Cluster Snapshots | Ignite Documentation

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Cluster Snapshots

Overview

Ignite provides an ability to create full and incremental cluster snapshots for deployments using Ignite Persistence. An Ignite snapshot includes a consistent cluster-wide copy of all data records persisted on disk and some other files needed for a restore procedure.

The snapshot structure is similar to the layout of the Ignite Persistence storage directory, with several exceptions. Let’s take this snapshot as an example to review the structure:

work
└── snapshots
    └── backup23012020
        ├── increments
        │        └── 0000000000000001
        └── db
            ├── binary_meta
            │         ├── node1
            │         ├── node2
            │         └── node3
            ├── marshaller
            │         └── classname0
            ├── node1
            │    └── my-sample-cache
            │        ├── cache_data.dat
            │        ├── part-3.bin
            │        ├── part-4.bin
            │        └── part-6.bin
            ├── node2
            │    └── my-sample-cache
            │        ├── cache_data.dat
            │        ├── part-1.bin
            │        ├── part-5.bin
            │        └── part-7.bin
            └── node3
                └── my-sample-cache
                    ├── cache_data.dat
                    ├── part-0.bin
                    └── part-2.bin

  • The snapshot is located under the work\snapshots directory and named as backup23012020 where work is Ignite’s work directory.

  • The snapshot is created for a 3-node cluster with all the nodes running on the same machine. In this example, the nodes are named as node1, node2, and node3, while in practice, the names are equal to nodes' consistent IDs.

  • The snapshot keeps a copy of the my-sample-cache cache.

  • The db folder keeps a copy of data records in part-N.bin and cache_data.dat files. Write-ahead and checkpointing are not added into the snapshot as long as those are not required for the full snapshot restore procedure.

  • The binary_meta and marshaller directories store metadata and marshaller-specific information.

  • The increments directory stores incremental snapshots based on the full snapshot backup23012020, in this example there is a single increment 0000000000000001. It contains wal directory that stores the compressed WAL segments, binary_meta and marshaller directories.

Note

Usually Snapshot is Spread Across the Cluster

The previous example shows the snapshot created for the cluster running on the same physical machine. Thus, the whole snapshot is located in a single place. While in practice, all the nodes will be running on different machines having the snapshot data spread across the cluster. Each node keeps a segment of the snapshot with the data belonging to this particular node. The restore procedure explains how to tether together all the segments during recovery.

Incremental snapshots

The low RPO (Recovery Point Object), e.g. a few minutes, can hardly be achieved using full snapshots. They require additional resources to create and store all partitions data. Instead, you can use incremental snapshots:

  1. to store the data changes happened since previous full or incremental snapshot was created

  2. to provide a lightweight creation process and can be run concurrently with runtime load.

Note

Incremental snapshots consist of compressed WAL segments, which are collected in the background without pressure on cluster resources.

There are some prerequisites for using incremental snapshots:

  • Incremental snapshots are based on existing full snapshot.

  • WAL archive compaction has to be enabled.

  • Incremental snapshots has to be created on the same media drive where WAL archives are stored.

During incremental snapshot restore procedure the full snapshot is restored first and after that all increments are restored sequentially.

Please refer to the sections Consistency Guarantees and Current Limitations below for more details about incremental snapshots.

Configuration

Snapshot Directory

By default, a segment of the snapshot is stored in the work directory of a respective Ignite node and uses the same storage media where Ignite Persistence keeps data, index, WAL, and other files. Since the snapshot can consume as much space as already taken by the persistence files and can affect your application’s performance by sharing the disk I/O with the Ignite Persistence routines, it’s suggested to store the snapshot and persistence files on different media.

See the Configuring Snapshot Directory page for configuration examples.

Snapshot Execution Pool

By default, the snapshot thread pool size has a value of 4. Decreasing the number of threads involved in the snapshot creation process increases the total amount of time for taking a snapshot. However, this keeps the disk load within reasonable limits.

See the Ignite Snapshot Execution Pool page for more details.

Distributed properties

The distributed properties listed in the table below allow you to configure snapshots at runtime:

Parameter Description Default Value

snapshotTransferRate

Snapshot transfer rate limit in bytes/sec.

0

System properties

The system properties listed in the table below allow you to configure snapshots:

Property Type Description Default Value

IGNITE_SNAPSHOT_SEQUENTIAL_WRITE

Boolean

Flag to indicate that disk writes during snapshot process should be in a sequential manner when possible. This generates extra disk space usage.

True

Creating Snapshot

Ignite provides several APIs for the snapshot creation. Let’s review all the options.

Using Control Script

Ignite ships the Control Script that supports snapshots-related commands listed below:

# Create a cluster snapshot named "snapshot_09062021" in the background:
control.(sh|bat) --snapshot create snapshot_09062021

# Create a cluster snapshot named "snapshot_09062021" and wait for the entire operation to complete:
control.(sh|bat) --snapshot create snapshot_09062021 --sync

# Create a cluster snapshot named "snapshot_09062021" in the "/tmp/ignite/snapshots" folder (the full path to the snapshot files will be /tmp/ignite/snapshots/snapshot_09062021):
control.(sh|bat) --snapshot create snapshot_09062021 --dest /tmp/ignite/snapshots

# Create an incremental snapshot based on full snapshot "snapshot_09062021":
control.(sh|bat) --snapshot create snapshot_09062021 --incremental

Using JMX

Use the SnapshotMXBean interface to perform the snapshot-specific procedures via JMX:

Method Description

createSnapshot(String snpName, String snpPath)

Create a snapshot.

createIncrementalSnapshot(String snpName, String snpPath)

Create an incremental snapshot.

Using Java API

Also, it’s possible to create a snapshot programmatically in Java:

CacheConfiguration<Integer, String> ccfg = new CacheConfiguration<>("snapshot-cache");

try (IgniteCache<Integer, String> cache = ignite.getOrCreateCache(ccfg)) {
    cache.put(1, "Maxim");

    // Create snapshot operation.
    ignite.snapshot().createSnapshot("snapshot_02092020").get();

    // Create incremental snapshot operation.
    ignite.snapshot().createIncrementalSnapshot("snapshot_02092020").get();
}
finally {
    ignite.destroyCache(ccfg.getName());
}

Checking Snapshot Consistency

Usually all the cluster nodes run on different machines and have the snapshot data spread across the cluster. Each node stores its own snapshot segment, so in some cases it may be necessary to check the snapshot for completeness of data and for data consistency across the cluster before restoring from the snapshot.

For such cases, Apache Ignite is delivered with built-in snapshot consistency check commands that enable you to verify internal data consistency, calculate data partitions hashes and pages checksums, and print out the result if a problem is found. The check command also compares hashes of a primary partitions with corresponding backup partitions and reports any differences.

See the Control Script that supports snapshots-related checking commands.

Restoring From Snapshot

A snapshot can be restored either manually on a stopped cluster or automatically on an active cluster. Both procedures are described below, however, it is preferable to use the restore command from Control Script only.

Manual Snapshot Restore Procedure

The snapshot structure is similar to the layout of the Ignite Native Persistence. Therefore, to restore the manual snapshot, you must restore a snapshot only on the same cluster with the same node consistentId and on the same topology on which a snapshot was taken. Only the full snapshot can be restored. If you need to restore a snapshot on a different cluster, or on a different cluster topology, or restore incremental snapshots use the Automatic Snapshot Restore Procedure.

In general, stop the cluster, then replace the persistence data and other files using the data from the snapshot, and restart the nodes.

The detailed procedure looks as follows:

  1. Stop the cluster you intend to restore

  2. Remove all files from the checkpoint $IGNITE_HOME/work/cp directory

  3. Do the following on each node:

    • Remove the files related to the {nodeId} from the $IGNITE_HOME/work/db/binary_meta directory.

    • Remove the files related to the {nodeId} from the $IGNITE_HOME/work/db/marshaller directory.

    • Remove the files and sub-directories related to the {nodeId} under your $IGNITE_HOME/work/db directory. Clean the db/{node_id} directory separately if it’s not located under the Ignite work dir.

    • Copy the files belonging to a node with the {node_id} from the snapshot into the $IGNITE_HOME/work/ directory. If the db/{node_id} directory is not located under the Ignite work dir then you need to copy data files there.

  4. Restart the cluster

Automatic Snapshot Restore Procedure

The automatic restore procedure allows the user to restore cache groups from a snapshot on an active cluster by using the Java API or command line script.

Currently, this procedure has several limitations, that will be resolved in future releases:

  • Restoring is possible only if all parts of the snapshot are present in the cluster. Each node looks for a local snapshot data in the configured snapshot path by the given snapshot name and consistent node ID.

  • The restore procedure can be applied only to cache groups created by the user.

  • Cache groups to be restored from the snapshot must not be present in the cluster. If they are present, they must be destroyed by the user before starting this operation.

  • Concurrent restore operations are not allowed. Thus, if one operation has been started, the other can only be started after the first is completed.

Restoring Cache Group from the Snapshot

The following code snippet demonstrates how to restore an individual cache group from a snapshot.

// Restore cache named "snapshot-cache" from the snapshot "snapshot_02092020".
ignite.snapshot().restoreSnapshot("snapshot_02092020", Collections.singleton("snapshot-cache")).get();

// Restore cache named "snapshot-cache" from the snapshot "snapshot_02092020" and its increment with index 1.
ignite.snapshot().restoreSnapshot("snapshot_02092020", Collections.singleton("snapshot-cache"), 1).get();
# Restore cache group "snapshot-cache" from the snapshot "snapshot_02092020".
control.(sh|bat) --snapshot restore snapshot_02092020 --groups snapshot-cache

# Restore cache group "snapshot-cache" from the snapshot "snapshot_02092020" and its increment with index 1.
control.(sh|bat) --snapshot restore snapshot_02092020 --groups snapshot-cache --increment 1

Using CLI to control restore operation

The control.sh|bat script provides the ability to start and stop the restore operation.

# Start restoring all user-created cache groups from the snapshot "snapshot_09062021" in the background.
control.(sh|bat) --snapshot restore snapshot_09062021

# Start restoring all user-created cache groups from the snapshot "snapshot_09062021" and wait for the entire operation to complete.
control.(sh|bat) --snapshot restore snapshot_09062021 --sync

# Start restoring all user-created cache groups from the snapshot "snapshot_09062021" located in the "/tmp/ignite/snapshots" folder (the full path to the snapshot files should be /tmp/ignite/snapshots/snapshot_09062021):
control.(sh|bat) --snapshot restore snapshot_09062021 --src /tmp/ignite/snapshots

# Start restoring only "cache-group1" and "cache-group2" from the snapshot "snapshot_09062021" in the background.
control.(sh|bat) --snapshot restore snapshot_09062021 --groups cache-group1,cache-group2

# Start restoring all user-created cache groups from the snapshot "snapshot_09062021" and its increment with index 1.
control.(sh|bat) --snapshot restore snapshot_09062021 --increment 1

Getting Snapshot Operation Status

The status of the current snapshot operation in the cluster can be obtained using the control.sh|bat script or JMX interface:

# Get the status of the snapshot operation.
control.sh --snapshot status
# Get the status of the snapshot operation.
control.bat --snapshot status

You can also get the current snapshot status via the SnapshotMXBean interface:

SnapshotMXBean mxBean = ...;

// The status of a current snapshot operation in the cluster.
String status = mxBean.status();

Cancelling Snapshot Operation

To abort create/restore snapshot operation you need to obtain an operation request ID. This identifier is displayed when you start a snapshot operation using the CLI. It can also be obtained using the status command and from snapshot metrics.

# Cancel a running snapshot operation with ID "9ec229f1-e0df-41ff-9434-6f08ba7d05bd":
control.sh --snapshot cancel --id 9ec229f1-e0df-41ff-9434-6f08ba7d05bd

# Kill a running snapshot operation with ID "9ec229f1-e0df-41ff-9434-6f08ba7d05bd":
control.sh --kill SNAPSHOT 9ec229f1-e0df-41ff-9434-6f08ba7d05bd
# Cancel a running snapshot operation with ID "9ec229f1-e0df-41ff-9434-6f08ba7d05bd":
control.bat --snapshot cancel --id 9ec229f1-e0df-41ff-9434-6f08ba7d05bd

# Kill a running snapshot operation with ID "9ec229f1-e0df-41ff-9434-6f08ba7d05bd":
control.bat --kill SNAPSHOT 9ec229f1-e0df-41ff-9434-6f08ba7d05bd

You can also abort a snapshot operation via the SnapshotMXBean interface:

SnapshotMXBean mxBean = ...;

// Cancel a running snapshot operation with ID "9ec229f1-e0df-41ff-9434-6f08ba7d05bd":
mxBean.cancelSnapshotOperation("9ec229f1-e0df-41ff-9434-6f08ba7d05bd");

Consistency Guarantees

All snapshots are fully consistent in terms of concurrent cluster-wide operations as well as ongoing changes with Ignite. Persistence data, index, schema, binary metadata, marshaller and other files on nodes.

The cluster-wide snapshot consistency is achieved by triggering the Partition-Map-Exchange procedure. By doing that, the cluster will eventually get to the point in time when all previously started transactions are completed, and new ones are paused. Once this happens, the cluster initiates the snapshot creation procedure. The PME procedure ensures that the snapshot includes primary and backup in a consistent state.

The consistency between the Ignite Persistence files and their snapshot copies is achieved by copying the original files to the destination snapshot directory with tracking all concurrent ongoing changes. The tracking of the changes might require extra space on the Ignite Persistence storage media (up to the 1x size of the storage media).

Incremental snapshot consistency guarantees

Incremental snapshots uses different non-blocking approach for achieving transactional consistency based on the Consistent Cut algorithm. This allows you to start incremental snapshots concurrently with the runtime load without affecting performance. But it doesn’t guarantee consistency for atomic caches. It’s highly recommended to verify these caches after restoring with the idle_verify command. If necessary, it’s possible to repair inconsistent partitions with the consistency command. Please, check the Control Script section for more information about these commands.

Current Limitations

The snapshot procedure has some limitations that you should be aware of before using the feature in your production environment:

  • Snapshotting of specific caches/tables is unsupported. You always create a full cluster snapshot.

  • Caches/tables that are not persisted in Ignite Persistence are not included into the snapshot.

  • Encrypted caches in the snapshot must be encrypted with the same master key.

  • You can have only one snapshotting operation running at a time.

  • The snapshot operation is prohibited during a master key change and/or cache group key change.

  • The snapshot procedure is interrupted if a server node leaves the cluster.

  • Concurrent updates from DataStreamer with default setting 'allowOverwrite' (false) into a persistent cache can cause that cache data stored inconsistent.

If any of these limitations prevent you from using Apache Ignite, then select alternate snapshotting implementations for Ignite provided by enterprise vendors.

Incremental snapshot limitations

Incremental snapshots can’t be created in the following cases:

  • Encrypted caches are presented in a cluster.

  • Caches are created, changed or destroyed after full snapshot was created.

  • After data has been rebalanced in the cluster.

Ignite automatically monitors these events and prevents the incremental snapshot creation. It’s required to create a new full snapshot and after that creation of incremental snapshots becomes available again.

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