wen 编程最新 2024-01-31

Skywalking-09：OAL原理——如何通过动态生成的Class类保存数据

`OAL` 如何通过动态生成的 `Class` 类，保存数据

前置工作

`OAL` 如何将动态生成的 `SourceDispatcher` 添加到 `DispatcherManager`

	// org.apache.skywalking.oap.server.core.oal.rt.OALEngineLoaderService#load
    public void load(OALDefine define) throws ModuleStartException {
        if (oalDefineSet.contains(define)) {
            // each oal define will only be activated once
            return;
        }
        try {
            OALEngine engine = loadOALEngine(define);
            // 设置Stream注解监听器，用来处理org.apache.skywalking.oap.server.core.analysis.Stream注解
            StreamAnnotationListener streamAnnotationListener = new StreamAnnotationListener(moduleManager);
            engine.setStreamListener(streamAnnotationListener);
            
            // org.apache.skywalking.oap.server.core.source.SourceReceiverImpl#getDispatcherDetectorListener
            // 获取的就是org.apache.skywalking.oap.server.core.analysis.DispatcherManager对象
            engine.setDispatcherListener(moduleManager.find(CoreModule.NAME)
                                                      .provider()
                                                      .getService(SourceReceiver.class)
                                                      .getDispatcherDetectorListener());
            
			// 调用的就是 org.apache.skywalking.oal.rt.OALRuntime#start
            engine.start(OALEngineLoaderService.class.getClassLoader());
            
            // 通知所有的监听器
            engine.notifyAllListeners();

            oalDefineSet.add(define);
        } catch (ReflectiveOperationException | OALCompileException e) {
            throw new ModuleStartException(e.getMessage(), e);
        }
    }

在 org.apache.skywalking.oap.server.core.oal.rt.OALEngineLoaderService#load 方法做了如下操作：

设置 Stream 注解监听器，用来获取指标类的基本信息，并进行相应处理

@Stream(
    name = "instance_jvm_class_loaded_class_count",
    scopeId = 11000,
    builder = InstanceJvmClassLoadedClassCountMetricsBuilder.class,
    processor = MetricsStreamProcessor.class
)
public class InstanceJvmClassLoadedClassCountMetrics extends LongAvgMetrics implements WithMetadata {
    // 省略
}

通过模块管理器，先获取到 SourceReceiver 对象，借由此对象获取到 DispatcherManager 对象

public class SourceReceiverImpl implements SourceReceiver {
    @Getter
    private final DispatcherManager dispatcherManager;

    @Override
    public DispatcherDetectorListener getDispatcherDetectorListener() {
        return getDispatcherManager();
    }
}

启动 OAL 引擎
通知所有的监听器

org.apache.skywalking.oal.rt.OALRuntime#notifyAllListeners

    @Override
    public void notifyAllListeners() throws ModuleStartException {
        for (Class metricsClass : metricsClasses) {
            try {
                // 将动态生成的Metrics添加到MetricsStreamProcessor
                streamAnnotationListener.notify(metricsClass);
            } catch (StorageException e) {
                throw new ModuleStartException(e.getMessage(), e);
            }
        }
        for (Class dispatcherClass : dispatcherClasses) {
            try {
                // 添加动态生成的SourceDispatch至DispatcherManager
                dispatcherDetectorListener.addIfAsSourceDispatcher(dispatcherClass);
            } catch (Exception e) {
                throw new ModuleStartException(e.getMessage(), e);
            }
        }
    }

org.apache.skywalking.oap.server.core.analysis.DispatcherManager#addIfAsSourceDispatcher

    @Override
    public void addIfAsSourceDispatcher(Class aClass) throws IllegalAccessException, InstantiationException {
        if (!aClass.isInterface() && !Modifier.isAbstract(
            aClass.getModifiers()) && SourceDispatcher.class.isAssignableFrom(aClass)) {
            Type[] genericInterfaces = aClass.getGenericInterfaces();
            for (Type genericInterface : genericInterfaces) {
                ParameterizedType anInterface = (ParameterizedType) genericInterface;
                if (anInterface.getRawType().getTypeName().equals(SourceDispatcher.class.getName())) {
                    Type[] arguments = anInterface.getActualTypeArguments();

                    if (arguments.length != 1) {
                        throw new UnexpectedException("unexpected type argument number, class " + aClass.getName());
                    }
                    Type argument = arguments[0];

                    Object source = ((Class) argument).newInstance();

                    if (!Source.class.isAssignableFrom(source.getClass())) {
                        throw new UnexpectedException(
                            "unexpected type argument of class " + aClass.getName() + ", should be `org.apache.skywalking.oap.server.core.source.Source`. ");
                    }

                    Source dispatcherSource = (Source) source;
                    SourceDispatcher dispatcher = (SourceDispatcher) aClass.newInstance();

                    int scopeId = dispatcherSource.scope();
					
                    // 使用scope做SourceDispatcher Map的key
                    List<SourceDispatcher> dispatchers = this.dispatcherMap.get(scopeId);
                    if (dispatchers == null) {
                        dispatchers = new ArrayList<>();
                        this.dispatcherMap.put(scopeId, dispatchers);
                    }
					// 添加
                    dispatchers.add(dispatcher);

                    LOGGER.info("Dispatcher {} is added into DefaultScopeDefine {}.", dispatcher.getClass()
                                                                                                .getName(), scopeId);
                }
            }
        }
    }

`OAL` 如何将动态生成的 `Metrics` 添加到 `MetricsStreamProcessor`

与“ OAL 如何将动态生成的 SourceDispatcher 添加到 DispatcherManager ”流程基本一致，都是在 org.apache.skywalking.oal.rt.OALRuntime#notifyAllListeners 方法中处理的

    @Override
    public void notifyAllListeners() throws ModuleStartException {
        for (Class metricsClass : metricsClasses) {
            try {
                // 将动态生成的Metrics添加到MetricsStreamProcessor
                streamAnnotationListener.notify(metricsClass);
            } catch (StorageException e) {
                throw new ModuleStartException(e.getMessage(), e);
            }
        }
        for (Class dispatcherClass : dispatcherClasses) {
            try {
                // 添加动态生成的SourceDispatch至DispatcherManager
                dispatcherDetectorListener.addIfAsSourceDispatcher(dispatcherClass);
            } catch (Exception e) {
                throw new ModuleStartException(e.getMessage(), e);
            }
        }
    }

org.apache.skywalking.oap.server.core.analysis.StreamAnnotationListener#notify

    @Override
    public void notify(Class aClass) throws StorageException {
        if (aClass.isAnnotationPresent(Stream.class)) {
            Stream stream = (Stream) aClass.getAnnotation(Stream.class);

            if (stream.processor().equals(RecordStreamProcessor.class)) {
                RecordStreamProcessor.getInstance().create(moduleDefineHolder, stream, aClass);
            } else if (stream.processor().equals(MetricsStreamProcessor.class)) {
                // 因为所有的Metrics类上的@Stream注解的processor = MetricsStreamProcessor.class，所以只会走该分支
                MetricsStreamProcessor.getInstance().create(moduleDefineHolder, stream, aClass);
            } else if (stream.processor().equals(TopNStreamProcessor.class)) {
                TopNStreamProcessor.getInstance().create(moduleDefineHolder, stream, aClass);
            } else if (stream.processor().equals(NoneStreamProcessor.class)) {
                NoneStreamProcessor.getInstance().create(moduleDefineHolder, stream, aClass);
            } else if (stream.processor().equals(ManagementStreamProcessor.class)) {
                ManagementStreamProcessor.getInstance().create(moduleDefineHolder, stream, aClass);
            } else {
                throw new UnexpectedException("Unknown stream processor.");
            }
        } else {
            throw new UnexpectedException(
                    "Stream annotation listener could only parse the class present stream annotation.");
        }
    }

在 org.apache.skywalking.oap.server.core.analysis.worker.MetricsStreamProcessor#create 中，通过一系列的处理，最后将 Worker (处理器)放入 map 中，等待后续被使用

    /**
     * Create the workers and work flow for every metrics.
     *
     * @param moduleDefineHolder pointer of the module define.
     * @param stream             definition of the metrics class.
     * @param metricsClass       data type of the streaming calculation.
     */
    public void create(ModuleDefineHolder moduleDefineHolder, Stream stream, Class<? extends Metrics> metricsClass) throws StorageException {
        this.create(moduleDefineHolder, StreamDefinition.from(stream), metricsClass);
    }

    @SuppressWarnings("unchecked")
    public void create(ModuleDefineHolder moduleDefineHolder,
                       StreamDefinition stream,
                       Class<? extends Metrics> metricsClass) throws StorageException {
        if (DisableRegister.INSTANCE.include(stream.getName())) {
            return;
        }

        StorageDAO storageDAO = moduleDefineHolder.find(StorageModule.NAME).provider().getService(StorageDAO.class);
        IMetricsDAO metricsDAO;
        try {
            // 获取@Stream注解上的builder类，并创建Metrics存储DAO对象
            metricsDAO = storageDAO.newMetricsDao(stream.getBuilder().newInstance());
        } catch (InstantiationException | IllegalAccessException e) {
            throw new UnexpectedException("Create " + stream.getBuilder().getSimpleName() + " metrics DAO failure.", e);
        }

        ModelCreator modelSetter = moduleDefineHolder.find(CoreModule.NAME).provider().getService(ModelCreator.class);
        DownSamplingConfigService configService = moduleDefineHolder.find(CoreModule.NAME)
                                                                    .provider()
                                                                    .getService(DownSamplingConfigService.class);

        MetricsPersistentWorker hourPersistentWorker = null;
        MetricsPersistentWorker dayPersistentWorker = null;

        MetricsTransWorker transWorker = null;

        final MetricsExtension metricsExtension = metricsClass.getAnnotation(MetricsExtension.class);
        /**
         * All metrics default are `supportDownSampling` and `insertAndUpdate`, unless it has explicit definition.
         */
        boolean supportDownSampling = true;
        boolean supportUpdate = true;
        if (metricsExtension != null) {
            supportDownSampling = metricsExtension.supportDownSampling();
            supportUpdate = metricsExtension.supportUpdate();
        }
        if (supportDownSampling) {
            if (configService.shouldToHour()) {
                Model model = modelSetter.add(
                    metricsClass, stream.getScopeId(), new Storage(stream.getName(), DownSampling.Hour), false);
                hourPersistentWorker = downSamplingWorker(moduleDefineHolder, metricsDAO, model, supportUpdate);
            }
            if (configService.shouldToDay()) {
                Model model = modelSetter.add(
                    metricsClass, stream.getScopeId(), new Storage(stream.getName(), DownSampling.Day), false);
                dayPersistentWorker = downSamplingWorker(moduleDefineHolder, metricsDAO, model, supportUpdate);
            }

            transWorker = new MetricsTransWorker(
                moduleDefineHolder, hourPersistentWorker, dayPersistentWorker);
        }

        Model model = modelSetter.add(
            metricsClass, stream.getScopeId(), new Storage(stream.getName(), DownSampling.Minute), false);
        MetricsPersistentWorker minutePersistentWorker = minutePersistentWorker(
            moduleDefineHolder, metricsDAO, model, transWorker, supportUpdate);

        String remoteReceiverWorkerName = stream.getName() + "_rec";
        IWorkerInstanceSetter workerInstanceSetter = moduleDefineHolder.find(CoreModule.NAME)
                                                                       .provider()
                                                                       .getService(IWorkerInstanceSetter.class);
        workerInstanceSetter.put(remoteReceiverWorkerName, minutePersistentWorker, metricsClass);

        MetricsRemoteWorker remoteWorker = new MetricsRemoteWorker(moduleDefineHolder, remoteReceiverWorkerName);
        MetricsAggregateWorker aggregateWorker = new MetricsAggregateWorker(
            moduleDefineHolder, remoteWorker, stream.getName());

		// private Map<Class<? extends Metrics>, MetricsAggregateWorker> entryWorkers = new HashMap<>();
        // 将指标类的Class与MetricsAggregateWorker放入map中
        // 当需要处理指标数据时，从map中获取即可
        entryWorkers.put(metricsClass, aggregateWorker);
    }

`SourceReceiver` 处理 `Source` 相关流程

在“从一个案例开始分析 OAL 原理”一节，聊到了 oap server 将从 agent 收到的指标信息，发送至 SourceReceive 中
对应的坐标是：org.apache.skywalking.oap.server.analyzer.provider.jvm.JVMSourceDispatcher#sendToClassMetricProcess

    private void sendToClassMetricProcess(String service,
            String serviceId,
            String serviceInstance,
            String serviceInstanceId,
            long timeBucket,
            Class clazz) {
        // 拼装Source对象
        ServiceInstanceJVMClass serviceInstanceJVMClass = new ServiceInstanceJVMClass();
        serviceInstanceJVMClass.setId(serviceInstanceId);
        serviceInstanceJVMClass.setName(serviceInstance);
        serviceInstanceJVMClass.setServiceId(serviceId);
        serviceInstanceJVMClass.setServiceName(service);
        serviceInstanceJVMClass.setLoadedClassCount(clazz.getLoadedClassCount());
        serviceInstanceJVMClass.setUnloadedClassCount(clazz.getUnloadedClassCount());
        serviceInstanceJVMClass.setTotalLoadedClassCount(clazz.getTotalLoadedClassCount());
        serviceInstanceJVMClass.setTimeBucket(timeBucket);
        // 将Source对象发送至SourceReceive进行处理
        sourceReceiver.receive(serviceInstanceJVMClass);
    }

SourceReceiver 的默认实现类 org.apache.skywalking.oap.server.core.source.SourceReceiverImpl ，将收集到的指标通过 org.apache.skywalking.oap.server.core.analysis.DispatcherManager#forward 进行分发

package org.apache.skywalking.oap.server.core.source;

import java.io.IOException;
import lombok.Getter;
import org.apache.skywalking.oap.server.core.analysis.DispatcherDetectorListener;
import org.apache.skywalking.oap.server.core.analysis.DispatcherManager;

public class SourceReceiverImpl implements SourceReceiver {
    @Getter
    private final DispatcherManager dispatcherManager;

    public SourceReceiverImpl() {
        this.dispatcherManager = new DispatcherManager();
    }

    @Override
    public void receive(Source source) {
        // 通过调配器管理器进行转发
        dispatcherManager.forward(source);
    }

    @Override
    public DispatcherDetectorListener getDispatcherDetectorListener() {
        return getDispatcherManager();
    }

    public void scan() throws IOException, InstantiationException, IllegalAccessException {
        dispatcherManager.scan();
    }
}

	// org.apache.skywalking.oap.server.core.analysis.DispatcherManager#forward
	public void forward(Source source) {
        if (source == null) {
            return;
        }
		// 通过source的scope找到对应的调度器
        List<SourceDispatcher> dispatchers = dispatcherMap.get(source.scope());

        /**
         * Dispatcher is only generated by oal script analysis result.
         * So these will/could be possible, the given source doesn"t have the dispatcher,
         * when the receiver is open, and oal script doesn"t ask for analysis.
         */
        if (dispatchers != null) {
            source.prepare();
            // 调度器进行分发，OAL动态生成的调度器，也会在这进行分发
            for (SourceDispatcher dispatcher : dispatchers) {
                dispatcher.dispatch(source);
            }
        }
    }

`MetricsStreamProcessor` 如何处理 `SourceDispatcher` 发送过来的指标数据

完整代码请见“ OAL 如何动态生成 Class 类”下“案例”一节

org.apache.skywalking.oap.server.core.source.oal.rt.dispatcher.ServiceInstanceJVMClassDispatcher#doInstanceJvmClassLoadedClassCount 发送数据至 org.apache.skywalking.oap.server.core.analysis.worker.MetricsStreamProcessor

package org.apache.skywalking.oap.server.core.source.oal.rt.dispatcher;

import org.apache.skywalking.oap.server.core.analysis.SourceDispatcher;
import org.apache.skywalking.oap.server.core.analysis.worker.MetricsStreamProcessor;
import org.apache.skywalking.oap.server.core.source.ServiceInstanceJVMClass;
import org.apache.skywalking.oap.server.core.source.Source;
import org.apache.skywalking.oap.server.core.source.oal.rt.metrics.InstanceJvmClassLoadedClassCountMetrics;

public class ServiceInstanceJVMClassDispatcher implements SourceDispatcher<ServiceInstanceJVMClass> {
    private void doInstanceJvmClassLoadedClassCount(ServiceInstanceJVMClass var1) {
        InstanceJvmClassLoadedClassCountMetrics var2 = new InstanceJvmClassLoadedClassCountMetrics();
        var2.setTimeBucket(var1.getTimeBucket());
        var2.setEntityId(var1.getEntityId());
        var2.setServiceId(var1.getServiceId());
        var2.combine(var1.getLoadedClassCount(), (long)1);
        // 发送数据到指标流处理器
        MetricsStreamProcessor.getInstance().in(var2);
    }

    public void dispatch(Source var1) {
        ServiceInstanceJVMClass var2 = (ServiceInstanceJVMClass)var1;
        this.doInstanceJvmClassLoadedClassCount(var2);
    }

    public ServiceInstanceJVMClassDispatcher() {
    }
}

在org.apache.skywalking.oap.server.core.analysis.worker.MetricsStreamProcessor#in 方法中，使用在 org.apache.skywalking.oap.server.core.analysis.worker.MetricsStreamProcessor#create 中创建的 Worker 对象，保存数据

    public void in(Metrics metrics) {
        MetricsAggregateWorker worker = entryWorkers.get(metrics.getClass());
        if (worker != null) {
            worker.in(metrics);
        }
    }

PS：内部再细节一些的数据处理流程，相关的关键字有： DataCarrier 、 Worker 、 StorageModule ，暂且不表，不是这篇文章的内容。

总结

Skywalking Metrics处理流程

file

参考文档

Extend storage

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OAL 如何通过动态生成的 Class 类，保存数据

前置工作

OAL 如何将动态生成的 SourceDispatcher 添加到 DispatcherManager

OAL 如何将动态生成的 Metrics 添加到 MetricsStreamProcessor

SourceReceiver 处理 Source 相关流程

MetricsStreamProcessor 如何处理 SourceDispatcher 发送过来的指标数据

总结