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graphengine/ge/engine_manager/dnnengine_manager.cc

489 lines
18 KiB

/**
* Copyright 2019-2020 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 "engine_manager/dnnengine_manager.h"
#include <unistd.h>
#include <cstdio>
#include <fstream>
#include <map>
#include <utility>
#include "common/debug/log.h"
#include "common/ge/ge_util.h"
#include "common/util/error_manager/error_manager.h"
#include "framework/common/debug/ge_log.h"
#include "analyzer/analyzer.h"
#include "graph/ge_context.h"
#include "graph/utils/graph_utils.h"
#include "graph/utils/node_utils.h"
#include "init/gelib.h"
namespace {
const char *const kSchedulerUnits = "schedule_units";
const char *const kId = "id";
const char *const kName = "name";
const char *const kExAttrs = "ex_attrs";
const char *const kIndependent = "independent";
const char *const kSkipAssignStream = "skip_assign_stream";
const char *const kCalEngines = "cal_engines";
const char *const kAttch = "attach";
const char *const kVectorCore = "VectorCore";
const char *const kVectorEngine = "VectorEngine";
const char *const kAIcoreEngine = "AIcoreEngine";
const char *const kCustomOpFlag = "_custom_op_flag";
const char *const kHostCpuEngineName = "DNN_VM_HOST_CPU";
const char *const kHostCpuOpKernelLibName = "DNN_VM_HOST_CPU_OP_STORE";
} // namespace
namespace ge {
DNNEngineManager::DNNEngineManager() : init_flag_(false) {}
DNNEngineManager::~DNNEngineManager() {
engines_attrs_map_.clear();
schedulers_.clear();
}
Status DNNEngineManager::Initialize(const std::map<std::string, std::string> &options) {
// Multiple initializations are not supported
if (init_flag_) {
GELOGW("DNNEngineManager has been initialized.");
return SUCCESS;
}
// Load engine so
std::string so_path = "plugin/nnengine/";
std::string path = PluginManager::GetPath();
path.append(so_path);
std::string so_api_func = "GetDNNEngineObjs";
std::vector<std::string> so_func{so_api_func};
Status status = plugin_mgr_.Load(path, so_func);
if (status != SUCCESS) {
GELOGE(status, "Load engine's so failed. LibPath is %s", path.c_str());
return status;
}
status = plugin_mgr_.InvokeAll<std::map<std::string, DNNEnginePtr> &>(so_api_func, engines_map_);
if (status != SUCCESS) {
GELOGE(status, "Get DNNEngineObjs failed.");
return status;
}
GELOGI("The number of DNNEngineObjs is %zu.", engines_map_.size());
// Engines initialize
for (auto iter = engines_map_.begin(); iter != engines_map_.end(); ++iter) {
if (iter->second == nullptr) {
GELOGI("Engine: %s point to nullptr", (iter->first).c_str());
continue;
}
GELOGI("DNNEngine name: %s.", (iter->first).c_str());
status = iter->second->Initialize(options);
if (status != SUCCESS) {
GELOGE(status, "Engine: %s initialize failed.", (iter->first).c_str());
return status;
}
// Check engines' attribute
DNNEngineAttribute attrs;
iter->second->GetAttributes(attrs);
if (attrs.runtime_type == RuntimeType::DEVICE) {
if ((attrs.mem_type.size()) != 1 || (attrs.mem_type[0] != GE_ENGINE_ATTR_MEM_TYPE_HBM)) {
GELOGE(GE_ENG_MEMTYPE_ERROR, "Engine: %s in aicore, but the memory type is not HBM", (iter->first).c_str());
return GE_ENG_MEMTYPE_ERROR;
}
}
}
status = ParserJsonFile();
if (status != SUCCESS) {
GELOGE(status, "parse json file failed");
return status;
}
status = CheckJsonFile();
if (status != SUCCESS) {
GELOGE(status, "check json file failed");
return status;
}
init_flag_ = true;
return SUCCESS;
}
Status DNNEngineManager::Finalize() {
// Finalize is not allowed, initialize first is necessary
if (!init_flag_) {
GELOGW("DNNEngineManager has been finalized.");
return SUCCESS;
}
for (auto iter = engines_map_.begin(); iter != engines_map_.end(); ++iter) {
if (iter->second != nullptr) {
GELOGI("DNNEngine name: %s.", (iter->first).c_str());
Status status = iter->second->Finalize();
if (status != SUCCESS) {
GELOGE(status, "Engine finalize failed.");
return status;
}
}
}
init_flag_ = false;
engines_map_.clear();
return SUCCESS;
}
std::shared_ptr<ge::DNNEngine> DNNEngineManager::GetEngine(const std::string &name) const {
auto iter = engines_map_.find(name);
if (iter != engines_map_.end()) {
return iter->second;
}
GELOGW("Failed to get engine object by engine name. %s.", name.c_str());
return nullptr;
}
bool DNNEngineManager::IsEngineRegistered(const std::string &name) {
auto iter = engines_map_.find(name);
if (iter != engines_map_.end()) {
return true;
}
GELOGW("Engine: %s is not Registered", name.c_str());
return false;
}
void DNNEngineManager::InitPerformanceStaistic() {
std::lock_guard<std::mutex> lock(mutex_);
checksupport_cost_.clear();
}
const map<string, uint64_t> &DNNEngineManager::GetCheckSupportCost() const {
std::lock_guard<std::mutex> lock(mutex_);
return checksupport_cost_;
}
std::string DNNEngineManager::GetDNNEngineName(const ge::NodePtr &node_ptr) {
std::lock_guard<std::mutex> lock(mutex_);
GE_IF_BOOL_EXEC(node_ptr == nullptr, GELOGE(GE_CLI_GE_NOT_INITIALIZED, "DNNEngineManager: node_ptr is nullptr");
return "");
auto op_desc = node_ptr->GetOpDesc();
GE_IF_BOOL_EXEC(op_desc == nullptr, GELOGE(GE_CLI_GE_NOT_INITIALIZED, "DNNEngineManager: op_desc is nullptr");
return "");
// Use the OpsKernelManager in GELib to get the opInfos for this opCode
std::shared_ptr<GELib> instance_ptr = ge::GELib::GetInstance();
if ((instance_ptr == nullptr) || (!instance_ptr->InitFlag())) {
GELOGE(GE_CLI_GE_NOT_INITIALIZED, "GetDNNEngineName failed.");
return "";
}
OpsKernelManager &ops_kernel_manager = instance_ptr->OpsKernelManagerObj();
std::vector<OpInfo> op_infos = ops_kernel_manager.GetOpsKernelInfo(op_desc->GetType());
if (op_infos.empty()) {
GELOGI("DNNEngineManager: Can not get op info by op type %s", op_desc->GetType().c_str());
return "";
}
GE_IF_BOOL_EXEC(ge::GetContext().GetHostExecFlag(), return GetHostCpuEngineName(op_infos, op_desc));
std::string ge_core_type;
Status ret = ge::GetContext().GetOption(ge::CORE_TYPE, ge_core_type);
GE_IF_BOOL_EXEC(ret != SUCCESS, GELOGD("get the option CORE_TYPE fail, set it to default value VECTOR_ENGINE"));
std::string exclude_core_Type = (ge_core_type == kVectorCore) ? kAIcoreEngine : kVectorEngine;
GELOGD("engine type will exclude: %s", exclude_core_Type.c_str());
auto root_graph = ge::GraphUtils::FindRootGraph(node_ptr->GetOwnerComputeGraph());
std::map<std::string, std::string> unsupported_reasons;
for (const auto &it : op_infos) {
if (it.engine == exclude_core_Type) {
continue;
}
auto &kernel_map = ops_kernel_manager.GetAllOpsKernelInfoStores();
auto &kernel_name = it.opKernelLib;
auto kernel_info_store = kernel_map.find(kernel_name);
if (kernel_info_store != kernel_map.end()) {
std::string unsupported_reason;
// It will be replaced by engine' checksupport
uint64_t start_time = GetCurrentTimestamp();
if (kernel_info_store->second->CheckSupported(op_desc, unsupported_reason)) {
checksupport_cost_[kernel_name] += GetCurrentTimestamp() - start_time;
op_desc->SetOpEngineName(it.engine);
op_desc->SetOpKernelLibName(kernel_name);
// set attrs for taking information when load txt to graph object
(void) AttrUtils::SetStr(op_desc, ATTR_NAME_ENGINE_NAME_FOR_LX, it.engine);
(void) AttrUtils::SetStr(op_desc, ATTR_NAME_KKERNEL_LIB_NAME_FOR_LX, kernel_name);
GELOGD("DNNEngineManager:Set OpKernelLibName %s and engine name %s to op_desc %s", kernel_name.c_str(),
it.engine.c_str(), op_desc->GetName().c_str());
return it.engine;
} else {
checksupport_cost_[kernel_name] += GetCurrentTimestamp() - start_time;
bool is_custom_op = false;
if ((ge::AttrUtils::GetBool(op_desc, kCustomOpFlag, is_custom_op)) && is_custom_op) {
ErrorManager::GetInstance().ATCReportErrMessage("E13001", {"kernelname", "optype", "opname"},
{kernel_name, op_desc->GetType(), op_desc->GetName()});
GELOGE(FAILED,
"The custom operator registered by the user does not support the logic function delivered by this "
"network. Check support failed, kernel_name is %s, op type is %s, op name is %s",
kernel_name.c_str(), op_desc->GetType().c_str(), op_desc->GetName().c_str());
std::string error_info = "The custom operator registered by the user does not support the logic function"
"delivered by this network";
return "";
}
unsupported_reasons.emplace(kernel_name, unsupported_reason);
GELOGI("DNNEngineManager:Check support failed, kernel_name is %s, op type is %s, op name is %s",
kernel_name.c_str(), op_desc->GetType().c_str(), op_desc->GetName().c_str());
if (!op_desc->HasAttr("_is_ge_op")) {
ErrorManager::GetInstance().ATCReportErrMessage("W11001", {"opname"}, {op_desc->GetName()});
}
}
} else {
GELOGW(
"DNNEngineManager:Can not find any supported ops kernel info store by kernel_name %s,"
"op type is %s, op name is %s",
kernel_name.c_str(), op_desc->GetType().c_str(), op_desc->GetName().c_str());
}
}
// concat unsupported reasons analyzed data selection
string reason;
for (const auto &it : unsupported_reasons) {
reason += it.first + ":" + it.second + ";";
ErrorManager::GetInstance().ATCReportErrMessage(
"E13002", {"optype", "opskernel", "reason"}, {op_desc->GetType(), it.first, it.second});
GELOGE(GE_GRAPH_ASSIGN_ENGINE_FAILED, "GetDNNEngineName:Op type %s of ops kernel %s is unsupported, reason:%s",
op_desc->GetType().c_str(), it.first.c_str(), it.second.c_str());
}
analyzer::DataInfo analyze_info{root_graph->GetSessionID(), root_graph->GetGraphID(),
analyzer::CHECKSUPPORT, node_ptr, reason};
// do not change original process
(void)Analyzer::GetInstance()->DoAnalyze(analyze_info);
ErrorManager::GetInstance().ATCReportErrMessage(
"E13003", {"opname", "optype"}, {op_desc->GetName(), op_desc->GetType()});
GELOGE(GE_GRAPH_ASSIGN_ENGINE_FAILED, "Can't find any supported ops kernel and engine of %s, type is %s",
op_desc->GetName().c_str(), op_desc->GetType().c_str());
return "";
}
std::string DNNEngineManager::GetHostCpuEngineName(const std::vector<OpInfo> &op_infos,
const OpDescPtr &op_desc) const {
for (const auto &it : op_infos) {
if ((it.engine == kHostCpuEngineName) && (it.opKernelLib == kHostCpuOpKernelLibName)) {
op_desc->SetOpEngineName(kHostCpuEngineName);
op_desc->SetOpKernelLibName(kHostCpuOpKernelLibName);
GELOGI("DNNEngineManager: Set OpKernelLibName %s and OpEngineName %s to %s",
kHostCpuOpKernelLibName, kHostCpuEngineName, op_desc->GetName().c_str());
return kHostCpuEngineName;
}
}
GELOGE(FAILED, "DNNEngineManager: HostCpuEngine not support [%s, %s].",
op_desc->GetName().c_str(), op_desc->GetType().c_str());
return "";
}
const std::map<std::string, SchedulerConf> &DNNEngineManager::GetSchedulers() const { return schedulers_; }
Status DNNEngineManager::ParserJsonFile() {
GELOGI("Begin to parser json file");
std::string json_file_path = "plugin/nnengine/ge_config/engine_conf.json";
std::string path = PluginManager::GetPath();
path.append(json_file_path);
nlohmann::json scheduler_json_file;
Status status = ReadJsonFile(path, &scheduler_json_file);
if (status != SUCCESS) {
GELOGE(FAILED, "Read scheduler json file failed and the file path is %s", path.c_str());
return FAILED;
}
if (scheduler_json_file.is_null()) {
// when engine_conf.json is not exist, just return success
GELOGW("Json file is null");
return SUCCESS;
}
try {
nlohmann::json scheduler_utils_json = scheduler_json_file[kSchedulerUnits];
if (scheduler_utils_json.is_null()) {
GELOGE(FAILED, "The message of scheduler units is not found");
return FAILED;
}
if (!scheduler_utils_json.is_array()) {
GELOGE(FAILED, "The message of kSchedulerUnits is not array and the file path is %s", json_file_path.c_str());
return FAILED;
}
auto size = scheduler_json_file[kSchedulerUnits].size();
for (size_t i = 0; i < size; i++) {
SchedulerConf scheduler_conf;
std::map<std::string, EngineConfPtr> engine_conf_map;
nlohmann::json engines_json_map = scheduler_utils_json[i][kCalEngines];
if (engines_json_map.is_null()) {
GELOGE(FAILED, "The message of cal_engines is not found");
return FAILED;
}
std::string scheduler_id_temp = scheduler_utils_json[i][kId];
if (!scheduler_id_temp.empty()) {
scheduler_conf.id = scheduler_id_temp;
} else {
GELOGE(FAILED, "Scheduler ID is null");
return FAILED;
}
status = ParserEngineMessage(engines_json_map, scheduler_id_temp, engine_conf_map);
if (status != SUCCESS) {
GELOGE(FAILED, "Parser engines messages failed");
return FAILED;
}
scheduler_conf.name = scheduler_utils_json[i][kName];
scheduler_conf.ex_attrs = scheduler_utils_json[i][kExAttrs];
scheduler_conf.cal_engines = engine_conf_map;
auto it = schedulers_.find(scheduler_id_temp);
if (it != schedulers_.end()) {
GELOGE(FAILED, "There are the same scheduler ts %s in the json file", scheduler_id_temp.c_str());
return FAILED;
}
schedulers_.emplace(scheduler_id_temp, scheduler_conf);
}
} catch (const nlohmann::detail::type_error &e) {
GELOGE(FAILED, "Parser json file failed");
return FAILED;
}
GELOGI("Parser json file SUCCESS");
return SUCCESS;
}
Status DNNEngineManager::ParserEngineMessage(const json engines_json, const std::string &scheduler_mark,
std::map<std::string, EngineConfPtr> &engines) {
GELOGI("Begin to parser engine massage");
if (engines_json.is_null()) {
GELOGE(FAILED, "The message of cal_engines is null");
return FAILED;
}
try {
if (engines_json.is_array()) {
for (size_t i = 0; i < engines_json.size(); i++) {
nlohmann::json engines_elems = engines_json[i];
EngineConfPtr engine_conf_ptr = MakeShared<EngineConf>();
if (engine_conf_ptr == nullptr) {
return FAILED;
}
std::string engine_id = engines_elems[kId];
if (!engine_id.empty()) {
engine_conf_ptr->id = engine_id;
} else {
GELOGE(FAILED, "engineID is null");
return FAILED;
}
if (engines_elems.find(kName) != engines_elems.end()) {
engine_conf_ptr->name = engines_elems[kName];
} else {
GELOGW("The engine %s name is null", engine_id.c_str());
}
if (engines_elems.find(kIndependent) != engines_elems.end()) {
engine_conf_ptr->independent = engines_elems[kIndependent];
}
if (engines_elems.find(kAttch) != engines_elems.end()) {
engine_conf_ptr->attach = engines_elems[kAttch];
}
if (engines_elems.find(kSkipAssignStream) != engines_elems.end()) {
engine_conf_ptr->skip_assign_stream = engines_elems[kSkipAssignStream];
}
engine_conf_ptr->scheduler_id = scheduler_mark;
auto it = engines.find(engine_id);
if (it != engines.end()) {
GELOGE(FAILED, "There are the same engine %s message in the json file", engine_id.c_str());
return FAILED;
}
engines.emplace(engine_id, engine_conf_ptr);
}
} else {
GELOGE(FAILED, "The message of cal_engines is not array in the json file");
return FAILED;
}
} catch (const json::exception &e) {
GELOGE(FAILED, "construct json content failed");
return FAILED;
}
GELOGI("Parser engine massage success");
return SUCCESS;
}
Status DNNEngineManager::ReadJsonFile(const std::string &file_path, JsonHandle handle) {
GELOGD("Begin to read json file");
if (file_path.empty()) {
GELOGE(FAILED, "Json path %s is not valid", file_path.c_str());
return FAILED;
}
nlohmann::json *json_file = reinterpret_cast<nlohmann::json *>(handle);
if (json_file == nullptr) {
GELOGE(FAILED, "JsonFile is nullptr");
return FAILED;
}
const char *file = file_path.data();
if ((access(file, F_OK)) == -1) {
if (engines_map_.size() != 0) {
GELOGE(FAILED, "The json file %s is not exist, %s", file_path.c_str(), strerror(errno));
return FAILED;
} else {
GELOGW("The json file %s is not needed.", file_path.c_str());
return SUCCESS;
}
}
std::ifstream ifs(file_path);
if (!ifs.is_open()) {
GELOGE(FAILED, "Open json file %s failed", file_path.c_str());
return FAILED;
}
try {
ifs >> *json_file;
} catch (const json::exception &e) {
GELOGE(FAILED, "Read json file failed");
ifs.close();
return FAILED;
}
ifs.close();
GELOGD("Read json file success");
return SUCCESS;
}
Status DNNEngineManager::CheckJsonFile() {
GELOGD("Begin to check json file");
for (auto &it : engines_map_) {
std::string engine_name = it.first;
int count = 0;
for (auto &iter : schedulers_) {
auto engine_map = iter.second.cal_engines;
auto iter_engine_name = engine_map.find(engine_name);
if (iter_engine_name != engine_map.end()) {
count++;
}
}
if (count == 0) {
GELOGE(FAILED, "The engine message %s is not found in the json file", engine_name.c_str());
return FAILED;
}
if (count > 1) {
GELOGE(FAILED, "The same engine message %s is existed in the json file", engine_name.c_str());
return FAILED;
}
}
GELOGD("Check json file success");
return SUCCESS;
}
} // namespace ge