kReportMaxLen;
      cb_ret = CallMsprofReport(reporter_data);
      GE_IF_BOOL_EXEC(cb_ret != 0, GELOGE(cb_ret, "Reporter data of graph_desc_info failed, ret:%d", cb_ret); return;);
    }
    reporter_data.dataLen = data.size() - kReportMaxLen * index;
    if (reporter_data.dataLen != 0) {
      reporter_data.data = (unsigned char *)data.c_str() + kReportMaxLen * index;
      cb_ret = CallMsprofReport(reporter_data);
      GE_IF_BOOL_EXEC(cb_ret != 0, GELOGE(cb_ret, "Reporter data of graph_desc_info failed, ret:%d", cb_ret); return;);
    }
  } else {
    reporter_data.deviceId = device_id;
    reporter_data.data = (unsigned char *)data.c_str();
    reporter_data.dataLen = data.size();
    ret = memcpy_s(reporter_data.tag, MSPROF_ENGINE_MAX_TAG_LEN + 1, "graph_desc_info", sizeof("graph_desc_info"));
    GE_IF_BOOL_EXEC(ret != EOK, GELOGE(ret, "Report data tag of graph_desc_info memcpy error!"); return;);

    cb_ret = CallMsprofReport(reporter_data);
    GE_IF_BOOL_EXEC(cb_ret != 0, GELOGE(cb_ret, "Reporter data of graph_desc_info failed, ret:%d", cb_ret); return;);
  }
#endif
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::ReportProfilingData(
    uint32_t model_id, const std::vector<TaskDescInfo> &task_desc_info,
    const std::vector<ComputeGraphDescInfo> &compute_graph_desc_info) {
#ifdef DAVINCI_SUPPORT_PROFILING
  int32_t logic_device_id = 0;
  rtError_t rt_ret = rtGetDevice(&logic_device_id);
  if (rt_ret != RT_ERROR_NONE) {
    GELOGE(rt_ret, "runtime get logic_device_id failed, current logic_device_id:%d", logic_device_id);
    return;
  }
  GELOGD("current logic_device_id:%d", logic_device_id);
  GELOGD("start ProfilingTaskDescInfo.");
  ProfilingTaskDescInfo(model_id, task_desc_info, logic_device_id);
  GELOGD("start ProfilingGraphDescInfo.");
  ProfilingGraphDescInfo(model_id, compute_graph_desc_info, logic_device_id);
  GELOGD("Report profiling data for GE end.");
#endif
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY uint64_t ProfilingManager::GetProfilingModule() {
  uint64_t module = PROF_MODEL_EXECUTE_MASK |
                    PROF_RUNTIME_API_MASK |
                    PROF_RUNTIME_TRACE_MASK |
                    PROF_SCHEDULE_TIMELINE_MASK |
                    PROF_SCHEDULE_TRACE_MASK |
                    PROF_TASK_TIME_MASK |
                    PROF_SUBTASK_TIME_MASK |
                    PROF_AICPU_TRACE_MASK |
                    PROF_AICORE_METRICS_MASK |
                    PROF_AIVECTORCORE_METRICS_MASK |
                    PROF_MODEL_LOAD_MASK;
  return module;
}

void ProfilingManager::UpdateSubscribeDeviceModuleMap(std::string prof_type, uint32_t device_id, uint64_t module) {
#ifdef DAVINCI_SUPPORT_PROFILING
  if (prof_type == kProfModelSubscribe) {
    if (subs_dev_module_.find(device_id) != subs_dev_module_.end()) {
      subs_dev_module_[device_id].subscribe_count++;
    } else {
      DeviceSubsInfo dev_info;
      dev_info.module = module;
      dev_info.subscribe_count = 1;
      subs_dev_module_[device_id] = dev_info;
    }
  } else if (prof_type == kProfModelUnsubscribe) {
    auto iter = subs_dev_module_.find(device_id);
    if (iter != subs_dev_module_.end()) {
      if (iter->second.subscribe_count > 0) {
        iter->second.subscribe_count--;
      }
      if (iter->second.subscribe_count == 0) {
        subs_dev_module_.erase(iter);
      }
    }
  } else {
    GELOGI("No need to update device_id module map.");
  }
#endif
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::ProfModelSubscribe(
    uint64_t module, void *model) {
#ifdef DAVINCI_SUPPORT_PROFILING
  std::lock_guard<std::mutex> lock(mutex_);
  uint64_t model_load_mask = module & PROF_MODEL_LOAD_MASK;
  if ((subscribe_count_ == 0) && (model_load_mask == PROF_MODEL_LOAD_MASK)) {
    // register framework to profiling
    // register Framework to profiling
    int32_t cb_ret = PluginInit();
    if (cb_ret != 0) {
      GELOGE(cb_ret, "profiling plugin init failed, ret:%d", cb_ret);
      return cb_ret;
    }
    GELOGI("Prof subscribe: model load profiling on.");
  }
  subscribe_count_++;

  auto davinci_model = static_cast<DavinciModel *>(model);
  int32_t device_num = 1;
  uint32_t device[1];
  device[0] = davinci_model->GetDeviceId();
  rtError_t rt_ret = rtProfilerStart(module, device_num, device);
  if (rt_ret != RT_ERROR_NONE) {
    GELOGE(FAILED, "Runtime profiler start failed.");
    return FAILED;
  }
  UpdateSubscribeDeviceModuleMap(kProfModelSubscribe, device[0], module);

  // Report profiling data
  Status p_ret = davinci_model->ReportProfilingData();
  if (p_ret != SUCCESS) {
    GELOGE(p_ret, "Report profiling data failed.");
    return p_ret;
  }
#endif
  return SUCCESS;
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::ProfModelUnsubscribe(
    void *model) {
#ifdef DAVINCI_SUPPORT_PROFILING
  std::lock_guard<std::mutex> lock(mutex_);
  if (subscribe_count_ == 0) {
    GELOGW("The profiler has not been subscribed, you do not need to cannel the subscription.");
    return SUCCESS;
  }

  auto davinci_model = static_cast<DavinciModel *>(model);
  int32_t dev_num = 1;
  uint32_t device[1];
  device[0] = davinci_model->GetDeviceId();
  auto iter = subs_dev_module_.find(device[0]);
  if (iter != subs_dev_module_.end()) {
    if (subs_dev_module_[device[0]].subscribe_count == 1) {
      // The same device_id, only stop at last time
      rtError_t rt_ret = rtProfilerStop(subs_dev_module_[device[0]].module, dev_num, device);
      if (rt_ret != RT_ERROR_NONE) {
        GELOGE(FAILED, "Runtime profiler stop failed.");
        return FAILED;
      }
    }
    UpdateSubscribeDeviceModuleMap(kProfModelUnsubscribe, device[0], subs_dev_module_[device[0]].module);
  } else {
    GELOGE(FAILED, "The device_id:%u has not been subscribed, do not need to cancel.", device[0]);
    return FAILED;
  }

  subscribe_count_--;
  if (subscribe_count_ == 0) {
    // profiling plugin uninit at last subscription
    PluginUnInit();
  }
#endif
  return SUCCESS;
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::ProfInit(uint64_t module) {
#ifdef DAVINCI_SUPPORT_PROFILING
  std::lock_guard<std::mutex> lock(mutex_);
  uint64_t model_load_mask = module & PROF_MODEL_LOAD_MASK;

  if (model_load_mask == PROF_MODEL_LOAD_MASK) {
    // register Framework to profiling
    int32_t cb_ret = PluginInit();
    if (cb_ret != 0) {
      GELOGE(cb_ret, "profiling plugin init failed, ret:%d", cb_ret);
      return cb_ret;
    }

    int32_t device_num = -1;
    rtError_t rt_ret = rtProfilerStart(model_load_mask, device_num, nullptr);
    if (rt_ret != RT_ERROR_NONE) {
      GELOGE(FAILED, "Runtime profiler start failed.");
      return FAILED;
    }
    is_load_profiling_ = true;
    GELOGI("Prof init: model load profiling on.");
  }

  uint64_t training_trace_mask = module & PROF_TRAINING_TRACE_MASK;
  if (training_trace_mask == PROF_TRAINING_TRACE_MASK) {
    is_training_trace_ = true;
  }
  GELOGI("Prof init success.");
#endif
  return SUCCESS;
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::ProfFinalize() {
#ifdef DAVINCI_SUPPORT_PROFILING
  std::lock_guard<std::mutex> lock(mutex_);
  is_load_profiling_ = false;
  is_training_trace_ = false;
  is_execute_profiling_ = false;

  // profiling plugin uninit
  PluginUnInit();

  int32_t dev_num = -1;
  rtError_t rt_ret = rtProfilerStop(PROF_MODEL_LOAD_MASK, dev_num, nullptr);
  if (rt_ret != RT_ERROR_NONE) {
    GELOGE(FAILED, "Runtime profiler stop failed.");
    return FAILED;
  }
  for (auto device_id_module : device_id_module_map_) {
    if (device_id_module.second != 0) {
      uint32_t device_id = static_cast<uint32_t>(device_id_module.first);
      GELOGI("Prof finalize: device_id: %u, module: 0x%llx.", device_id, device_id_module.second);
      rt_ret = rtProfilerStop(device_id_module.second, 1, &device_id);
      if (rt_ret != RT_ERROR_NONE) {
        GELOGE(FAILED, "Runtime profiler stop failed.");
        return FAILED;
      }
    }
  }
  device_id_module_map_.clear();
  device_id_.clear();
  GELOGI("Prof finalize success.");
#endif
  return SUCCESS;
}

Status ProfilingManager::ProfParseDeviceId(const std::map<std::string, std::string> &config_para,
                                           vector<int32_t> &device_list) {
#ifdef DAVINCI_SUPPORT_PROFILING
  auto iter = config_para.find(kConfigDevIdList);
  if (iter != config_para.end()) {
    std::string device_id_list = iter->second;
    std::string temp;
    vector<std::string> decvice_id;
    for (uint32_t i = 0; i < device_id_list.size(); i++) {
      if (isdigit(device_id_list[i])) {
        temp.append(1, device_id_list[i]);
      } else {
        if (!temp.empty()) {
          decvice_id.emplace_back(temp);
        }
        temp.clear();
      }
    }
    if (!temp.empty()) {
      decvice_id.emplace_back(temp);
    }

    for (uint32_t i = 0; i < decvice_id.size(); i++) {
      try {
        int32_t dev_id = std::stoi(decvice_id[i]);
        device_list.push_back(dev_id);
      } catch (std::invalid_argument &) {
        GELOGE(FAILED, "Device id: %s is invalid.", decvice_id[i].c_str());
        return FAILED;
      } catch (std::out_of_range &) {
        GELOGE(FAILED, "Device id: %s is  out of range.", decvice_id[i].c_str());
        return FAILED;
      } catch (...) {
        GELOGE(FAILED, "Device id: %s cannot change to int.", decvice_id[i].c_str());
        return FAILED;
      }
    }
  } else {
    GELOGE(FAILED, "Config para not contain device id list.");
    return FAILED;
  }
#endif
  return SUCCESS;
}

Status ProfilingManager::ProfParseParam(const std::map<std::string, std::string> &config_para,
                                        int32_t &device_num, vector<int32_t> &device_list) {
#ifdef DAVINCI_SUPPORT_PROFILING
  // device num
  auto iter = config_para.find(kConfigNumsdev);
  if (iter != config_para.end()) {
    try {
      device_num = std::stoi(iter->second);
    } catch (std::invalid_argument &) {
      GELOGE(FAILED, "Device nun: %s is invalid.", iter->second.c_str());
      return FAILED;
    } catch (std::out_of_range &) {
      GELOGE(FAILED, "Device num: %s is  out of range.", iter->second.c_str());
      return FAILED;
    } catch (...) {
      GELOGE(FAILED, "Device num: %s cannot change to int.", iter->second.c_str());
      return FAILED;
    }
  } else {
    GELOGE(FAILED, "Config para not contain device num.");
    return FAILED;
  }
  // device id
  if (ProfParseDeviceId(config_para, device_list) != SUCCESS) {
    GELOGE(FAILED, "Parse config para device id failed.");
    return FAILED;
  }

  if (device_num == 0 || device_num > kMaxDeviceNum || device_num != static_cast<int32_t>(device_list.size())) {
    GELOGE(FAILED, "Config para device num: %d not equal to device list size: %d.", device_num, device_list.size());
    return FAILED;
  }
#endif
  return SUCCESS;
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::ProfStartProfiling(
    uint64_t module, const std::map<std::string, std::string> &config_para) {
#ifdef DAVINCI_SUPPORT_PROFILING
  std::lock_guard<std::mutex> lock(mutex_);
  uint64_t training_trace_mask = module & PROF_TRAINING_TRACE_MASK;
  if (training_trace_mask == PROF_TRAINING_TRACE_MASK) {
    is_training_trace_ = true;
  }
  int32_t device_num = 0;
  vector<int32_t> device_list;
  if (ProfParseParam(config_para, device_num, device_list) != SUCCESS) {
    GELOGE(FAILED, "Prof start parse param failed.");
    return FAILED;
  }

  auto device_id_ptr = std::unique_ptr<uint32_t[]>(new (std::nothrow) uint32_t[device_num]);
  if (device_id_ptr == nullptr) {
    GELOGE(FAILED, "Prof start: device id ptr is null.");
    return FAILED;
  }
  for (int32_t i = 0; i < device_num; i++) {
    device_id_ptr[i] = static_cast<uint32_t>(device_list[i]);
  }
  GELOGI("Runtime config param: 0x%llx, device num: %d.", module, device_num);

  rtError_t rt_ret = rtProfilerStart(module, device_num, device_id_ptr.get());
  if (rt_ret != RT_ERROR_NONE) {
    GELOGE(FAILED, "Runtime profiler config proc failed.");
    return FAILED;
  }
  if ((module & PROF_MODEL_EXECUTE_MASK) == PROF_MODEL_EXECUTE_MASK) {
    for (int32_t i = 0; i < device_num; i++) {
      if (std::find(device_id_.begin(), device_id_.end(), device_list[i]) == device_id_.end()) {
        device_id_.push_back(device_list[i]);
      }
    }
    GELOGI("Prof start: ge execute model start profiling.");
  }
  if ((module & PROF_MODEL_LOAD_MASK) == PROF_MODEL_LOAD_MASK) {
    GELOGW("Prof start: load model module is invalid.");
  }
  UpdateDeviceIdModuleMap(kProfStart, module, device_list);
  GELOGI("Prof start profiling success.");
#endif
  return SUCCESS;
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::ProfStopProfiling(uint64_t module,
    const std::map<std::string, std::string> &config_para) {
#ifdef DAVINCI_SUPPORT_PROFILING
  std::lock_guard<std::mutex> lock(mutex_);
  int32_t device_num = 0;
  vector<int32_t> device_list;
  if (ProfParseParam(config_para, device_num, device_list) != SUCCESS) {
    GELOGE(FAILED, "Prof stop parse param failed.");
    return FAILED;
  }
  auto device_id_ptr = std::unique_ptr<uint32_t[]>(new (std::nothrow) uint32_t[device_num]);
  if (device_id_ptr == nullptr) {
    GELOGE(FAILED, "Prof stop: device id ptr is null.");
    return FAILED;
  }
  for (int32_t i = 0; i < device_num; i++) {
    device_id_ptr[i] = static_cast<uint32_t>(device_list[i]);
  }
  GELOGI("Prof stop: runtime config param: 0x%llx, device num: %d", module, device_num);
  rtError_t rt_ret = rtProfilerStop(module, device_num, device_id_ptr.get());
  if (rt_ret != RT_ERROR_NONE) {
    GELOGE(FAILED, "Prof stop: runtime profiler config proc failed.");
    return FAILED;
  }
  uint64_t execute_model_mask = module & PROF_MODEL_EXECUTE_MASK;
  if (execute_model_mask == PROF_MODEL_EXECUTE_MASK) {
    for (int32_t i = 0; i < device_num; i++) {
      auto iter = std::find(device_id_.begin(), device_id_.end(), device_list[i]);
      if (iter != device_id_.end()) {
        device_id_.erase(iter);
      }
    }
    GELOGI("Prof stop: ge execute model stop profiling.");
  }
  if ((module & PROF_MODEL_LOAD_MASK) == PROF_MODEL_LOAD_MASK) {
    GELOGW("Prof stop: load model module is invalid.");
  }
  UpdateDeviceIdModuleMap(kProfStop, module, device_list);
  GELOGI("Prof stop profiling success.");
#endif
  return SUCCESS;
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::UpdateDeviceIdModuleMap(string prof_type,
    uint64_t module, const vector<int32_t> &device_list) {
#ifdef DAVINCI_SUPPORT_PROFILING
  if (prof_type == kProfStart) {
    for (uint32_t i = 0; i < device_list.size(); i++) {
      auto iter = device_id_module_map_.find(device_list[i]);
      if (iter != device_id_module_map_.end()) {
        uint64_t prof_on_module = device_id_module_map_[device_list[i]];
        // save all profiling on module of device
        device_id_module_map_[device_list[i]] = prof_on_module | module;
      } else {
        device_id_module_map_[device_list[i]] = module;
      }
    }
  } else if (prof_type == kProfStop) {
    for (uint32_t i = 0; i < device_list.size(); i++) {
      auto iter = device_id_module_map_.find(device_list[i]);
      if (iter != device_id_module_map_.end()) {
        uint64_t prof_on_module = device_id_module_map_[device_list[i]];
        uint64_t prof_off_module = prof_on_module & module;
        uint64_t prof_on_left_module = prof_on_module & (~prof_off_module);
        // stop profiling on module of device
        device_id_module_map_[device_list[i]] = prof_on_left_module;
      }
    }
  } else {
    GELOGI("No need to update device_id module map.");
  }
#endif
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY bool ProfilingManager::ProfilingModelExecuteOn() const {
  int32_t logic_device_id = 0;
  rtError_t rt_ret = rtGetDevice(&logic_device_id);
  if (rt_ret != RT_ERROR_NONE) {
    GELOGE(rt_ret, "Runtime get logic_device_id failed, current logic_device_id:%d", logic_device_id);
  }
  GELOGI("Current logic_device_id:%d", logic_device_id);

  bool execute_model_prof_on = false;
  auto iter = std::find(device_id_.begin(), device_id_.end(), logic_device_id);
  if (iter != device_id_.end()) {
    execute_model_prof_on = true;
  }
  GELOGI("Flag is_execute_profiling: %d, execute_model_prof_on: %d", is_execute_profiling_, execute_model_prof_on);
  return  execute_model_prof_on;
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::PluginInit() const {
  if (prof_cb_.msprofReporterCallback == nullptr) {
    GELOGE(ge::PARAM_INVALID, "MsprofReporterCallback callback is nullptr.");
    return ge::PARAM_INVALID;
  }
  return prof_cb_.msprofReporterCallback(
      static_cast<uint32_t>(MsprofReporterModuleId::MSPROF_MODULE_FRAMEWORK),
      static_cast<uint32_t>(MsprofReporterCallbackType::MSPROF_REPORTER_INIT),
      nullptr, 0);
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::PluginUnInit() const {
#ifdef DAVINCI_SUPPORT_PROFILING
  if (prof_cb_.msprofReporterCallback == nullptr) {
    GELOGE(ge::PARAM_INVALID, "MsprofReporterCallback callback is nullptr.");
    return;
  }
  int32_t cb_ret = prof_cb_.msprofReporterCallback(
      static_cast<uint32_t>(MsprofReporterModuleId::MSPROF_MODULE_FRAMEWORK),
      static_cast<uint32_t>(MsprofReporterCallbackType::MSPROF_REPORTER_UNINIT),
      nullptr, 0);
  if (cb_ret != 0) {
    GELOGW("profiling plugin uninit failed, ret:%d", cb_ret);
  }
#endif
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ProfilingManager::CallMsprofReport(
    ReporterData &reporter_data) const {
  if (prof_cb_.msprofReporterCallback == nullptr) {
    GELOGE(ge::PARAM_INVALID, "MsprofReporterCallback callback is nullptr.");
    return ge::PARAM_INVALID;
  }
  return prof_cb_.msprofReporterCallback(
      static_cast<uint32_t>(MsprofReporterModuleId::MSPROF_MODULE_FRAMEWORK),
      static_cast<uint32_t>(MsprofReporterCallbackType::MSPROF_REPORTER_REPORT),
      static_cast<void *>(&reporter_data), sizeof(ReporterData));
}

FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY void ProfilingManager::GetFpBpPoint(
    std::string &fp_point, std::string &bp_point) {
  // Env or options mode, fp_point_/bp_point_ have initiliazed on profiling init
  if (!fp_point_.empty() && !bp_point_.empty()) {
    fp_point = fp_point_;
    bp_point = bp_point_;
    GELOGI("Bp Fp have been initialized in env or options. bp_point: %s, fp_point: %s", bp_point.c_str(),
           fp_point.c_str());
    return;
  }
  // ProfApi mode and training trace is set
  // Parse options first
  char env_profiling_options[MSPROF_OPTIONS_DEF_LEN_MAX] = { 0x00 };
  bool is_profiling_valid = false;
  std::string profiling_options;
  if (ge::GetContext().GetOption(OPTION_EXEC_PROFILING_OPTIONS, profiling_options) == SUCCESS &&
      !profiling_options.empty()) {
    is_profiling_valid = true;
  } else {
    INT32 ret = mmGetEnv("PROFILING_OPTIONS", env_profiling_options, MSPROF_OPTIONS_DEF_LEN_MAX);
    if (ret != EN_OK) {
      GELOGI("PROFILING_OPTIONS env is not exist.");
      return;
    }
    GELOGI("Parse env PROFILING_OPTIONS:%s.", env_profiling_options);
    profiling_options = env_profiling_options;
    is_profiling_valid = true;
  }
  if (is_profiling_valid) {
    try {
      Json prof_options = Json::parse(profiling_options);

      fp_point_ = prof_options[kFpPoint];
      bp_point_ = prof_options[kBpPoint];

      fp_point = fp_point_;
      bp_point = bp_point_;
      if (!fp_point_.empty() && !bp_point_.empty()) {
        GELOGI("Training trace bp fp is set, bp_point:%s, fp_point:%s.", bp_point_.c_str(), fp_point_.c_str());
      }
    } catch (...) {
      GELOGW("Json prof options is invalid.");
      return;
    }
  }

  return;
}


}  // namespace ge