前往小程序,Get更优阅读体验!
立即前往
首页
学习
活动
专区
工具
TVP
发布
社区首页 >专栏 >聊聊flink的MemoryBackendCheckpointStorage

聊聊flink的MemoryBackendCheckpointStorage

原创
作者头像
code4it
修改2018-12-14 10:24:41
4180
修改2018-12-14 10:24:41
举报
文章被收录于专栏:码匠的流水账码匠的流水账

本文主要研究一下flink的MemoryBackendCheckpointStorage

CheckpointStorage

flink-runtime_2.11-1.7.0-sources.jar!/org/apache/flink/runtime/state/CheckpointStorage.java

代码语言:javascript
复制
/**
 * CheckpointStorage implements the durable storage of checkpoint data and metadata streams.
 * An individual checkpoint or savepoint is stored to a {@link CheckpointStorageLocation},
 * created by this class.
 */
public interface CheckpointStorage {
​
​
    boolean supportsHighlyAvailableStorage();
​
    boolean hasDefaultSavepointLocation();
​
    CompletedCheckpointStorageLocation resolveCheckpoint(String externalPointer) throws IOException;
​
    CheckpointStorageLocation initializeLocationForCheckpoint(long checkpointId) throws IOException;
​
    CheckpointStorageLocation initializeLocationForSavepoint(
            long checkpointId,
            @Nullable String externalLocationPointer) throws IOException;
​
    CheckpointStreamFactory resolveCheckpointStorageLocation(
            long checkpointId,
            CheckpointStorageLocationReference reference) throws IOException;
​
    CheckpointStateOutputStream createTaskOwnedStateStream() throws IOException;
}
  • CheckpointStorage接口主要定义了持久化checkpoint data及metadata streams的基本方法;supportsHighlyAvailableStorage方法返回该backend是否支持highly available storage;hasDefaultSavepointLocation方法是否有默认的savepoint location;resolveCheckpoint方法用于解析checkpoint location返回CompletedCheckpointStorageLocation;initializeLocationForCheckpoint方法根据checkpointId来初始化storage location;initializeLocationForSavepoint方法用于根据checkpointId来初始化savepoint的storage location;resolveCheckpointStorageLocation方法解析CheckpointStorageLocationReference返回CheckpointStreamFactory;createTaskOwnedStateStream方法用于打开一个stream来持久化checkpoint state

AbstractFsCheckpointStorage

flink-runtime_2.11-1.7.0-sources.jar!/org/apache/flink/runtime/state/filesystem/AbstractFsCheckpointStorage.java

代码语言:javascript
复制
/**
 * An implementation of durable checkpoint storage to file systems.
 */
public abstract class AbstractFsCheckpointStorage implements CheckpointStorage {
​
    // ------------------------------------------------------------------------
    //  Constants
    // ------------------------------------------------------------------------
​
    /** The prefix of the directory containing the data exclusive to a checkpoint. */
    public static final String CHECKPOINT_DIR_PREFIX = "chk-";
​
    /** The name of the directory for shared checkpoint state. */
    public static final String CHECKPOINT_SHARED_STATE_DIR = "shared";
​
    /** The name of the directory for state not owned/released by the master, but by the TaskManagers. */
    public static final String CHECKPOINT_TASK_OWNED_STATE_DIR = "taskowned";
​
    /** The name of the metadata files in checkpoints / savepoints. */
    public static final String METADATA_FILE_NAME = "_metadata";
​
    /** The magic number that is put in front of any reference. */
    private static final byte[] REFERENCE_MAGIC_NUMBER = new byte[] { 0x05, 0x5F, 0x3F, 0x18 };
​
    // ------------------------------------------------------------------------
    //  Fields and properties
    // ------------------------------------------------------------------------
​
    /** The jobId, written into the generated savepoint directories. */
    private final JobID jobId;
​
    /** The default location for savepoints. Null, if none is configured. */
    @Nullable
    private final Path defaultSavepointDirectory;
​
    @Override
    public boolean hasDefaultSavepointLocation() {
        return defaultSavepointDirectory != null;
    }
​
    @Override
    public CompletedCheckpointStorageLocation resolveCheckpoint(String checkpointPointer) throws IOException {
        return resolveCheckpointPointer(checkpointPointer);
    }
​
    /**
     * Creates a file system based storage location for a savepoint.
     *
     * <p>This methods implements the logic that decides which location to use (given optional
     * parameters for a configured location and a location passed for this specific savepoint)
     * and how to name and initialize the savepoint directory.
     *
     * @param externalLocationPointer    The target location pointer for the savepoint.
     *                                   Must be a valid URI. Null, if not supplied.
     * @param checkpointId               The checkpoint ID of the savepoint.
     *
     * @return The checkpoint storage location for the savepoint.
     *
     * @throws IOException Thrown if the target directory could not be created.
     */
    @Override
    public CheckpointStorageLocation initializeLocationForSavepoint(
            @SuppressWarnings("unused") long checkpointId,
            @Nullable String externalLocationPointer) throws IOException {
​
        // determine where to write the savepoint to
​
        final Path savepointBasePath;
        if (externalLocationPointer != null) {
            savepointBasePath = new Path(externalLocationPointer);
        }
        else if (defaultSavepointDirectory != null) {
            savepointBasePath = defaultSavepointDirectory;
        }
        else {
            throw new IllegalArgumentException("No savepoint location given and no default location configured.");
        }
​
        // generate the savepoint directory
​
        final FileSystem fs = savepointBasePath.getFileSystem();
        final String prefix = "savepoint-" + jobId.toString().substring(0, 6) + '-';
​
        Exception latestException = null;
        for (int attempt = 0; attempt < 10; attempt++) {
            final Path path = new Path(savepointBasePath, FileUtils.getRandomFilename(prefix));
​
            try {
                if (fs.mkdirs(path)) {
                    // we make the path qualified, to make it independent of default schemes and authorities
                    final Path qp = path.makeQualified(fs);
​
                    return createSavepointLocation(fs, qp);
                }
            } catch (Exception e) {
                latestException = e;
            }
        }
​
        throw new IOException("Failed to create savepoint directory at " + savepointBasePath, latestException);
    }
​
    protected abstract CheckpointStorageLocation createSavepointLocation(FileSystem fs, Path location) throws IOException;
​
    //......
}
  • AbstractFsCheckpointStorage主要是实现了CheckpointStorage接口的hasDefaultSavepointLocation、resolveCheckpoint、initializeLocationForSavepoint方法
  • resolveCheckpoint方法主要做两件事情,一个是解析checkpoint/savepoint path,一个是解析checkpoint/savepoint的metadata path,获取他们的FileStatus,然后创建FsCompletedCheckpointStorageLocation
  • initializeLocationForSavepoint方法主要是给savepoint创建一个CheckpointStorageLocation,它可以根据externalLocationPointer来创建,该值为null的话则使用defaultSavepointDirectory,该方法里头调用了createSavepointLocation抽象方法,由子类去实现

MemoryBackendCheckpointStorage

flink-runtime_2.11-1.7.0-sources.jar!/org/apache/flink/runtime/state/memory/MemoryBackendCheckpointStorage.java

代码语言:javascript
复制
/**
 * An implementation of a checkpoint storage for the {@link MemoryStateBackend}.
 * Depending on whether this is created with a checkpoint location, the setup supports
 * durable checkpoints (durable metadata) or not.
 */
public class MemoryBackendCheckpointStorage extends AbstractFsCheckpointStorage {
​
    /** The target directory for checkpoints (here metadata files only). Null, if not configured. */
    @Nullable
    private final Path checkpointsDirectory;
​
    /** The file system to persist the checkpoints to. Null if this does not durably persist checkpoints. */
    @Nullable
    private final FileSystem fileSystem;
​
    /** The maximum size of state stored in a state handle. */
    private final int maxStateSize;
​
    /**
     * Creates a new MemoryBackendCheckpointStorage.
     *
     * @param jobId The ID of the job writing the checkpoints.
     * @param checkpointsBaseDirectory The directory to write checkpoints to. May be null,
     *                                 in which case this storage does not support durable persistence.
     * @param defaultSavepointLocation The default savepoint directory, or null, if none is set.
     * @param maxStateSize The maximum size of each individual piece of state.
     *
     * @throws IOException Thrown if a checkpoint base directory is given configured and the
     *                     checkpoint directory cannot be created within that directory.
     */
    public MemoryBackendCheckpointStorage(
            JobID jobId,
            @Nullable Path checkpointsBaseDirectory,
            @Nullable Path defaultSavepointLocation,
            int maxStateSize) throws IOException {
​
        super(jobId, defaultSavepointLocation);
​
        checkArgument(maxStateSize > 0);
        this.maxStateSize = maxStateSize;
​
        if (checkpointsBaseDirectory == null) {
            checkpointsDirectory = null;
            fileSystem = null;
        }
        else {
            this.fileSystem = checkpointsBaseDirectory.getFileSystem();
            this.checkpointsDirectory = getCheckpointDirectoryForJob(checkpointsBaseDirectory, jobId);
​
            fileSystem.mkdirs(checkpointsDirectory);
        }
    }
​
    // ------------------------------------------------------------------------
    //  Properties
    // ------------------------------------------------------------------------
​
    /**
     * Gets the size (in bytes) that a individual chunk of state may have at most.
     */
    public int getMaxStateSize() {
        return maxStateSize;
    }
​
    // ------------------------------------------------------------------------
    //  Checkpoint Storage
    // ------------------------------------------------------------------------
​
    @Override
    public boolean supportsHighlyAvailableStorage() {
        return checkpointsDirectory != null;
    }
​
    @Override
    public CheckpointStorageLocation initializeLocationForCheckpoint(long checkpointId) throws IOException {
        checkArgument(checkpointId >= 0);
​
        if (checkpointsDirectory != null) {
            // configured for durable metadata
            // prepare all the paths needed for the checkpoints
            checkState(fileSystem != null);
​
            final Path checkpointDir = createCheckpointDirectory(checkpointsDirectory, checkpointId);
​
            // create the checkpoint exclusive directory
            fileSystem.mkdirs(checkpointDir);
​
            return new PersistentMetadataCheckpointStorageLocation(fileSystem, checkpointDir, maxStateSize);
        }
        else {
            // no durable metadata - typical in IDE or test setup case
            return new NonPersistentMetadataCheckpointStorageLocation(maxStateSize);
        }
    }
​
    @Override
    public CheckpointStreamFactory resolveCheckpointStorageLocation(
            long checkpointId,
            CheckpointStorageLocationReference reference) throws IOException {
​
        // no matter where the checkpoint goes, we always return the storage location that stores
        // state inline with the state handles.
        return new MemCheckpointStreamFactory(maxStateSize);
    }
​
    @Override
    public CheckpointStateOutputStream createTaskOwnedStateStream() throws IOException {
        return new MemoryCheckpointOutputStream(maxStateSize);
    }
​
    @Override
    protected CheckpointStorageLocation createSavepointLocation(FileSystem fs, Path location) throws IOException {
        return new PersistentMetadataCheckpointStorageLocation(fs, location, maxStateSize);
    }
​
    // ------------------------------------------------------------------------
    //  Utilities
    // ------------------------------------------------------------------------
​
    @Override
    public String toString() {
        return "MemoryBackendCheckpointStorage {" +
                "checkpointsDirectory=" + checkpointsDirectory +
                ", fileSystem=" + fileSystem +
                ", maxStateSize=" + maxStateSize +
                '}';
    }
}
  • MemoryBackendCheckpointStorage继承了AbstractFsCheckpointStorage,实现了它定义的createSavepointLocation方法,这里返回的是PersistentMetadataCheckpointStorageLocation
  • MemoryBackendCheckpointStorage还实现了CheckpointStorage接口定义的AbstractFsCheckpointStorage未实现的几个方法:supportsHighlyAvailableStorage、initializeLocationForCheckpoint、resolveCheckpointStorageLocation、createTaskOwnedStateStream
  • supportsHighlyAvailableStorage是根据是否有配置checkpointsDirectory来判断;initializeLocationForCheckpoint这个根据checkpointsDirectory是否有设置来创建,为null的话,创建的是NonPersistentMetadataCheckpointStorageLocation,不为null创建的是PersistentMetadataCheckpointStorageLocation;resolveCheckpointStorageLocation这里创建的是MemCheckpointStreamFactory;而createTaskOwnedStateStream创建的是MemoryCheckpointOutputStream

小结

  • CheckpointStorage接口主要定义了持久化checkpoint data及metadata streams的基本方法;AbstractFsCheckpointStorage主要是实现了CheckpointStorage接口的hasDefaultSavepointLocation、resolveCheckpoint、initializeLocationForSavepoint方法,同时定义了一个抽象方法createSavepointLocation
  • MemoryBackendCheckpointStorage继承了AbstractFsCheckpointStorage,实现了它定义的createSavepointLocation方法,同时还实现了CheckpointStorage接口定义的AbstractFsCheckpointStorage未实现的几个方法:supportsHighlyAvailableStorage、initializeLocationForCheckpoint、resolveCheckpointStorageLocation、createTaskOwnedStateStream
  • 这里可以看到MemoryBackendCheckpointStorage虽然是memory的,但是如果有配置checkpointsDirectory(highly available storage),checkpoint location使用的是PersistentMetadataCheckpointStorageLocation,否则使用NonPersistentMetadataCheckpointStorageLocation;而savepoint location使用的是PersistentMetadataCheckpointStorageLocation(checkpiont可以选择是否使用文件存储,而savepoint只能使用文件存储)

doc

原创声明:本文系作者授权腾讯云开发者社区发表,未经许可,不得转载。

如有侵权,请联系 cloudcommunity@tencent.com 删除。

原创声明:本文系作者授权腾讯云开发者社区发表,未经许可,不得转载。

如有侵权,请联系 cloudcommunity@tencent.com 删除。

评论
登录后参与评论
0 条评论
热度
最新
推荐阅读
目录
  • CheckpointStorage
  • AbstractFsCheckpointStorage
  • MemoryBackendCheckpointStorage
  • 小结
  • doc
相关产品与服务
文件存储
文件存储(Cloud File Storage,CFS)为您提供安全可靠、可扩展的共享文件存储服务。文件存储可与腾讯云服务器、容器服务、批量计算等服务搭配使用,为多个计算节点提供容量和性能可弹性扩展的高性能共享存储。腾讯云文件存储的管理界面简单、易使用,可实现对现有应用的无缝集成;按实际用量付费,为您节约成本,简化 IT 运维工作。
领券
问题归档专栏文章快讯文章归档关键词归档开发者手册归档开发者手册 Section 归档