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564 lines
20 KiB
564 lines
20 KiB
/**
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* Copyright 2020 Huawei Technologies Co., Ltd
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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#include "init/gelib.h"
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#include <dlfcn.h>
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#include <cstdlib>
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#include <mutex>
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#include <set>
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#include <sstream>
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#include <string>
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#include <utility>
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#include "common/ge/ge_util.h"
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#include "common/ge/plugin_manager.h"
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#include "common/profiling/profiling_manager.h"
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#include "common/properties_manager.h"
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#include "framework/common/debug/ge_log.h"
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#include "framework/common/debug/log.h"
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#include "framework/common/util.h"
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#include "framework/omg/ge_init.h"
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#include "analyzer/analyzer.h"
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#include "ge/ge_api_types.h"
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#include "ge_local_engine/engine/host_cpu_engine.h"
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#include "graph/common/ge_call_wrapper.h"
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#include "graph/ge_context.h"
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#include "graph/ge_global_options.h"
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#include "graph/load/model_manager/model_manager.h"
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#include "graph/manager/graph_mem_allocator.h"
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#include "graph/manager/host_mem_manager.h"
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#include "graph/manager/graph_var_manager.h"
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#include "omm/csa_interact.h"
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#include "runtime/kernel.h"
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#include "opskernel_manager/ops_kernel_builder_manager.h"
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#include "external/runtime/rt_error_codes.h"
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using Json = nlohmann::json;
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namespace ge {
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namespace {
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const int kDecimal = 10;
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const int kSocVersionLen = 50;
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const int kDefaultDeviceIdForTrain = 0;
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const int kDefaultDeviceIdForInfer = -1;
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const char *const kGlobalOptionFpCeilingModeDefault = "2";
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} // namespace
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static std::shared_ptr<GELib> instancePtr_ = nullptr;
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// Initial each module of GE, if one failed, release all
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Status GELib::Initialize(const map<string, string> &options) {
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GELOGI("initial start");
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GEEVENT("[GEPERFTRACE] GE Init Start");
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// Multiple initializations are not allowed
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instancePtr_ = MakeShared<GELib>();
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if (instancePtr_ == nullptr) {
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GELOGE(GE_CLI_INIT_FAILED, "GeLib initialize failed, malloc shared_ptr failed.");
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return GE_CLI_INIT_FAILED;
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}
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ErrorManager::GetInstance().SetStage(ErrorMessage::kInitialize, ErrorMessage::kSystemInit);
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map<string, string> new_options;
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Status ret = instancePtr_->SetRTSocVersion(options, new_options);
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if (ret != SUCCESS) {
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GELOGE(ret, "GeLib initial failed.");
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return ret;
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}
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ret = instancePtr_->SetAiCoreNum(new_options);
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if (ret != SUCCESS) {
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GELOGE(ret, "GeLib initial: SetAiCoreNum failed.");
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return ret;
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}
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instancePtr_->SetDefaultPrecisionMode(new_options);
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if (new_options.find("ge.fpCeilingMode") == new_options.end()) {
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new_options["ge.fpCeilingMode"] = kGlobalOptionFpCeilingModeDefault;
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}
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GetMutableGlobalOptions().insert(new_options.begin(), new_options.end());
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GetThreadLocalContext().SetGlobalOption(GetMutableGlobalOptions());
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GE_TIMESTAMP_START(Init);
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ret = instancePtr_->InnerInitialize(new_options);
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if (ret != SUCCESS) {
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GELOGE(ret, "GeLib initial failed.");
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instancePtr_ = nullptr;
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return ret;
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}
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GE_TIMESTAMP_EVENT_END(Init, "GELib::Initialize");
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return SUCCESS;
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}
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Status GELib::InnerInitialize(const map<string, string> &options) {
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// Multiple initializations are not allowed
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if (init_flag_) {
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GELOGW("multi initializations");
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return SUCCESS;
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}
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ErrorManager::GetInstance().SetStage(ErrorMessage::kInitialize, ErrorMessage::kSystemInit);
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GELOGI("GE System initial.");
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GE_TIMESTAMP_START(SystemInitialize);
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Status initSystemStatus = SystemInitialize(options);
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GE_TIMESTAMP_END(SystemInitialize, "InnerInitialize::SystemInitialize");
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if (initSystemStatus != SUCCESS) {
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GELOGE(initSystemStatus, "GE system initial failed.");
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RollbackInit();
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return initSystemStatus;
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}
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ErrorManager::GetInstance().SetStage(ErrorMessage::kInitialize, ErrorMessage::kEngineInit);
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GELOGI("engineManager initial.");
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GE_TIMESTAMP_START(EngineInitialize);
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Status initEmStatus = engineManager_.Initialize(options);
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GE_TIMESTAMP_END(EngineInitialize, "InnerInitialize::EngineInitialize");
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if (initEmStatus != SUCCESS) {
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GELOGE(initEmStatus, "GE engine manager initial failed.");
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RollbackInit();
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return initEmStatus;
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}
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ErrorManager::GetInstance().SetStage(ErrorMessage::kInitialize, ErrorMessage::kOpsKernelInit);
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GELOGI("opsManager initial.");
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GE_TIMESTAMP_START(OpsManagerInitialize);
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Status initOpsStatus = opsManager_.Initialize(options);
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GE_TIMESTAMP_END(OpsManagerInitialize, "InnerInitialize::OpsManagerInitialize");
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if (initOpsStatus != SUCCESS) {
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GELOGE(initOpsStatus, "GE ops manager initial failed.");
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RollbackInit();
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return initOpsStatus;
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}
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ErrorManager::GetInstance().SetStage(ErrorMessage::kInitialize, ErrorMessage::kOpsKernelBuilderInit);
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GELOGI("opsBuilderManager initial.");
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GE_TIMESTAMP_START(OpsKernelBuilderManagerInitialize);
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Status initOpsBuilderStatus = OpsKernelBuilderManager::Instance().Initialize(options);
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GE_TIMESTAMP_END(OpsKernelBuilderManagerInitialize, "InnerInitialize::OpsKernelBuilderManager");
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if (initOpsBuilderStatus != SUCCESS) {
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GELOGE(initOpsBuilderStatus, "GE ops builder manager initial failed.");
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RollbackInit();
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return initOpsBuilderStatus;
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}
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ErrorManager::GetInstance().SetStage(ErrorMessage::kInitialize, ErrorMessage::kOther);
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GELOGI("sessionManager initial.");
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GE_TIMESTAMP_START(SessionManagerInitialize);
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Status initSmStatus = sessionManager_.Initialize(options);
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GE_TIMESTAMP_END(SessionManagerInitialize, "InnerInitialize::SessionManagerInitialize");
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if (initSmStatus != SUCCESS) {
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GELOGE(initSmStatus, "GE session manager initial failed.");
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RollbackInit();
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return initSmStatus;
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}
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GELOGI("Start to initialize HostCpuEngine");
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GE_TIMESTAMP_START(HostCpuEngineInitialize);
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Status initHostCpuEngineStatus = HostCpuEngine::GetInstance().Initialize();
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GE_TIMESTAMP_END(HostCpuEngineInitialize, "InnerInitialize::HostCpuEngineInitialize");
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if (initHostCpuEngineStatus != SUCCESS) {
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GELOGE(initHostCpuEngineStatus, "Failed to initialize HostCpuEngine");
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RollbackInit();
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return initHostCpuEngineStatus;
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}
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GELOGI("Start to init Analyzer!");
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Status init_analyzer_status = ge::Analyzer::GetInstance()->Initialize();
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if (init_analyzer_status != SUCCESS) {
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GELOGE(init_analyzer_status, "Failed to initialize HostCpuEngine");
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RollbackInit();
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return init_analyzer_status;
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}
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init_flag_ = true;
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return SUCCESS;
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}
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Status GELib::SystemInitialize(const map<string, string> &options) {
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Status status = FAILED;
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auto iter = options.find(OPTION_GRAPH_RUN_MODE);
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if (iter != options.end()) {
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if (GraphRunMode(std::strtol(iter->second.c_str(), nullptr, kDecimal)) >= TRAIN) {
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is_train_mode_ = true;
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}
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}
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InitOptions(options);
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// In train and infer, profiling is always needed.
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InitProfiling(this->options_);
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auto model_manager = ModelManager::GetInstance();
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GE_CHECK_NOTNULL(model_manager);
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GE_IF_BOOL_EXEC(model_manager->EnableExceptionDump(options) != SUCCESS,
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GELOGE(FAILED, "Enable exception dump failed");
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return FAILED);
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// 1.`is_train_mode_` means case: train
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// 2.`(!is_train_mode_) && (options_.device_id != kDefaultDeviceIdForInfer)` means case: online infer
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// these two case with logical device id
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if (is_train_mode_ || (options_.device_id != kDefaultDeviceIdForInfer)) {
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status = InitSystemWithOptions(this->options_);
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} else {
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status = InitSystemWithoutOptions();
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}
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return status;
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}
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void GELib::InitProfiling(Options &options) {
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GELOGI("Init Profiling. session Id: %ld, device id:%d ", options.session_id, options.device_id);
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std::lock_guard<std::mutex> lock(status_mutex_);
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GetContext().Init();
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// Profiling init
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if (ProfilingManager::Instance().Init(options) != SUCCESS) {
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GELOGW("Profiling init failed.");
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}
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}
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void GELib::SetDefaultPrecisionMode(map<string, string> &new_options) {
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auto iter = new_options.find(PRECISION_MODE);
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if (iter != new_options.end()) {
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GELOGI("Find precision_mode in options, value is %s", iter->second.c_str());
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return;
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}
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iter = new_options.find(OPTION_GRAPH_RUN_MODE);
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if (iter != new_options.end()) {
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if (GraphRunMode(std::strtol(iter->second.c_str(), nullptr, kDecimal)) >= TRAIN) {
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// only train mode need to be set allow_fp32_to_fp16.
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GELOGI("This is train mode, precision_mode need to be set allow_fp32_to_fp16");
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new_options.insert(std::make_pair(PRECISION_MODE, "allow_fp32_to_fp16"));
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return;
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}
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}
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GELOGI("This is not train mode, precision_mode need to be set force_fp16");
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new_options.insert(std::make_pair(PRECISION_MODE, "force_fp16"));
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return;
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}
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Status GELib::SetRTSocVersion(const map<string, string> &options, map<string, string> &new_options) {
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GELOGI("Start to set SOC_VERSION");
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new_options.insert(options.begin(), options.end());
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auto it = new_options.find(ge::SOC_VERSION);
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if (it != new_options.end()) {
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GE_CHK_RT_RET(rtSetSocVersion(it->second.c_str()));
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GELOGI("Succeeded in setting SOC_VERSION[%s] to runtime.", it->second.c_str());
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} else {
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GELOGI("SOC_VERSION is not exist in options");
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char version[kSocVersionLen] = {0};
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rtError_t rt_ret = rtGetSocVersion(version, kSocVersionLen);
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GE_IF_BOOL_EXEC(rt_ret != RT_ERROR_NONE, GELOGE(rt_ret, "rtGetSocVersion failed"); return FAILED;)
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GELOGI("Succeeded in getting SOC_VERSION[%s] from runtime.", version);
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new_options.insert(std::make_pair(ge::SOC_VERSION, version));
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}
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return SUCCESS;
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}
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Status GELib::SetAiCoreNum(map<string, string> &options) {
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// Already set or get AICORE_NUM from options in offline mode
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if (options.find(AICORE_NUM) != options.end()) {
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return SUCCESS;
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}
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uint32_t aicore_num = 0;
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rtError_t ret = rtGetAiCoreCount(&aicore_num);
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if (ret == ACL_ERROR_RT_FEATURE_NOT_SUPPORT) { // offline without ATC Input of AiCoreNum
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return SUCCESS;
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} else if (ret == RT_ERROR_NONE) { // online-mode
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options.emplace(std::make_pair(AICORE_NUM, std::to_string(aicore_num)));
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return SUCCESS;
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}
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GELOGE(FAILED, "rtGetAiCoreCount failed.");
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return FAILED;
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}
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void GELib::InitOptions(const map<string, string> &options) {
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this->options_.session_id = 0;
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auto iter = options.find(OPTION_EXEC_SESSION_ID);
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if (iter != options.end()) {
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this->options_.session_id = std::strtoll(iter->second.c_str(), nullptr, kDecimal);
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}
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this->options_.device_id = is_train_mode_ ? kDefaultDeviceIdForTrain : kDefaultDeviceIdForInfer;
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iter = options.find(OPTION_EXEC_DEVICE_ID);
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if (iter != options.end()) {
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this->options_.device_id = static_cast<int32_t>(std::strtol(iter->second.c_str(), nullptr, kDecimal));
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}
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iter = options.find(OPTION_EXEC_JOB_ID);
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if (iter != options.end()) {
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this->options_.job_id = iter->second.c_str();
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}
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this->options_.isUseHcom = false;
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iter = options.find(OPTION_EXEC_IS_USEHCOM);
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if (iter != options.end()) {
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std::istringstream(iter->second) >> this->options_.isUseHcom;
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}
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this->options_.isUseHvd = false;
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iter = options.find(OPTION_EXEC_IS_USEHVD);
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if (iter != options.end()) {
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std::istringstream(iter->second) >> this->options_.isUseHvd;
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}
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this->options_.deployMode = false;
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iter = options.find(OPTION_EXEC_DEPLOY_MODE);
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if (iter != options.end()) {
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std::istringstream(iter->second) >> this->options_.deployMode;
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}
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iter = options.find(OPTION_EXEC_POD_NAME);
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if (iter != options.end()) {
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this->options_.podName = iter->second.c_str();
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}
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iter = options.find(OPTION_EXEC_PROFILING_MODE);
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if (iter != options.end()) {
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this->options_.profiling_mode = iter->second.c_str();
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}
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iter = options.find(OPTION_EXEC_PROFILING_OPTIONS);
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if (iter != options.end()) {
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this->options_.profiling_options = iter->second.c_str();
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}
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iter = options.find(OPTION_EXEC_RANK_ID);
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if (iter != options.end()) {
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this->options_.rankId = std::strtoll(iter->second.c_str(), nullptr, kDecimal);
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}
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iter = options.find(OPTION_EXEC_RANK_TABLE_FILE);
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if (iter != options.end()) {
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this->options_.rankTableFile = iter->second.c_str();
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}
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this->options_.enable_atomic = true;
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iter = options.find(OPTION_EXEC_ATOMIC_FLAG);
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GE_IF_BOOL_EXEC(iter != options.end(),
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this->options_.enable_atomic = std::strtol(iter->second.c_str(), nullptr, kDecimal));
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GELOGI("ge InnerInitialize, the enable_atomic_flag in options_ is %d", this->options_.enable_atomic);
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}
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FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status GELib::InitSystemWithOptions(Options &options) {
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std::string mode = is_train_mode_ ? "Training" : "Online infer";
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GELOGI("%s init GELib. session Id:%ld, device id :%d ", mode.c_str(), options.session_id, options.device_id);
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GEEVENT("System init with options begin, job id %s", options.job_id.c_str());
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std::lock_guard<std::mutex> lock(status_mutex_);
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GE_IF_BOOL_EXEC(is_system_inited && !is_shutdown,
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GELOGW("System init with options is already inited and not shutdown.");
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return SUCCESS);
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std::vector<rtMemType_t> mem_type;
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mem_type.push_back(RT_MEMORY_HBM);
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mem_type.push_back(RT_MEMORY_P2P_DDR);
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Status initMmStatus = MemManager::Instance().Initialize(mem_type);
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if (initMmStatus != SUCCESS) {
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GELOGE(initMmStatus, "[Initialize] MemoryAllocatorManager initialize failed.");
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return initMmStatus;
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}
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GE_CHK_STATUS_RET(HostMemManager::Instance().Initialize());
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// Update CSA file
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CsaInteract::GetInstance().Init(options.device_id, GetContext().TraceId());
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Status ret = CsaInteract::GetInstance().WriteJobState(JOBSTATE_RUNNING, JOBSUBSTATE_ENV_INIT);
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GE_LOGE_IF(ret != SUCCESS, "write job state failed, ret:%u", ret);
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// set device id
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GELOGI("set logical device id:%u", options.device_id);
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GetContext().SetCtxDeviceId(static_cast<uint32_t>(options.device_id));
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GE_CHK_RT_RET(rtSetDevice(options.device_id));
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// In the scenario that the automatic add fusion is set, but there is no cleanaddr operator,
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// maybe need to check it
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is_system_inited = true;
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is_shutdown = false;
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GELOGI("%s init GELib success.", mode.c_str());
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return SUCCESS;
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}
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Status GELib::SystemShutdownWithOptions(const Options &options) {
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std::string mode = is_train_mode_ ? "Training" : "Online infer";
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GELOGI("%s finalize GELib begin.", mode.c_str());
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std::lock_guard<std::mutex> lock(status_mutex_);
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GE_IF_BOOL_EXEC(is_shutdown || !is_system_inited,
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GELOGW("System Shutdown with options is already is_shutdown or system does not inited. "
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"is_shutdown:%d is_omm_inited:%d",
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is_shutdown, is_system_inited);
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return SUCCESS);
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GE_CHK_RT(rtDeviceReset(options.device_id));
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// Update CSA file
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Status ret = CsaInteract::GetInstance().WriteJobState(JOBSTATE_SUCCEED);
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GE_LOGE_IF(ret != SUCCESS, "write job state failed, ret:%u", ret);
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is_system_inited = false;
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is_shutdown = true;
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GELOGI("%s finalize GELib success.", mode.c_str());
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return SUCCESS;
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}
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FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status GELib::InitSystemWithoutOptions() {
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GELOGI("Inference Init GELib begin.");
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std::vector<rtMemType_t> mem_type;
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mem_type.push_back(RT_MEMORY_HBM);
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mem_type.push_back(RT_MEMORY_P2P_DDR);
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Status initMmStatus = MemManager::Instance().Initialize(mem_type);
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if (initMmStatus != SUCCESS) {
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GELOGE(initMmStatus, "[Initialize] MemoryAllocatorManager initialize failed.");
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return initMmStatus;
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}
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GE_CHK_STATUS_RET(HostMemManager::Instance().Initialize());
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static bool is_inited = false;
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if (is_inited) {
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GELOGW("System init without options is already inited, don't need to init again.");
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return SUCCESS;
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}
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is_inited = true;
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GELOGI("Inference init GELib success.");
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return SUCCESS;
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}
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string GELib::GetPath() { return PluginManager::GetPath(); }
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// Finalize all modules
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Status GELib::Finalize() {
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ErrorManager::GetInstance().SetStage(ErrorMessage::kFinalize, ErrorMessage::kFinalize);
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GELOGI("finalization start");
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// Finalization is not allowed before initialization
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if (!init_flag_) {
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|
GELOGW("not initialize");
|
|
return SUCCESS;
|
|
}
|
|
if (is_train_mode_ || (options_.device_id != kDefaultDeviceIdForInfer)) {
|
|
GE_CHK_RT_RET(rtSetDevice(options_.device_id));
|
|
}
|
|
Status final_state = SUCCESS;
|
|
Status mid_state;
|
|
GELOGI("engineManager finalization.");
|
|
mid_state = engineManager_.Finalize();
|
|
if (mid_state != SUCCESS) {
|
|
GELOGW("engineManager finalize failed");
|
|
final_state = mid_state;
|
|
}
|
|
GELOGI("sessionManager finalization.");
|
|
mid_state = sessionManager_.Finalize();
|
|
if (mid_state != SUCCESS) {
|
|
GELOGW("sessionManager finalize failed");
|
|
final_state = mid_state;
|
|
}
|
|
|
|
GELOGI("opsBuilderManager finalization.");
|
|
mid_state = OpsKernelBuilderManager::Instance().Finalize();
|
|
if (mid_state != SUCCESS) {
|
|
GELOGW("opsBuilderManager finalize failed");
|
|
final_state = mid_state;
|
|
}
|
|
GELOGI("opsManager finalization.");
|
|
mid_state = opsManager_.Finalize();
|
|
if (mid_state != SUCCESS) {
|
|
GELOGW("opsManager finalize failed");
|
|
final_state = mid_state;
|
|
}
|
|
|
|
GELOGI("VarManagerPool finalization.");
|
|
VarManagerPool::Instance().Destory();
|
|
|
|
GELOGI("MemManager finalization.");
|
|
MemManager::Instance().Finalize();
|
|
|
|
GELOGI("HostMemManager finalization.");
|
|
HostMemManager::Instance().Finalize();
|
|
|
|
GELOGI("HostCpuEngine finalization.");
|
|
HostCpuEngine::GetInstance().Finalize();
|
|
|
|
GELOGI("Analyzer finalization");
|
|
Analyzer::GetInstance()->Finalize();
|
|
|
|
// Shut down profiling
|
|
ShutDownProfiling();
|
|
|
|
if (is_train_mode_ || (options_.device_id != kDefaultDeviceIdForInfer)) {
|
|
GELOGI("System ShutDown.");
|
|
mid_state = SystemShutdownWithOptions(this->options_);
|
|
if (mid_state != SUCCESS) {
|
|
GELOGW("System shutdown with options failed");
|
|
final_state = mid_state;
|
|
}
|
|
}
|
|
|
|
is_train_mode_ = false;
|
|
|
|
GetMutableGlobalOptions().erase(ENABLE_SINGLE_STREAM);
|
|
|
|
if (is_train_mode_ || (options_.device_id != kDefaultDeviceIdForInfer)) {
|
|
GE_CHK_RT_RET(rtDeviceReset(options_.device_id));
|
|
}
|
|
|
|
instancePtr_ = nullptr;
|
|
init_flag_ = false;
|
|
if (final_state != SUCCESS) {
|
|
GELOGE(FAILED, "finalization failed.");
|
|
return final_state;
|
|
}
|
|
GELOGI("finalization success.");
|
|
return SUCCESS;
|
|
}
|
|
|
|
void GELib::ShutDownProfiling() {
|
|
std::lock_guard<std::mutex> lock(status_mutex_);
|
|
|
|
if (ProfilingManager::Instance().ProfilingOn()) {
|
|
ProfilingManager::Instance().StopProfiling();
|
|
ProfilingManager::Instance().PluginUnInit();
|
|
}
|
|
}
|
|
|
|
// Get Singleton Instance
|
|
std::shared_ptr<GELib> GELib::GetInstance() { return instancePtr_; }
|
|
|
|
void GELib::RollbackInit() {
|
|
if (engineManager_.init_flag_) {
|
|
(void)engineManager_.Finalize();
|
|
}
|
|
if (opsManager_.init_flag_) {
|
|
(void)opsManager_.Finalize();
|
|
}
|
|
if (sessionManager_.init_flag_) {
|
|
(void)sessionManager_.Finalize();
|
|
}
|
|
MemManager::Instance().Finalize();
|
|
HostMemManager::Instance().Finalize();
|
|
VarManagerPool::Instance().Destory();
|
|
}
|
|
|
|
Status GEInit::Initialize(const map<string, string> &options) {
|
|
Status ret = SUCCESS;
|
|
std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
|
|
if (instance_ptr == nullptr || !instance_ptr->InitFlag()) {
|
|
ret = GELib::Initialize(options);
|
|
}
|
|
return ret;
|
|
}
|
|
|
|
Status GEInit::Finalize() {
|
|
std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
|
|
if (instance_ptr != nullptr) {
|
|
return instance_ptr->Finalize();
|
|
}
|
|
return SUCCESS;
|
|
}
|
|
|
|
string GEInit::GetPath() {
|
|
return GELib::GetPath();
|
|
}
|
|
} // namespace ge
|