Github user StefanRRichter commented on a diff in the pull request: https://github.com/apache/flink/pull/3801#discussion_r114504710 --- Diff: flink-contrib/flink-statebackend-rocksdb/src/main/java/org/apache/flink/contrib/streaming/state/RocksDBKeyedStateBackend.java --- @@ -621,6 +692,237 @@ private static void checkInterrupted() throws InterruptedException { } } + private static class RocksDBIncrementalSnapshotOperation { + + private final RocksDBKeyedStateBackend<?> stateBackend; + + private final CheckpointStreamFactory checkpointStreamFactory; + + private final long checkpointId; + + private final long checkpointTimestamp; + + private Map<String, StreamStateHandle> baseSstFiles; + + private List<KeyedBackendSerializationProxy.StateMetaInfo<?, ?>> stateMetaInfos = new ArrayList<>(); + + private FileSystem backupFileSystem; + private Path backupPath; + + private FSDataInputStream inputStream = null; + private CheckpointStreamFactory.CheckpointStateOutputStream outputStream = null; + + // new sst files since the last completed checkpoint + private Set<String> newSstFileNames = new HashSet<>(); + + // handles to the sst files in the current snapshot + private Map<String, StreamStateHandle> sstFiles = new HashMap<>(); + + // handles to the misc files in the current snapshot + private Map<String, StreamStateHandle> miscFiles = new HashMap<>(); + + private StreamStateHandle metaStateHandle = null; + + private RocksDBIncrementalSnapshotOperation( + RocksDBKeyedStateBackend<?> stateBackend, + CheckpointStreamFactory checkpointStreamFactory, + long checkpointId, + long checkpointTimestamp) { + + this.stateBackend = stateBackend; + this.checkpointStreamFactory = checkpointStreamFactory; + this.checkpointId = checkpointId; + this.checkpointTimestamp = checkpointTimestamp; + } + + private StreamStateHandle materializeStateData(Path filePath) throws Exception { + try { + final byte[] buffer = new byte[1024]; + + FileSystem backupFileSystem = backupPath.getFileSystem(); + inputStream = backupFileSystem.open(filePath); + stateBackend.cancelStreamRegistry.registerClosable(inputStream); + + outputStream = checkpointStreamFactory + .createCheckpointStateOutputStream(checkpointId, checkpointTimestamp); + stateBackend.cancelStreamRegistry.registerClosable(outputStream); + + while (true) { + int numBytes = inputStream.read(buffer); + + if (numBytes == -1) { + break; + } + + outputStream.write(buffer, 0, numBytes); + } + + return outputStream.closeAndGetHandle(); + } finally { + if (inputStream != null) { + stateBackend.cancelStreamRegistry.unregisterClosable(inputStream); + inputStream.close(); + inputStream = null; + } + + if (outputStream != null) { + stateBackend.cancelStreamRegistry.unregisterClosable(outputStream); + outputStream.close(); + outputStream = null; + } + } + } + + private StreamStateHandle materializeMetaData() throws Exception { + try { + outputStream = checkpointStreamFactory + .createCheckpointStateOutputStream(checkpointId, checkpointTimestamp); + stateBackend.cancelStreamRegistry.registerClosable(outputStream); + + KeyedBackendSerializationProxy serializationProxy = + new KeyedBackendSerializationProxy(stateBackend.keySerializer, stateMetaInfos); + DataOutputView out = new DataOutputViewStreamWrapper(outputStream); + + serializationProxy.write(out); + + return outputStream.closeAndGetHandle(); + } finally { + if (outputStream != null) { + stateBackend.cancelStreamRegistry.unregisterClosable(outputStream); + outputStream.close(); + outputStream = null; + } + } + } + + void takeSnapshot() throws Exception { + // use the last completed checkpoint as the comparison base. + baseSstFiles = stateBackend.materializedSstFiles.get(stateBackend.lastCompletedCheckpointId); + + // save meta data + for (Map.Entry<String, Tuple2<ColumnFamilyHandle, RegisteredBackendStateMetaInfo<?, ?>>> stateMetaInfoEntry : stateBackend.kvStateInformation.entrySet()) { + + RegisteredBackendStateMetaInfo<?, ?> metaInfo = stateMetaInfoEntry.getValue().f1; + + KeyedBackendSerializationProxy.StateMetaInfo<?, ?> metaInfoProxy = + new KeyedBackendSerializationProxy.StateMetaInfo<>( + metaInfo.getStateType(), + metaInfo.getName(), + metaInfo.getNamespaceSerializer(), + metaInfo.getStateSerializer()); + + stateMetaInfos.add(metaInfoProxy); + } + + // save state data + backupPath = new Path(stateBackend.instanceBasePath.getAbsolutePath(), "chk-" + checkpointId); + backupFileSystem = backupPath.getFileSystem(); + if (backupFileSystem.exists(backupPath)) { + LOG.warn("Deleting an existing local checkpoint directory " + + backupPath + "."); + + backupFileSystem.delete(backupPath, true); + } + + // create hard links of living files in the checkpoint path + Checkpoint checkpoint = Checkpoint.create(stateBackend.db); + checkpoint.createCheckpoint(backupPath.getPath()); --- End diff -- That is a valid concern @shixiaogang, so there are two points to that: 1) We have a clear upper limit to the buffer size (e.g. 64MB), once the limit of diffs is reached, we can drop the buffer because we can assume enough work was done to justify a new SST file 2) We write the buffer to a local FS, so we can expect this to be reasonable fast and that it will not suffer from the kind of blocking that we have in DFS. I mean technically, also flushing the SST file can block. Then, in the async part, we can transfer the local buffer file to DFS.
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