[修改]修改了错误的exporter名称

This commit is contained in:
makotocc0107
2024-09-04 09:51:10 +08:00
committed by Coding
parent 211a89778c
commit d93daaab6b
37 changed files with 0 additions and 0 deletions

37
opcua-exporter/.gitignore vendored Normal file
View File

@@ -0,0 +1,37 @@
### C++ template
# Prerequisites
*.d
# Compiled Object files
*.slo
*.lo
*.o
*.obj
# Precompiled Headers
*.gch
*.pch
# Compiled Dynamic libraries
*.so
*.dylib
*.dll
# Fortran module files
*.mod
*.smod
# Compiled Static libraries
*.lai
*.la
*.a
*.lib
# Executables
*.exe
*.out
*.app
#Clion
.idea
cmake-build-*

View File

@@ -0,0 +1,57 @@
cmake_minimum_required(VERSION 3.18)
project(opcua_exporter)
cmake_policy(SET CMP0148 OLD)
set(CMAKE_CXX_STANDARD 20)
option(ENABLE_METRICS_SIMULATE "开启测点故障仿真功能" ON)
find_package(civetweb CONFIG REQUIRED)
find_package(spdlog CONFIG REQUIRED)
find_package(prometheus-cpp CONFIG REQUIRED)
find_package(open62541 CONFIG REQUIRED)
find_package(yaml-cpp CONFIG REQUIRED)
find_package(nlohmann_json CONFIG REQUIRED)
add_subdirectory(fault-simulation-algorithm)
include_directories(${CMAKE_CURRENT_SOURCE_DIR})
set(
OPC_UA_EXPORTER_SRCS
main.cpp
client/client.cpp
client/client.h
collector/collector.cpp
collector/collector.h
)
add_executable(
opcua_exporter
${OPC_UA_EXPORTER_SRCS}
)
target_compile_definitions(
opcua_exporter
PRIVATE
${CMAKE_BUILD_TYPE}
)
if (${ENABLE_METRICS_SIMULATE})
target_compile_definitions(
opcua_exporter
PRIVATE
METRICS_SIMULATE
)
endif ()
target_link_libraries(
opcua_exporter
simulation-manager
spdlog::spdlog
yaml-cpp::yaml-cpp
nlohmann_json::nlohmann_json
open62541::open62541
civetweb::civetweb
prometheus-cpp::core prometheus-cpp::pull
)

47
opcua-exporter/Dockerfile Normal file
View File

@@ -0,0 +1,47 @@
FROM openeuler/openeuler:24.03 AS dev
RUN dnf update -y && \
dnf install -y git gcc g++ gdb make autoconf automake curl zip unzip tar &&\
dnf clean all && \
rm -rf /var/cache/dnf/*
ENV VCPKG_ROOT="/vcpkg"
RUN curl -fsSL https://github.com/Kitware/CMake/releases/download/v3.27.2/cmake-3.27.2-linux-x86_64.sh -o cmake_install.sh && \
chmod +x cmake_install.sh && \
./cmake_install.sh --prefix=/usr/local --skip-license && \
rm -rf cmake_install.sh
RUN curl -fsSL https://github.com/ninja-build/ninja/releases/download/v1.11.1/ninja-linux.zip -o ninja-linux.zip && \
unzip ninja-linux.zip && \
rm -rf ninja-linux.zip && \
mv ninja /usr/local/bin/ && \
chmod +x /usr/local/bin/ninja
RUN curl -fsSL https://github.com/microsoft/vcpkg-tool/releases/download/2024-07-10/vcpkg-glibc -o /usr/local/bin/vcpkg && \
chmod +x /usr/local/bin/vcpkg && \
git clone -b 2024.07.12 --depth 1 https://github.com/microsoft/vcpkg /vcpkg
RUN vcpkg install civetweb prometheus-cpp spdlog nlohmann-json yaml-cpp open62541 --clean-after-build
FROM dev AS build
RUN mkdir /app
WORKDIR /app
COPY . /app
RUN mkdir build && \
cd build && \
cmake .. -DCMAKE_TOOLCHAIN_FILE=/vcpkg/scripts/buildsystems/vcpkg.cmake -DCMAKE_BUILD_TYPE=Release -G Ninja && \
cmake --build . --target opcua_exporter
FROM openeuler/openeuler:24.03
RUN mkdir /data
COPY --from=build /app/build/opcua_exporter /usr/local/bin
CMD [ "opcua_exporter", "/data/opcua/opcua.yaml" ]

View File

@@ -0,0 +1,399 @@
//
// Created by 闫鹏宇 on 2022/7/28.
//
#include "client.h"
#include <spdlog/spdlog.h>
#include <open62541/client_config_default.h>
#include <cmath>
#include <utility>
#include <open62541/client_highlevel_async.h>
namespace std {
template<>
struct hash <std::vector<std::string>>{
size_t operator()(const std::vector<std::string> &rhs) const noexcept {
size_t res = 0;
for (auto const &str: rhs) {
res ^= std::hash<std::string>()(str);
}
return res;
}
};
}
inline static spdlog::level::level_enum get_spd_level(UA_LogLevel level) {
switch (level) {
case UA_LogLevel::UA_LOGLEVEL_TRACE:
return spdlog::level::trace;
case UA_LogLevel::UA_LOGLEVEL_DEBUG:
return spdlog::level::debug;
case UA_LogLevel::UA_LOGLEVEL_INFO:
return spdlog::level::info;
case UA_LogLevel::UA_LOGLEVEL_WARNING:
return spdlog::level::warn;
case UA_LogLevel::UA_LOGLEVEL_ERROR:
return spdlog::level::err;
case UA_LogLevel::UA_LOGLEVEL_FATAL:
return spdlog::level::critical;
default:
return spdlog::level::trace;
}
}
static void opc_ua_log(void *logContext, UA_LogLevel level, UA_LogCategory category,
const char *msg, va_list args) {
(void) args;
thread_local static char const *last_log_msg = nullptr;
auto c = static_cast<client *>(logContext);
if (!c) {
return;
}
if (msg != last_log_msg) {
char buff[256] = {0};
vsprintf(buff, msg, args);
spdlog::log(get_spd_level(level), buff);
}
last_log_msg = msg;
}
static void OPC_UA_Client_DeleteSubscriptionCallback(
UA_Client *client,
UA_UInt32 subId,
void *subContext
) {
spdlog::trace(
"OPC_UA_Client_DeleteSubscriptionCallback subId{}",
subId
);
}
static void OPC_UA_Client_StatusChangeNotificationCallback(
UA_Client *client,
UA_UInt32 subId,
void *subContext,
UA_StatusChangeNotification *notification
) {
spdlog::trace(
"OPC_UA_Client_StatusChangeNotificationCallback subId{}",
subId
);
}
static void OPC_UA_Client_DataChangeNotificationCallback(
UA_Client *client,
UA_UInt32 subId,
void *subContext,
UA_UInt32 monId,
void *monContext,
UA_DataValue *value
) {
spdlog::trace(
"OPC_UA_Client_DataChangeNotificationCallback subId{} monId",
subId,
monId
);
}
static void OPC_UA_Client_DeleteMonitoredItemCallback(
UA_Client *client,
UA_UInt32 subId,
void *subContext,
UA_UInt32 monId,
void *monContext) {
spdlog::trace(
"OPC_UA_Client_DeleteMonitoredItemCallback subId{} monId",
subId,
monId
);
}
static void OPC_UA_ClientAsyncReadCallback(
UA_Client *c, void *userdata,
UA_UInt32 requestId,
UA_ReadResponse *rr
) {
auto cc = static_cast<client *>(userdata);
auto hash_key = cc->getAsyncReadRequestHashKey(requestId);
cc->updateReadValueCache(hash_key, *rr);
}
client::client(std::string endpoint) :
ua_endpoint(std::move(endpoint)) {
ua_config.logger.context = this;
ua_config.logger.log = &opc_ua_log;
UA_ClientConfig_setDefault(&ua_config);
ua_client = UA_Client_newWithConfig(&ua_config);
for (int i = 0; i < async_read_request_ids.size(); ++i) {
async_read_request_ids[i].first = i;
async_read_request_ids[i].second = 0;
}
}
client::~client() {
stop();
UA_Client_delete(ua_client);
}
void client::createSubscription() {
if (create_subscription_response) {
return;
}
auto request = UA_CreateSubscriptionRequest_default();
create_subscription_response = UA_Client_Subscriptions_create(
ua_client,
request,
this,
&OPC_UA_Client_StatusChangeNotificationCallback,
&OPC_UA_Client_DeleteSubscriptionCallback
);
}
void client::stop() {
running = false;
disconnect();
}
void client::run() {
UA_StatusCode retval = UA_STATUSCODE_GOOD;
int error_time = 0;
while (running) {
if (!connect()) {
//disconnect();
spdlog::error("OPC-UA Server({}) not connected({}). Retrying to connect in 1 second.", ua_endpoint,
retval);
UA_sleep_ms(1000);
continue;
} else if (MONITOR == read_mode) {
createSubscription();
}
while (running && UA_STATUSCODE_GOOD == retval) {
std::unique_lock lock(ua_mutex);
retval = UA_Client_run_iterate(ua_client, 100);
}
}
}
bool client::connect() {
std::unique_lock lock(ua_mutex);
return UA_STATUSCODE_GOOD == UA_Client_connect(ua_client, ua_endpoint.c_str());
}
void client::disconnect() {
std::unique_lock lock(ua_mutex);
UA_Client_disconnect(ua_client);
}
std::vector<UA_ReadValueId> client::makeReadValueIds(std::vector<std::string> const &node_ids) {
std::vector<UA_ReadValueId> ids;
if (!node_ids.empty()) {
for (auto const &node_id: node_ids) {
ids.emplace_back(
UA_ReadValueId{
UA_NODEID(node_id.c_str()),
UA_ATTRIBUTEID_VALUE,
{},
{}
}
);
}
}
return ids;
}
UA_ReadRequest &client::makeReadRequest(size_t hash_key) {
std::vector<UA_ReadValueId> &read_value_ids = ua_read_value_request_cache_[hash_key].read_value_ids;
auto &request = ua_read_value_request_cache_[hash_key].read_request;
request.nodesToRead = const_cast<UA_ReadValueId *>(read_value_ids.data());
request.nodesToReadSize = read_value_ids.size();
return request;
}
void client::cachePreCheckAndInit(size_t hash_key, std::vector<std::string> const &node_ids) {
auto ua_read_value_ids_iter = ua_read_value_request_cache_.find(hash_key);
if (ua_read_value_ids_iter == ua_read_value_request_cache_.end()) {
auto ids = makeReadValueIds(node_ids);
if (ids.empty()) {
return;
}
ua_read_value_request_cache_[hash_key].read_value_ids = std::move(ids);
ua_read_value_request_cache_[hash_key].node_ids = node_ids;
UA_ReadRequest_init(&ua_read_value_request_cache_[hash_key].read_request);
}
}
uint32_t *client::getAsyncReadRequestId(size_t hash_key) {
auto &ids = async_read_request_ids[(current_async_read_request_pos++) % async_read_request_ids.size()];
ids.second = hash_key;
return &ids.first;
}
size_t client::getAsyncReadRequestHashKey(uint32_t req_id) {
for (auto const &iter: async_read_request_ids) {
if (iter.first == req_id) {
return iter.second;
}
}
return 0;
}
void client::sendReadRequest(size_t hash_key, bool force_sync) {
ua_read_value_request_cache_[hash_key].last_read_request_time = std::chrono::system_clock::now();
if (SYNC == read_mode || force_sync) {
UA_ReadResponse response;
{
std::shared_lock lock(ua_mutex);
response = UA_Client_Service_read(
ua_client,
makeReadRequest(
hash_key
)
);
}
if (UA_STATUSCODE_GOOD == response.responseHeader.serviceResult) {
updateReadValueCache(hash_key, response);
}
UA_ReadResponse_clear(&response);
}
switch (read_mode) {
case ASYNC: {
UA_Client_sendAsyncReadRequest(
ua_client,
&makeReadRequest(hash_key),
&OPC_UA_ClientAsyncReadCallback,
this,
getAsyncReadRequestId(hash_key)
);
break;
}
case MONITOR: {
break;
}
default: {
break;
}
}
}
std::chrono::system_clock::duration client::getReadRequestDuration(size_t hash_key) {
return std::chrono::system_clock::now() -
ua_read_value_request_cache_[hash_key].last_read_request_time;
}
std::chrono::system_clock::duration client::getCacheUpdateDuration(size_t hash_key) {
return std::chrono::system_clock::now() -
ua_read_value_request_cache_[hash_key].last_read_response_time;
}
std::map<std::string, double> client::readValue(std::vector<std::string> const &node_ids) {
if (!node_ids.empty()) {
auto node_ids_hash_value = std::hash<std::vector<std::string>>()(node_ids);
cachePreCheckAndInit(node_ids_hash_value, node_ids);
std::lock_guard<std::mutex> lock(ua_read_mutex);
auto duration = getCacheUpdateDuration(node_ids_hash_value);
if (duration > cache_timeout) {
sendReadRequest(node_ids_hash_value, true);
} else if (duration > cache_update_time) {
sendReadRequest(node_ids_hash_value);
}
if (getCacheUpdateDuration(node_ids_hash_value) < cache_timeout) {
return getCacheValue(node_ids_hash_value);
}
}
return {};
}
std::map<std::string, double> client::getCacheValue(size_t hash_key) {
std::map<std::string, double> values;
auto iter = ua_read_value_request_cache_.find(hash_key);
if (iter != ua_read_value_request_cache_.end()) {
for (auto const &node_id: iter->second.node_ids) {
values[node_id] = ua_read_value_cache[node_id];
}
}
return values;
}
void client::updateReadValueCache(size_t hash_key, UA_ReadResponse const &response) {
auto iter = ua_read_value_request_cache_.find(hash_key);
if (iter == ua_read_value_request_cache_.end()) {
return;
}
if (response.resultsSize != iter->second.read_value_ids.size()) {
return;
}
iter->second.last_read_response_time = std::chrono::system_clock::now();
for (int i = 0; i < response.resultsSize; ++i) {
auto &data_value = response.results[i];
setValueCache(iter->second.node_ids[i], getValueAsDouble(data_value));
}
}
void client::setValueCache(std::string const &node_id, double value) {
ua_read_value_cache[node_id] = value;
}
double client::getValueAsDouble(UA_DataValue const &ua_value) {
if (ua_value.hasValue) {
switch (ua_value.value.type->typeKind) {
case UA_DATATYPEKIND_BOOLEAN: {
return static_cast<double>(*static_cast<UA_Boolean *>(ua_value.value.data));
}
case UA_DATATYPEKIND_SBYTE: {
return static_cast<double>(*static_cast<UA_SByte *>(ua_value.value.data));
}
case UA_DATATYPEKIND_BYTE: {
return static_cast<double>(*static_cast<UA_Byte *>(ua_value.value.data));
}
case UA_DATATYPEKIND_INT16: {
return static_cast<double>(*static_cast<UA_Int16 *>(ua_value.value.data));
}
case UA_DATATYPEKIND_UINT16: {
return static_cast<double>(*static_cast<UA_UInt16 *>(ua_value.value.data));
}
case UA_DATATYPEKIND_INT32: {
return static_cast<double>(*static_cast<UA_Int32 *>(ua_value.value.data));
}
case UA_DATATYPEKIND_UINT32: {
return static_cast<double>(*static_cast<UA_UInt32 *>(ua_value.value.data));
}
case UA_DATATYPEKIND_INT64: {
return static_cast<double>(*static_cast<UA_Int64 *>(ua_value.value.data));
}
case UA_DATATYPEKIND_UINT64: {
return static_cast<double>(*static_cast<UA_UInt64 *>(ua_value.value.data));
}
case UA_DATATYPEKIND_FLOAT: {
return static_cast<double>(*static_cast<UA_Float *>(ua_value.value.data));
}
case UA_DATATYPEKIND_DOUBLE: {
return static_cast<double>(*static_cast<UA_Double *>(ua_value.value.data));
}
default:
break;
}
}
return std::nan(nullptr);
}
void client::readTest() {
auto read_request = UA_ReadRequest_new();
}
UA_Client *client::getClient() {
return ua_client;
}

View File

@@ -0,0 +1,83 @@
//
// Created by 闫鹏宇 on 2022/7/28.
//
#ifndef OPCUA_EXPORTER_CLIENT_H
#define OPCUA_EXPORTER_CLIENT_H
#include <string>
#include <map>
#include <unordered_map>
#include <vector>
#include <open62541/client.h>
#include <shared_mutex>
#include <chrono>
#include <array>
#include <atomic>
#include <open62541/client_subscriptions.h>
#include <optional>
class client final {
public:
explicit client(std::string endpoint);
~client();
void stop();
void run();
bool connect();
void disconnect();
std::map<std::string, double> readValue(std::vector<std::string> const &node_ids);
void readTest();
UA_Client *getClient();
size_t getAsyncReadRequestHashKey(uint32_t req_id);
void updateReadValueCache(size_t hash_key, UA_ReadResponse const &response);
protected:
std::vector<UA_ReadValueId> makeReadValueIds(std::vector<std::string> const &node_ids);
UA_ReadRequest &makeReadRequest(size_t hash_key);
std::map<std::string, double> getCacheValue(size_t hash_key);
double getValueAsDouble(UA_DataValue const &ua_value);
void cachePreCheckAndInit(size_t hash_key, std::vector<std::string> const &node_ids);
void sendReadRequest(size_t hash_key, bool force_sync = false);
std::chrono::system_clock::duration getCacheUpdateDuration(size_t hash_key);
std::chrono::system_clock::duration getReadRequestDuration(size_t hash_key);
void setValueCache(std::string const &node_id, double value);
uint32_t *getAsyncReadRequestId(size_t hash_key);
void createSubscription();
protected:
enum enum_read_mode {
SYNC,
ASYNC,
MONITOR
};
struct st_read_value_request_cache {
std::chrono::system_clock::time_point last_read_response_time;
std::chrono::system_clock::time_point last_read_request_time;
std::vector<UA_ReadValueId> read_value_ids;
UA_ReadRequest read_request;
std::vector<std::string> node_ids;
};
private:
UA_Client *ua_client{nullptr};
UA_ClientConfig ua_config{};
std::string ua_endpoint;
std::shared_mutex ua_mutex;
std::mutex ua_read_mutex;
std::chrono::system_clock::duration cache_timeout{std::chrono::milliseconds(1000)};
std::chrono::system_clock::duration cache_update_time{std::chrono::milliseconds(400)};
enum_read_mode read_mode{ASYNC};
std::unordered_map<std::size_t, st_read_value_request_cache> ua_read_value_request_cache_;
std::map<std::string, double> ua_read_value_cache;
bool running{true};
std::array<std::pair<uint32_t, size_t>, 1024> async_read_request_ids;
std::atomic_int64_t current_async_read_request_pos{0};
std::optional<UA_CreateSubscriptionResponse> create_subscription_response;
};
#endif //OPCUA_EXPORTER_CLIENT_H

View File

@@ -0,0 +1 @@
add_library(civetweb::civetweb-cpp ALIAS civetweb-cpp)

View File

@@ -0,0 +1,127 @@
//
// Created by 闫鹏宇 on 2022/7/29.
//
#include "collector.h"
#include <utility>
#include <spdlog/spdlog.h>
#include "../client/client.h"
collector::collector(YAML::Node const &config, std::shared_ptr<client> ua_client) :
registry_(std::make_shared<prometheus::Registry>()),
ua_client_(ua_client) {
buildMetrics(config);
}
void collector::clearMetrics() {
ua_read_node_ids.clear();
for (auto &node: nodes) {
if (nullptr != node.second.family) {
if (nullptr != node.second.real) {
node.second.family->Remove(node.second.real);
}
if (nullptr != node.second.simulation) {
node.second.family->Remove(node.second.simulation);
}
registry_->Remove(*node.second.family);
}
}
nodes.clear();
metrics_json_.clear();
}
prometheus::Labels collector::getNodeLabels(YAML::Node const &labels) {
return prometheus::Labels();
}
nlohmann::json const &collector::getMetricsJson() {
return metrics_json_;
}
void collector::buildMetrics(YAML::Node const &config) {
clearMetrics();
for (auto item: config) {
if (item.IsNull() || item["name"].IsNull() || item["nodeid"].IsNull() || item["type"].IsNull()) {
continue;
}
auto node_id = item["nodeid"].as<std::string>();
auto name = item["name"].as<std::string>();
auto help = item["help"].as<std::string>(std::string());
metrics_json_.push_back({
{"node_id", node_id},
{"name", name},
{"help", help}
});
ua_read_node_ids.emplace_back(node_id);
spdlog::info("load metrics {}({}).", name, node_id);
auto &node_family = prometheus::BuildGauge()
.Name(name)
.Help(help)
.Labels(getNodeLabels(item["labels"]))
.Register(*registry_);
simulation_manager_[name] = new simulation_manager();
nodes[node_id] = {
name,
&node_family,
&(node_family.Add({{"data", "real"}})),
&(node_family.Add({{"data", "simulate"}})),
simulation_manager_[name]
};
}
}
bool collector::updateMetrics() {
do {
if (ua_read_node_ids.empty()) {
break;
}
auto values = ua_client_->readValue(ua_read_node_ids);
if (values.empty()) { // none value return
break;
}
for (auto const &value: values) {
auto node_iter = nodes.find(value.first);
if (node_iter != nodes.end()) {
node_iter->second.setValue(value.second);
}
}
return true;
} while (false);
return false;
}
std::vector<prometheus::MetricFamily> collector::Collect() const {
if (const_cast<collector *>(this)->updateMetrics()) {
return registry_->Collect();
}
return {};
}
void collector::st_node::setValue(double val) {
if (nullptr != real) {
real->Set(val);
}
if (nullptr != simulation && manager) {
simulation->Set(manager->eval(val));
// simulation->Set(val + 100);
}
}
nlohmann::json collector::simulationConfig(std::string const &name) {
if (simulation_manager_.contains(name)) {
return simulation_manager_[name]->config();
}
return {};
}
void collector::setSimulationConfig(std::string const &name, nlohmann::json const &config) {
if (simulation_manager_.contains(name)) {
return simulation_manager_[name]->set_config(config);
}
}

View File

@@ -0,0 +1,57 @@
//
// Created by 闫鹏宇 on 2022/7/29.
//
#ifndef OPCUA_EXPORTER_COLLECTOR_H
#define OPCUA_EXPORTER_COLLECTOR_H
#include <client/client.h>
#include <nlohmann/json.hpp>
#include <open62541/client.h>
#include <prometheus/collectable.h>
#include <prometheus/family.h>
#include <prometheus/gauge.h>
#include <prometheus/labels.h>
#include <prometheus/metric_family.h>
#include <prometheus/registry.h>
#include <simulation_manager.hpp>
#include <yaml-cpp/yaml.h>
class collector : public prometheus::Collectable {
public:
explicit collector(YAML::Node const &config,
std::shared_ptr<client> ua_client);
~collector() override = default;
std::vector<prometheus::MetricFamily> Collect() const override;
nlohmann::json const &getMetricsJson();
nlohmann::json simulationConfig(std::string const &name);
void setSimulationConfig(std::string const &name,
nlohmann::json const &config);
private:
void buildMetrics(YAML::Node const &config);
bool updateMetrics();
void clearMetrics();
prometheus::Labels getNodeLabels(YAML::Node const &labels);
private:
std::shared_ptr<prometheus::Registry> registry_;
std::shared_ptr<client> ua_client_;
std::vector<std::string> ua_read_node_ids;
struct st_node {
std::string name;
prometheus::Family<prometheus::Gauge> *family{nullptr};
prometheus::Gauge *real{nullptr};
prometheus::Gauge *simulation{nullptr};
simulation_manager *manager;
void setValue(double val);
};
std::map<std::string, st_node> nodes;
std::map<std::string, simulation_manager *> simulation_manager_;
nlohmann::json metrics_json_;
};
#endif // OPCUA_EXPORTER_COLLECTOR_H

View File

@@ -0,0 +1,2 @@
.idea/
cmake-build-*/

View File

@@ -0,0 +1,14 @@
cmake_minimum_required(VERSION 3.18)
project(fault_simulation_algorithm)
set(CMAKE_CXX_STANDARD 20)
find_package(nlohmann_json CONFIG REQUIRED)
include_directories(include)
add_subdirectory(periodic_interference)
add_subdirectory(temperature-drift)
add_subdirectory(step)
add_subdirectory(white_noise)
add_subdirectory(simulation-manager)

View File

@@ -0,0 +1,33 @@
//
// Created by fly on 2022/4/6.
//
#ifndef FAULT_SIMULATION_ALGORITHM_ALGORITHM_HPP
#define FAULT_SIMULATION_ALGORITHM_ALGORITHM_HPP
#include <nlohmann/json.hpp>
class algorithm {
public:
virtual void set_config(nlohmann::json const &config) = 0;
virtual nlohmann::json config() = 0;
virtual double eval(double value) = 0;
protected:
double jsonValue(nlohmann::json const &j, std::string const &key) {
if (j.contains(key)) {
if (j[key].is_string()) {
return std::atof(j[key].get<std::string>().c_str());
}
if (j[key].is_number()) {
return j[key].get<double>();
}
}
return std::nan("");
}
};
#endif //FAULT_SIMULATION_ALGORITHM_ALGORITHM_HPP

View File

@@ -0,0 +1,23 @@
add_library(
periodic-interference
INTERFACE
)
target_sources(
periodic-interference
INTERFACE
periodic_interference.cpp
periodic_interference.h
)
target_include_directories(
periodic-interference
INTERFACE
${CMAKE_CURRENT_SOURCE_DIR}
)
target_link_libraries(
periodic-interference
INTERFACE
nlohmann_json::nlohmann_json
)

View File

@@ -0,0 +1,47 @@
//
// Created by baiguwen on 2022/4/23.
//
#include <iostream>
#include "periodic_interference.h"
#include <fstream>
#include <string>
#include <sstream>
#include <vector>
int main() {
periodic_interference algorithm;
algorithm.set_config(
{
{"PERIODIC_INTERFERENCE_AMPLITUDE", 20},
{"PERIODIC_INTERFERENCE_AMPLITUDE_BASE", 1},
{"CYCLE_", 20}
}
);
std::vector <std::vector<double>> user_arr;
std::ifstream fp("C:/data/user_data.csv");
std::string line;
getline(fp,line);
while (getline(fp,line)){
std::vector <double> data_line;
std::string number;
std::istringstream readstr(line);
for(int j = 0;j < 2814;j++){
getline(readstr,number,',');
data_line.push_back(atof(number.c_str()));
}
user_arr.push_back(data_line);
}
std::ofstream outfile;
outfile.open("C:/data/user_data5.csv", std::ios::out);
outfile<<"origin"<<','<<"periodic_interference"<<std::endl;
for (int i = 0; i <2814; ++i) {
user_arr[i][1]=algorithm.eval(user_arr[i][0]);
std::cout << i << "\t" << user_arr[i][1] << std::endl;
outfile<<user_arr[i][0]<<','<<user_arr[i][1]<<std::endl;
}
outfile.close();
return 0;
}

View File

@@ -0,0 +1,28 @@
//
// Created by baiguwen on 2022/4/23.
//
#include "periodic_interference.h"
#include <math.h>
#include <numbers>
#include <random>
void periodic_interference::set_config(const nlohmann::json &config) {
try {
eval_time_ = 0;
amplitude_ = jsonValue(config, "PERIODIC_INTERFERENCE_AMPLITUDE");
amplitude_base_ = jsonValue(config, "PERIODIC_INTERFERENCE_AMPLITUDE_BASE");
cycle_ = jsonValue(config, "CYCLE_");
config_ = config;
} catch (...) {
}
}
nlohmann::json periodic_interference::config() {
return config_;
}
double periodic_interference::eval(double value) {
return value + amplitude_base_ * sin((2 * std::numbers::pi / cycle_) * eval_time_++) + amplitude_;
}

View File

@@ -0,0 +1,28 @@
//
// Created by baiguwen on 2022/4/23.
//
#ifndef FAULT_SIMULATION_ALGORITHM_PERIODIC_INTERFERENCE_H
#define FAULT_SIMULATION_ALGORITHM_PERIODIC_INTERFERENCE_H
#include <algorithm.hpp>
class periodic_interference : public algorithm {
public:
void set_config(const nlohmann::json &config) override;
nlohmann::json config() override;
double eval(double value) override;
protected:
nlohmann::json config_{};
double amplitude_{0};
double amplitude_base_{0};
double cycle_{0};
uint64_t eval_time_{0};
};
#endif //FAULT_SIMULATION_ALGORITHM_PERIODIC_INTERFERENCE_H

View File

@@ -0,0 +1,27 @@
add_library(simulation-manager INTERFACE)
target_sources(
simulation-manager
INTERFACE
simulation_manager.hpp
)
target_include_directories(
simulation-manager
INTERFACE
${CMAKE_CURRENT_SOURCE_DIR}
${CMAKE_CURRENT_SOURCE_DIR}/../include
)
target_link_libraries(
simulation-manager
INTERFACE
periodic-interference
step
temperature-drift
white-noise
)
#add_executable(simulation-manager main.cpp simulation_manager.hpp algorithm_wrap.hpp)

View File

@@ -0,0 +1,68 @@
//
// Created by fly on 2022/4/21.
//
#ifndef FAULT_SIMULATION_ALGORITHM_ALGORITHM_WRAP_HPP
#define FAULT_SIMULATION_ALGORITHM_ALGORITHM_WRAP_HPP
#include <algorithm.hpp>
#include <utility>
class algorithm_wrap : public algorithm {
public:
explicit algorithm_wrap(std::shared_ptr<algorithm> algo) {
algorithm_ = std::move(algo);
}
bool enable() const {
return enable_;
}
void set_enable(bool flag) {
enable_ = flag;
}
int duration_period() const {
return duration_period_;
}
void set_duration_period(int durationPeriod) {
duration_period_ = durationPeriod;
}
void set_config(nlohmann::json const &config) override {
if (algorithm_) {
algorithm_->set_config(config);
if (config.contains("enable") && config["enable"].is_boolean()) {
set_enable(config["enable"].get<bool>());
}
}
}
nlohmann::json config() override {
nlohmann::json config;
config["enable"] = enable();
if (algorithm_) {
return algorithm_->config();
}
return config;
}
double eval(double value) override {
if (algorithm_ && enable_ && duration_period_) {
if (duration_period_ > 0) {
--duration_period_;
}
return algorithm_->eval(value);
}
return value;
}
private:
std::shared_ptr<algorithm> algorithm_;
bool enable_ = false;
int duration_period_ = -1;
};
#endif //FAULT_SIMULATION_ALGORITHM_ALGORITHM_WRAP_HPP

View File

@@ -0,0 +1,10 @@
//
// Created by fly on 2022/4/21.
//
#include "simulation_manager.hpp"
int main(int argc, char *argv) {
return 0;
}

View File

@@ -0,0 +1,106 @@
//
// Created by fly on 2022/4/21.
//
#ifndef FAULT_SIMULATION_ALGORITHM_SIMULATION_MANAGER_HPP
#define FAULT_SIMULATION_ALGORITHM_SIMULATION_MANAGER_HPP
#include "algorithm_wrap.hpp"
#include <periodic_interference.h>
#include <step.h>
#include <white_noise.h>
#include <temperature_drift.h>
#include <spdlog/spdlog.h>
class simulation_manager {
public:
void add_algorithm(std::string const &name, std::shared_ptr<algorithm> algo) {
if (!algorithms_.contains(name)) {
algorithms_.emplace(name, std::make_shared<algorithm_wrap>(algo));
}
}
void remove_algorithm(std::string const &name) {
algorithms_.erase(name);
}
void set_algorithm_enable(std::string const &name, bool flag) {
if (algorithms_.contains(name)) {
algorithms_[name]->set_enable(flag);
}
}
bool algorithm_enable(std::string const &name) {
if (algorithms_.contains(name)) {
return algorithms_[name]->enable();
}
return false;
}
void set_algorithm_duration_period(std::string const &name, int duration_period) {
if (algorithms_.contains(name)) {
algorithms_[name]->set_duration_period(duration_period);
}
}
int algorithm_duration_period(std::string const &name) {
if (algorithms_.contains(name)) {
return algorithms_[name]->duration_period();
}
return -1;
}
void set_algorithm_config(std::string const &name, nlohmann::json const &config) {
if (!algorithms_.contains(name)) {
spdlog::debug("Create {} Algorithm Object", name);
if ("periodic_interference" == name) {
algorithms_[name] = std::make_shared<algorithm_wrap>(std::make_shared<periodic_interference>());
} else if ("step" == name) {
algorithms_[name] = std::make_shared<algorithm_wrap>(std::make_shared<step>());
} else if ("white_noise" == name) {
algorithms_[name] = std::make_shared<algorithm_wrap>(std::make_shared<white_noise>());
} else if ("temperature_drift" == name) {
algorithms_[name] = std::make_shared<algorithm_wrap>(std::make_shared<temperature_drift>());
} else if ("pulse" == name) {
algorithms_[name] = std::make_shared<algorithm_wrap>(std::make_shared<step>());
}
}
if (algorithms_.contains(name)) {
algorithms_[name]->set_config(config);
}
}
nlohmann::json algorithm_config(std::string const &name) {
if (algorithms_.contains(name)) {
return algorithms_[name]->config();
}
return {};
}
nlohmann::json config() {
nlohmann::json j;
for (auto iter = algorithms_.begin(); iter != algorithms_.end(); ++iter) {
j[iter->first] = iter->second->config();
}
return j;
}
void set_config(nlohmann::json const &c) {
for (auto iter = c.begin(); iter != c.end(); ++iter) {
set_algorithm_config(iter.key(), iter.value());
}
}
double eval(double value) {
for (auto &iter: algorithms_) {
value = iter.second->eval(value);
}
return value;
}
private:
std::map<std::string, std::shared_ptr<algorithm_wrap>> algorithms_;
};
#endif //FAULT_SIMULATION_ALGORITHM_SIMULATION_MANAGER_HPP

View File

@@ -0,0 +1,23 @@
add_library(
step
INTERFACE
)
target_sources(
step
INTERFACE
step.cpp
step.h
)
target_include_directories(
step
INTERFACE
${CMAKE_CURRENT_SOURCE_DIR}
)
target_link_libraries(
step
INTERFACE
nlohmann_json::nlohmann_json
)

View File

@@ -0,0 +1,44 @@
//
// Created by baiguwen on 2022/4/20.
//
#include <iostream>
#include "step.h"
#include <fstream>
#include <string>
#include <sstream>
#include <vector>
int main() {
step algorithm;
algorithm.set_config(
{
{"STEP_AMPLITUDE_BASE", 10}
}
);
std::vector <std::vector<double>> user_arr;
std::ifstream fp("C:/data/user_data.csv");
std::string line;
getline(fp,line);
while (getline(fp,line)){
std::vector <double> data_line;
std::string number;
std::istringstream readstr(line);
for(int j = 0;j < 2814;j++){
getline(readstr,number,',');
data_line.push_back(atof(number.c_str()));
}
user_arr.push_back(data_line);
}
std::ofstream outfile;
outfile.open("C:/data/user_data6.csv", std::ios::out);
outfile<<"origin"<<','<<"step"<<std::endl;
for (int i = 0; i <2814; ++i) {
user_arr[i][1]=algorithm.eval(user_arr[i][0]);
std::cout << i << "\t" << user_arr[i][1] << std::endl;
outfile<<user_arr[i][0]<<','<<user_arr[i][1]<<std::endl;
}
outfile.close();
return 0;
}

View File

@@ -0,0 +1,23 @@
//
// Created by baiguwen on 2022/4/20.
//
#include "step.h"
#include <iostream>
void step::set_config(const nlohmann::json &config) {
try {
amplitude_base_ = jsonValue(config, "STEP_AMPLITUDE_BASE");
config_ = config;
} catch (...) {
}
}
nlohmann::json step::config() {
return config_;
}
double step::eval(double value) {
return value + amplitude_base_;
}

View File

@@ -0,0 +1,21 @@
//
// Created by baiguwen on 2022/4/20.
//
#ifndef FAULT_SIMULATION_ALGORITHM_MAIN_STEP_H
#define FAULT_SIMULATION_ALGORITHM_MAIN_STEP_H
#include <algorithm.hpp>
class step : public algorithm {
public:
void set_config(const nlohmann::json &config) override;
nlohmann::json config() override;
double eval(double value) override;
protected:
nlohmann::json config_{};
double amplitude_base_{0};
};
#endif //FAULT_SIMULATION_ALGORITHM_MAIN_STEP_H

View File

@@ -0,0 +1,24 @@
add_library(
temperature-drift
INTERFACE
)
target_sources(
temperature-drift
INTERFACE
temperature_drift.cpp
temperature_drift.h
)
target_include_directories(
temperature-drift
INTERFACE
${CMAKE_CURRENT_SOURCE_DIR}
)
target_link_libraries(
temperature-drift
INTERFACE
nlohmann_json::nlohmann_json
)

View File

@@ -0,0 +1,88 @@
#include <iostream>
#include "temperature_drift.h"
#include <fstream>
#include <string>
#include <sstream>
#include <vector>
int main() {
temperature_drift algorithm;
algorithm.set_config(
{
{"TEMPERATURE_DRIFT_AMPLITUDE", 0.01},
{"TEMPERATURE_DRIFT_AMPLITUDE_BASE", 10}
}
);
std::vector <std::vector<double>> user_arr;
std::ifstream fp("C:/data/user_data.csv");
std::string line;
getline(fp,line);
while (getline(fp,line)){
std::vector <double> data_line;
std::string number;
std::istringstream readstr(line);
for(int j = 0;j < 2814;j++){
getline(readstr,number,',');
data_line.push_back(atof(number.c_str()));
}
user_arr.push_back(data_line);
}
std::ofstream outfile;
outfile.open("C:/data/user_data7.csv", std::ios::out);
outfile<<"origin"<<','<<"temperature_drift"<<std::endl;
for (int i = 0; i <2814; ++i) {
user_arr[i][1]=algorithm.eval(user_arr[i][0]);
std::cout << i << "\t" << user_arr[i][1] << std::endl;
outfile<<user_arr[i][0]<<','<<user_arr[i][1]<<std::endl;
}
outfile.close();
return 0;
}
// std::vector<int> x(100);
// std::generate(x.begin(), x.end(), []() {
// static int i = 0;
// return i++;
// });
// std::vector<double> virtual_data(100, 100.0);
// std::vector<double> temperature_drift_data;
// sciplot::Plot plot;
//
// for (auto iter: virtual_data) {
// temperature_drift_data.push_back(algorithm.eval(iter));
// }
//
// plot.drawCurve(x, virtual_data).label("org");
// plot.drawCurve(x, temperature_drift_data).label("td");
// plot.show();
//
// return 0;
//}
//#include <sciplot/sciplot.hpp>
//using namespace sciplot;
//
//int main(int argc, char** argv)
//{
// // Create values for your x-axis
// Vec x = linspace(0.0, 5.0, 100);
//
// // Create a Plot object
// Plot plot;
//
// // Set color palette
// plot.palette("set2");
//
// // Draw a sine graph putting x on the x-axis and sin(x) on the y-axis
// plot.drawCurve(x, std::sin(x)).label("sin(x)").lineWidth(4);
//
// // Draw a cosine graph putting x on the x-axis and cos(x) on the y-axis
// plot.drawCurve(x, std::cos(x)).label("cos(x)").lineWidth(4);
//
// // Show the plot in a pop-up window
// plot.show();
//
// // Save the plot to a PDF file
// plot.save("plot.pdf");
//}

View File

@@ -0,0 +1,26 @@
//
// Created by fly on 2022/4/6.
//
#include "temperature_drift.h"
void temperature_drift::set_config(nlohmann::json const &config) {
try {
eval_time_ = 0;
amplitude_ = jsonValue(config, "TEMPERATURE_DRIFT_AMPLITUDE");
amplitude_base_ = jsonValue(config, "TEMPERATURE_DRIFT_AMPLITUDE_BASE");
config_ = config;
} catch (...) {
}
}
nlohmann::json temperature_drift::config() {
return config_;
}
double temperature_drift::eval(double value) {
return value + amplitude_base_ + (amplitude_ * ++eval_time_);
}

View File

@@ -0,0 +1,26 @@
//
// Created by fly on 2022/4/6.
//
#ifndef FAULT_SIMULATION_ALGORITHM_TEMPERATURE_DRIFT_H
#define FAULT_SIMULATION_ALGORITHM_TEMPERATURE_DRIFT_H
#include <algorithm.hpp>
class temperature_drift : public algorithm {
public:
void set_config(nlohmann::json const &config) override;
nlohmann::json config() override;
double eval(double value) override;
protected:
nlohmann::json config_{};
double amplitude_{0};
double amplitude_base_{0};
uint64_t eval_time_{0};
};
#endif //FAULT_SIMULATION_ALGORITHM_TEMPERATURE_DRIFT_H

View File

@@ -0,0 +1,23 @@
add_library(
white-noise
INTERFACE
)
target_sources(
white-noise
INTERFACE
white_noise.cpp
white_noise.h
)
target_include_directories(
white-noise
INTERFACE
${CMAKE_CURRENT_SOURCE_DIR}
)
target_link_libraries(
white-noise
INTERFACE
nlohmann_json::nlohmann_json
)

View File

@@ -0,0 +1,80 @@
//
// Created by baiguwen on 2022/4/24.
//
#include <iostream>
#include "white_noise.h"
#include <fstream>
#include <string>
#include <sstream>
#include <vector>
//#include <sciplot/sciplot.hpp>
int main() {
white_noise algorithm;
double white_noise_stddev=2;
double white_noise_mean=0;
algorithm.set_config(
{
{"WHITE_NOISE_MEAN", white_noise_mean},
{"WHITE_NOISE_STDDEV", white_noise_stddev},
}
);
std::vector <std::vector<double>> user_arr;
std::ifstream fp("C:/data/user_data.csv");
std::string line;
getline(fp,line);
while (getline(fp,line)){
std::vector <double> data_line;
std::string number;
std::istringstream readstr(line);
for(int j = 0;j < 2814;j++){
getline(readstr,number,',');
data_line.push_back(atof(number.c_str()));
}
user_arr.push_back(data_line);
}
std::ofstream outfile;
outfile.open("C:/data/user_data8.csv", std::ios::out);
outfile<<"origin"<<','<<"white_noise"<<std::endl;
for (int i = 0; i <2814; ++i) {
user_arr[i][1]=algorithm.eval(user_arr[i][0]);
std::cout << i << "\t" << user_arr[i][1] << std::endl;
outfile<<user_arr[i][0]<<','<<user_arr[i][1]<<std::endl;
}
outfile.close();
return 0;
}
// int length=round(white_noise_stddev)*6;
// std::vector<int> x(length+1,0);
//for(int i=0;i<length+1;i++){
// x[i]=100-length/2+round(white_noise_mean)+i;
//}
//
// std::vector<double> virtual_data(10000, 100.0);
// std::vector<double> white_noise_data;
// std::vector<int> white_noise_data_number(length+1,0);
// sciplot::Plot plot;
//
// for (auto iter: virtual_data) {
// double a=algorithm.eval(iter);
// white_noise_data.push_back (round(a));
// std::cout << iter << "\t" << a << std::endl;
// }
// for(int k=0;k<virtual_data.size();k++){
// for(int l=0;l<length+1;l++){
// if(white_noise_data[k]==x[l])
// white_noise_data_number[l]++;
//
//
// }
//
// }
//
// plot.drawCurve(x, white_noise_data_number).label("td");
// plot.show();
//
// return 0;
//}

View File

@@ -0,0 +1,27 @@
//
// Created by baiguwen on 2022/4/24.
//
#include "white_noise.h"
void white_noise::set_config(const nlohmann::json &config) {
try {
mean_ = jsonValue(config, "WHITE_NOISE_MEAN");
standard_deviation_ = jsonValue(config, "WHITE_NOISE_STDDEV");
normal_distribution_.reset(new std::normal_distribution<>(mean_, standard_deviation_));
config_ = config;
} catch (...) {
}
}
nlohmann::json white_noise::config() {
return config_;
}
double white_noise::eval(double value) {
if (normal_distribution_) {
value = value + normal_distribution_->operator()(mt19937_);
}
return value;
}

View File

@@ -0,0 +1,26 @@
//
// Created by baiguwen on 2022/4/24.
//
#ifndef FAULT_SIMULATION_ALGORITHM_WHITE_NOISE_H
#define FAULT_SIMULATION_ALGORITHM_WHITE_NOISE_H
#include <algorithm.hpp>
#include <math.h>
#include <random>
class white_noise : public algorithm {
public:
void set_config(const nlohmann::json &config) override;
nlohmann::json config() override;
double eval(double value) override;
protected:
nlohmann::json config_{};
std::mt19937 mt19937_{std::random_device()()};
std::shared_ptr <std::normal_distribution<>> normal_distribution_;
double mean_{0};
double standard_deviation_{0};
};
#endif //FAULT_SIMULATION_ALGORITHM_WHITE_NOISE_H

144
opcua-exporter/main.cpp Normal file
View File

@@ -0,0 +1,144 @@
#include <iostream>
#include <open62541/client.h>
#include <prometheus/exposer.h>
#include <prometheus/registry.h>
#include <prometheus/counter.h>
#include <spdlog/spdlog.h>
#include <yaml-cpp/yaml.h>
#include <CivetServer.h>
#include <string>
#include <filesystem>
#include "client/client.h"
#include "collector/collector.h"
class MetricsHandle : public CivetHandler {
public:
explicit MetricsHandle(std::shared_ptr<collector> coll) : coll_(coll) {
}
bool handleGet(CivetServer *server, struct mg_connection *conn) override {
std::string json = to_string(coll_->getMetricsJson());
mg_send_http_ok(conn, "application/json", json.size());
mg_write(conn, json.c_str(), json.size());
return true;
}
private:
std::shared_ptr<collector> coll_;
};
class SimulationHandle : public CivetHandler {
public:
explicit SimulationHandle(std::shared_ptr<collector> coll) : coll_(coll) {
}
bool handleGet(CivetServer *server, struct mg_connection *conn) override {
auto name = getMetric(conn);
auto context = to_string(coll_->simulationConfig(name));
mg_send_http_ok(conn, "application/json", context.size());
mg_write(conn, context.c_str(), context.size());
return true;
}
bool handlePost(CivetServer *server, struct mg_connection *conn) override {
auto name = getMetric(conn);
auto json = getPostJson(conn);
coll_->setSimulationConfig(name, json);
mg_send_http_ok(conn, "application/json", 0);
return true;
}
protected:
std::string getMetric(mg_connection *conn) {
const struct mg_request_info *req_info = mg_get_request_info(conn);
if (nullptr != req_info->query_string) {
return req_info->query_string;
}
return {};
}
nlohmann::json getPostJson(mg_connection *conn) {
const struct mg_request_info *req_info = mg_get_request_info(conn);
auto size = req_info->content_length + 1;
char *buff = new char[size];
mg_read(conn, buff, size);
auto ret = nlohmann::json::parse(buff, buff + size - 1, nullptr, false);
delete[] buff;
return ret;
}
private:
std::shared_ptr<collector> coll_;
};
int main(int argc, char *argv[]) {
mg_init_library(0);
spdlog::info("OPC-UA Exporter");
std::string config_file_name = "./opcua.yml";
#ifdef Debug
spdlog::set_level(spdlog::level::trace);
#endif
if (2 == argc) {
config_file_name = argv[1];
}
if (!std::filesystem::exists(config_file_name)) {
spdlog::error("the config file({}) not exists.", config_file_name);
return EXIT_FAILURE;
}
YAML::Node config = YAML::LoadFile(config_file_name);
auto exposer_bind_addr = config["exposer"]["bind"].as<std::string>("0.0.0.0:8090");
auto exposer_thread_num = config["exposer"]["thread"].as<std::size_t>(2);
spdlog::info("exposer bind addr : {}", exposer_bind_addr);
spdlog::info("exposer thread number : {}", exposer_thread_num);
prometheus::Exposer exposer{exposer_bind_addr, exposer_thread_num};
std::vector<std::string> civetOptions = {
{"listening_ports"},
{config["api"]["port"].as<std::string>("8080")}
};
CivetServer webServer(civetOptions);
auto ua_edp = config["opcua"]["endpoint"].as<std::string>();
if (ua_edp.empty()) {
spdlog::error("the opc ua endpoint not exists.");
return EXIT_FAILURE;
}
auto ua_client = std::make_shared<client>(ua_edp);
auto opc_collector = std::make_shared<collector>(config["metrics"], ua_client);
exposer.RegisterCollectable(opc_collector);
auto metricsHandle = MetricsHandle(opc_collector);
auto simulationHandle = SimulationHandle(opc_collector);
webServer.addHandler(
"/api/metrics",
metricsHandle
);
webServer.addHandler(
"/api/simulate",
simulationHandle
);
ua_client->run();
return 0;
}

11608
opcua-exporter/new_opcua.yaml Normal file

File diff suppressed because it is too large Load Diff

11623
opcua-exporter/opcua.yaml Normal file

File diff suppressed because it is too large Load Diff

11623
opcua-exporter/opcua.yml Normal file

File diff suppressed because it is too large Load Diff

23440
opcua-exporter/opcua_fake.yaml Normal file

File diff suppressed because it is too large Load Diff

12
opcua-exporter/vcpkg.json Normal file
View File

@@ -0,0 +1,12 @@
{
"name": "opcua-exporter",
"version": "1.0",
"dependencies": [
"civetweb",
"prometheus-cpp",
"spdlog",
"nlohmann-json",
"yaml-cpp",
"open62541"
]
}