聊聊flink的FsStateBackend

@PublicEvolving
public interface StateBackend extends java.io.Serializable {
​
    // ------------------------------------------------------------------------
    //  Checkpoint storage - the durable persistence of checkpoint data
    // ------------------------------------------------------------------------
​
    CompletedCheckpointStorageLocation resolveCheckpoint(String externalPointer) throws IOException;
​
    CheckpointStorage createCheckpointStorage(JobID jobId) throws IOException;
​
    // ------------------------------------------------------------------------
    //  Structure Backends 
    // ------------------------------------------------------------------------
​
    default <K> AbstractKeyedStateBackend<K> createKeyedStateBackend(
            Environment env,
            JobID jobID,
            String operatorIdentifier,
            TypeSerializer<K> keySerializer,
            int numberOfKeyGroups,
            KeyGroupRange keyGroupRange,
            TaskKvStateRegistry kvStateRegistry) throws Exception {
        return createKeyedStateBackend(
            env,
            jobID,
            operatorIdentifier,
            keySerializer,
            numberOfKeyGroups,
            keyGroupRange,
            kvStateRegistry,
            TtlTimeProvider.DEFAULT
        );
    }
​
    default <K> AbstractKeyedStateBackend<K> createKeyedStateBackend(
        Environment env,
        JobID jobID,
        String operatorIdentifier,
        TypeSerializer<K> keySerializer,
        int numberOfKeyGroups,
        KeyGroupRange keyGroupRange,
        TaskKvStateRegistry kvStateRegistry,
        TtlTimeProvider ttlTimeProvider
    ) throws Exception {
        return createKeyedStateBackend(
            env,
            jobID,
            operatorIdentifier,
            keySerializer,
            numberOfKeyGroups,
            keyGroupRange,
            kvStateRegistry,
            ttlTimeProvider,
            new UnregisteredMetricsGroup());
    }
​
    <K> AbstractKeyedStateBackend<K> createKeyedStateBackend(
        Environment env,
        JobID jobID,
        String operatorIdentifier,
        TypeSerializer<K> keySerializer,
        int numberOfKeyGroups,
        KeyGroupRange keyGroupRange,
        TaskKvStateRegistry kvStateRegistry,
        TtlTimeProvider ttlTimeProvider,
        MetricGroup metricGroup) throws Exception;
    
    OperatorStateBackend createOperatorStateBackend(Environment env, String operatorIdentifier) throws Exception;
}

/**
 * An abstract base implementation of the {@link StateBackend} interface.
 *
 * <p>This class has currently no contents and only kept to not break the prior class hierarchy for users.
 */
@PublicEvolving
public abstract class AbstractStateBackend implements StateBackend, java.io.Serializable {
​
    private static final long serialVersionUID = 4620415814639230247L;
​
    // ------------------------------------------------------------------------
    //  State Backend - State-Holding Backends
    // ------------------------------------------------------------------------
​
    @Override
    public abstract <K> AbstractKeyedStateBackend<K> createKeyedStateBackend(
        Environment env,
        JobID jobID,
        String operatorIdentifier,
        TypeSerializer<K> keySerializer,
        int numberOfKeyGroups,
        KeyGroupRange keyGroupRange,
        TaskKvStateRegistry kvStateRegistry,
        TtlTimeProvider ttlTimeProvider,
        MetricGroup metricGroup) throws IOException;
​
    @Override
    public abstract OperatorStateBackend createOperatorStateBackend(
            Environment env,
            String operatorIdentifier) throws Exception;
}

@PublicEvolving
public abstract class AbstractFileStateBackend extends AbstractStateBackend {
​
    private static final long serialVersionUID = 1L;
​
    // ------------------------------------------------------------------------
    //  State Backend Properties
    // ------------------------------------------------------------------------
​
    /** The path where checkpoints will be stored, or null, if none has been configured. */
    @Nullable
    private final Path baseCheckpointPath;
​
    /** The path where savepoints will be stored, or null, if none has been configured. */
    @Nullable
    private final Path baseSavepointPath;
​
    /**
     * Creates a backend with the given optional checkpoint- and savepoint base directories.
     *
     * @param baseCheckpointPath The base directory for checkpoints, or null, if none is configured.
     * @param baseSavepointPath The default directory for savepoints, or null, if none is set.
     */
    protected AbstractFileStateBackend(
            @Nullable URI baseCheckpointPath,
            @Nullable URI baseSavepointPath) {
​
        this(baseCheckpointPath == null ? null : new Path(baseCheckpointPath),
                baseSavepointPath == null ? null : new Path(baseSavepointPath));
    }
​
    /**
     * Creates a backend with the given optional checkpoint- and savepoint base directories.
     *
     * @param baseCheckpointPath The base directory for checkpoints, or null, if none is configured.
     * @param baseSavepointPath The default directory for savepoints, or null, if none is set.
     */
    protected AbstractFileStateBackend(
            @Nullable Path baseCheckpointPath,
            @Nullable Path baseSavepointPath) {
​
        this.baseCheckpointPath = baseCheckpointPath == null ? null : validatePath(baseCheckpointPath);
        this.baseSavepointPath = baseSavepointPath == null ? null : validatePath(baseSavepointPath);
    }
​
    /**
     * Creates a new backend using the given checkpoint-/savepoint directories, or the values defined in
     * the given configuration. If a checkpoint-/savepoint parameter is not null, that value takes precedence
     * over the value in the configuration. If the configuration does not specify a value, it is possible
     * that the checkpoint-/savepoint directories in the backend will be null.
     *
     * <p>This constructor can be used to create a backend that is based partially on a given backend
     * and partially on a configuration.
     *
     * @param baseCheckpointPath The checkpoint base directory to use (or null).
     * @param baseSavepointPath The default savepoint directory to use (or null).
     * @param configuration The configuration to read values from.
     */
    protected AbstractFileStateBackend(
            @Nullable Path baseCheckpointPath,
            @Nullable Path baseSavepointPath,
            Configuration configuration) {
​
        this(parameterOrConfigured(baseCheckpointPath, configuration, CheckpointingOptions.CHECKPOINTS_DIRECTORY),
                parameterOrConfigured(baseSavepointPath, configuration, CheckpointingOptions.SAVEPOINT_DIRECTORY));
    }
​
    // ------------------------------------------------------------------------
​
    /**
     * Gets the checkpoint base directory. Jobs will create job-specific subdirectories
     * for checkpoints within this directory. May be null, if not configured.
     *
     * @return The checkpoint base directory
     */
    @Nullable
    public Path getCheckpointPath() {
        return baseCheckpointPath;
    }
​
    /**
     * Gets the directory where savepoints are stored by default (when no custom path is given
     * to the savepoint trigger command).
     *
     * @return The default directory for savepoints, or null, if no default directory has been configured.
     */
    @Nullable
    public Path getSavepointPath() {
        return baseSavepointPath;
    }
​
    // ------------------------------------------------------------------------
    //  Initialization and metadata storage
    // ------------------------------------------------------------------------
​
    @Override
    public CompletedCheckpointStorageLocation resolveCheckpoint(String pointer) throws IOException {
        return AbstractFsCheckpointStorage.resolveCheckpointPointer(pointer);
    }
​
    // ------------------------------------------------------------------------
    //  Utilities
    // ------------------------------------------------------------------------
​
    /**
     * Checks the validity of the path's scheme and path.
     *
     * @param path The path to check.
     * @return The URI as a Path.
     *
     * @throws IllegalArgumentException Thrown, if the URI misses scheme or path.
     */
    private static Path validatePath(Path path) {
        final URI uri = path.toUri();
        final String scheme = uri.getScheme();
        final String pathPart = uri.getPath();
​
        // some validity checks
        if (scheme == null) {
            throw new IllegalArgumentException("The scheme (hdfs://, file://, etc) is null. " +
                    "Please specify the file system scheme explicitly in the URI.");
        }
        if (pathPart == null) {
            throw new IllegalArgumentException("The path to store the checkpoint data in is null. " +
                    "Please specify a directory path for the checkpoint data.");
        }
        if (pathPart.length() == 0 || pathPart.equals("/")) {
            throw new IllegalArgumentException("Cannot use the root directory for checkpoints.");
        }
​
        return path;
    }
​
    @Nullable
    private static Path parameterOrConfigured(@Nullable Path path, Configuration config, ConfigOption<String> option) {
        if (path != null) {
            return path;
        }
        else {
            String configValue = config.getString(option);
            try {
                return configValue == null ? null : new Path(configValue);
            }
            catch (IllegalArgumentException e) {
                throw new IllegalConfigurationException("Cannot parse value for " + option.key() +
                        " : " + configValue + " . Not a valid path.");
            }
        }
    }
}

@PublicEvolving
public class FsStateBackend extends AbstractFileStateBackend implements ConfigurableStateBackend {
​
    private static final long serialVersionUID = -8191916350224044011L;
​
    /** Maximum size of state that is stored with the metadata, rather than in files (1 MiByte). */
    private static final int MAX_FILE_STATE_THRESHOLD = 1024 * 1024;
​
    // ------------------------------------------------------------------------
​
    /** State below this size will be stored as part of the metadata, rather than in files.
     * A value of '-1' means not yet configured, in which case the default will be used. */
    private final int fileStateThreshold;
​
    /** Switch to chose between synchronous and asynchronous snapshots.
     * A value of 'undefined' means not yet configured, in which case the default will be used. */
    private final TernaryBoolean asynchronousSnapshots;
​
    //......
​
    public FsStateBackend(
            URI checkpointDirectory,
            @Nullable URI defaultSavepointDirectory,
            int fileStateSizeThreshold,
            TernaryBoolean asynchronousSnapshots) {
​
        super(checkNotNull(checkpointDirectory, "checkpoint directory is null"), defaultSavepointDirectory);
​
        checkNotNull(asynchronousSnapshots, "asynchronousSnapshots");
        checkArgument(fileStateSizeThreshold >= -1 && fileStateSizeThreshold <= MAX_FILE_STATE_THRESHOLD,
                "The threshold for file state size must be in [-1, %s], where '-1' means to use " +
                        "the value from the deployment's configuration.", MAX_FILE_STATE_THRESHOLD);
​
        this.fileStateThreshold = fileStateSizeThreshold;
        this.asynchronousSnapshots = asynchronousSnapshots;
    }
​
    /**
     * Private constructor that creates a re-configured copy of the state backend.
     *
     * @param original The state backend to re-configure
     * @param configuration The configuration
     */
    private FsStateBackend(FsStateBackend original, Configuration configuration) {
        super(original.getCheckpointPath(), original.getSavepointPath(), configuration);
​
        // if asynchronous snapshots were configured, use that setting,
        // else check the configuration
        this.asynchronousSnapshots = original.asynchronousSnapshots.resolveUndefined(
                configuration.getBoolean(CheckpointingOptions.ASYNC_SNAPSHOTS));
​
        final int sizeThreshold = original.fileStateThreshold >= 0 ?
                original.fileStateThreshold :
                configuration.getInteger(CheckpointingOptions.FS_SMALL_FILE_THRESHOLD);
​
        if (sizeThreshold >= 0 && sizeThreshold <= MAX_FILE_STATE_THRESHOLD) {
            this.fileStateThreshold = sizeThreshold;
        }
        else {
            this.fileStateThreshold = CheckpointingOptions.FS_SMALL_FILE_THRESHOLD.defaultValue();
​
            // because this is the only place we (unlikely) ever log, we lazily
            // create the logger here
            LoggerFactory.getLogger(AbstractFileStateBackend.class).warn(
                    "Ignoring invalid file size threshold value ({}): {} - using default value {} instead.",
                    CheckpointingOptions.FS_SMALL_FILE_THRESHOLD.key(), sizeThreshold,
                    CheckpointingOptions.FS_SMALL_FILE_THRESHOLD.defaultValue());
        }
    }
​
    /**
     * Gets the base directory where all the checkpoints are stored.
     * The job-specific checkpoint directory is created inside this directory.
     *
     * @return The base directory for checkpoints.
     *
     * @deprecated Deprecated in favor of {@link #getCheckpointPath()}.
     */
    @Deprecated
    public Path getBasePath() {
        return getCheckpointPath();
    }
​
    /**
     * Gets the base directory where all the checkpoints are stored.
     * The job-specific checkpoint directory is created inside this directory.
     *
     * @return The base directory for checkpoints.
     */
    @Nonnull
    @Override
    public Path getCheckpointPath() {
        // we know that this can never be null by the way of constructor checks
        //noinspection ConstantConditions
        return super.getCheckpointPath();
    }
​
    /**
     * Gets the threshold below which state is stored as part of the metadata, rather than in files.
     * This threshold ensures that the backend does not create a large amount of very small files,
     * where potentially the file pointers are larger than the state itself.
     *
     * <p>If not explicitly configured, this is the default value of
     * {@link CheckpointingOptions#FS_SMALL_FILE_THRESHOLD}.
     *
     * @return The file size threshold, in bytes.
     */
    public int getMinFileSizeThreshold() {
        return fileStateThreshold >= 0 ?
                fileStateThreshold :
                CheckpointingOptions.FS_SMALL_FILE_THRESHOLD.defaultValue();
    }
​
    /**
     * Gets whether the key/value data structures are asynchronously snapshotted.
     *
     * <p>If not explicitly configured, this is the default value of
     * {@link CheckpointingOptions#ASYNC_SNAPSHOTS}.
     */
    public boolean isUsingAsynchronousSnapshots() {
        return asynchronousSnapshots.getOrDefault(CheckpointingOptions.ASYNC_SNAPSHOTS.defaultValue());
    }
​
    // ------------------------------------------------------------------------
    //  Reconfiguration
    // ------------------------------------------------------------------------
​
    /**
     * Creates a copy of this state backend that uses the values defined in the configuration
     * for fields where that were not specified in this state backend.
     *
     * @param config the configuration
     * @return The re-configured variant of the state backend
     */
    @Override
    public FsStateBackend configure(Configuration config) {
        return new FsStateBackend(this, config);
    }
​
    // ------------------------------------------------------------------------
    //  initialization and cleanup
    // ------------------------------------------------------------------------
​
    @Override
    public CheckpointStorage createCheckpointStorage(JobID jobId) throws IOException {
        checkNotNull(jobId, "jobId");
        return new FsCheckpointStorage(getCheckpointPath(), getSavepointPath(), jobId, getMinFileSizeThreshold());
    }
​
    // ------------------------------------------------------------------------
    //  state holding structures
    // ------------------------------------------------------------------------
​
    @Override
    public <K> AbstractKeyedStateBackend<K> createKeyedStateBackend(
        Environment env,
        JobID jobID,
        String operatorIdentifier,
        TypeSerializer<K> keySerializer,
        int numberOfKeyGroups,
        KeyGroupRange keyGroupRange,
        TaskKvStateRegistry kvStateRegistry,
        TtlTimeProvider ttlTimeProvider,
        MetricGroup metricGroup) {
​
        TaskStateManager taskStateManager = env.getTaskStateManager();
        LocalRecoveryConfig localRecoveryConfig = taskStateManager.createLocalRecoveryConfig();
        HeapPriorityQueueSetFactory priorityQueueSetFactory =
            new HeapPriorityQueueSetFactory(keyGroupRange, numberOfKeyGroups, 128);
​
        return new HeapKeyedStateBackend<>(
                kvStateRegistry,
                keySerializer,
                env.getUserClassLoader(),
                numberOfKeyGroups,
                keyGroupRange,
                isUsingAsynchronousSnapshots(),
                env.getExecutionConfig(),
                localRecoveryConfig,
                priorityQueueSetFactory,
                ttlTimeProvider);
    }
​
    @Override
    public OperatorStateBackend createOperatorStateBackend(
        Environment env,
        String operatorIdentifier) {
​
        return new DefaultOperatorStateBackend(
            env.getUserClassLoader(),
            env.getExecutionConfig(),
                isUsingAsynchronousSnapshots());
    }
​
    // ------------------------------------------------------------------------
    //  utilities
    // ------------------------------------------------------------------------
​
    @Override
    public String toString() {
        return "File State Backend (" +
                "checkpoints: '" + getCheckpointPath() +
                "', savepoints: '" + getSavepointPath() +
                "', asynchronous: " + asynchronousSnapshots +
                ", fileStateThreshold: " + fileStateThreshold + ")";
    }
}